├── Confs_for_Computers.md ├── LICENSE ├── News-Collection-for-Machine-Learning-Hardware.md ├── Paper-Collection-for-Machine-Learning-Hardware.md └── README.md /Confs_for_Computers.md: -------------------------------------------------------------------------------- 1 | # Major Conference Schedule 2 | 3 | ## ISCA: The IEEE/ACM International Symposium on Computer Architecture 4 | - Impact factor: 5 | - Mid week, June 6 | - Final Paper due: Last Week, November 7 | - Rebuttal: 8 | - Notification: March, Next Year 9 | - Camera-Ready Deadline: End of February 10 | - Review: Double-Blind 11 | - Paper limitation: maximum of 11 pages excluding references, single-spaced double- column 12 | 13 | ## MICRO: The IEEE/ACM International Symposium on Microarchitecture 14 | - Impact factor: 15 | - Mid week, October 16 | - Final Paper due: Mid April 17 | - Rebuttal: Mid June 18 | - Notification: Mid July 19 | - Camera-Ready Deadline: 20 | - Review: Double-Blind 21 | - Paper limitation: maximum of 11 pages excluding references, single-spaced double-column 22 | 23 | ## HPCA: The IEEE International Symposium High-Performance Computer Architecture 24 | - Impact factor: 25 | - Mid week, February 26 | - Final Paper due: Last Week, July 27 | - Rebuttal: 28 | - Notification: 29 | - Camera-Ready Deadline: 30 | - Review: Double-Blind 31 | - Paper limitation: maximum of 11 pages excluding references, single-spaced double-column 32 | 33 | ## ICS: The ACM International Conference on Supercomputing 34 | - Impact factor: 35 | - Mid week, June 36 | - Final Paper due: 1st week February 37 | - Rebuttal: Mid week, March 38 | - Notification: Last week, March 39 | - Camera-Ready Deadline: 40 | - Review: Double-Blind 41 | - Paper limitation: maximum of 10 pages excluding references 42 | 43 | ## ASPLOS: Architectural Support for Programming Languages and Operating Systems 44 | - Impact factor: 45 | - Mid April 46 | - Final Paper due: Mid, February 47 | - Reduttal: 48 | - Notification: 49 | - Camera-Ready Deadline: Mid week August 50 | - Review: 51 | - Paper limitation: 52 | 53 | ## PACT: The International Conference on Parallel Architectures and Compilation Techniques 54 | - Impact factor: 55 | - 1st week, October 56 | - Final Paper due: Last week, April 57 | - Rebuttal: Fist week, June 58 | - Notification: Last week, July 59 | - Camera-Ready Dead line: 60 | - Review:Double-Blind 61 | - Paper limitation: maximum of 11 pages excluding references, single-spaced double-column 62 | 63 | ## ASAP: The IEEE International Conference on Application-specific System, Architectures and Processors 64 | - Impact factor: 65 | - 2nd week, July 66 | - Final Paper due: First week, April 67 | - Reduttal: 68 | - Notification: Mid week, May 69 | - Camera-Ready deadline: mid week, June 70 | - Review: Double-Blind 71 | - Paper limitation: maximum of 8 pages including references, single-spaced double-column 72 | 73 | ## DAC: Design Automation Conference 74 | - Impact factor: 75 | - 1st week, December 76 | - Final Paper due: Mid week, November 77 | - Rebuttal: 78 | - Notification: Third week, February 79 | - Camera-Ready Dead line: Mid week, April 80 | - Review: 81 | - Paper limitation: maximum of 6 pages including references 82 | 83 | ## HCS: The IEEE Hot Chips Symposium 84 | - Impact factor: 85 | - Mid week, August 86 | - Final Paper due: First week, April 87 | - Rebuttal: 88 | - Notification: First week, May 89 | - Camera-Ready Dead line: Mid week, July 90 | - Review: 91 | - Paper limitation: 92 | 93 | ## CoolChips: The IEEE International Symposium on Performance on Low Power and High-Speed Chips and Systems 94 | - Impact factor: 95 | - Mid week, April 96 | - Final Paper due: Mid week, February 97 | - Rebuttal: 98 | - Notification: Mid week, March 99 | - Camera-Ready Dead line: 100 | - Review: 101 | - Paper limitation: maximum of 6 pages including references, single space double column 102 | 103 | ## HiPEAC: European Network on High-performance Embedded Architecture and Compilation 104 | - Impact factor: 105 | - Mid week, January 106 | - Final Paper due: 107 | - Rebuttal: 108 | - Notification: 109 | - Camera-Ready Dead line: 110 | - Review: 111 | - Paper limitation: 112 | 113 | ## IPDPS: The IEEE International Parallel and Distributed Processing Symposium 114 | - Impact factor: 115 | - Mid week, May 116 | - Final Paper due: Mid week, October 117 | - Rebuttal: 118 | - Notification: Mid week, January 119 | - Camera-Ready Dead line: Mid week, February 120 | - Review: 121 | - Paper limitation: maximum of 10 pages including references, single-spaced double-column 122 | 123 | ## FCCM: The IEEE International Symposium on Field-Programmable Custom Computing Machines 124 | - Impact factor: 125 | - Mid Week, May 126 | - Final Paper due: Mid week, January 127 | - Rebuttal: Mid week, February 128 | - Notification: Last week, April 129 | - Camera-Ready Dead line: 130 | - Review: 131 | - Paper limitation: maximum of 8 pages excluding references, single-spaced single-column 132 | 133 | ## FPGA: The ACM/SIGDA International Symposium on Field-Programmable Gate Arrays 134 | - Impact factor: 135 | - Last Week, February 136 | - Final Paper due: Mid week, September 137 | - Rebuttal: Last week, October 138 | - Notification: Last week November 139 | - Camera-Ready Dead line: Mid week, December 140 | - Review: Double-Blind 141 | - Paper limitation: maximum of 10 pages excluding references, single-spaced double-column 142 | 143 | ## NeurIPS: Conference on Neural Information Processing Systems 144 | - Impact factor: 145 | - Final Paper due: Last week, May 146 | - Camera-Ready Dead line: 147 | - Notification: Last week, September 148 | - Camera-Ready Deadline: Last week, October 149 | - Review: Double-Blinded OpenReview 150 | - Paper limitation: maximum of 9 pages excluding references 151 | 152 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Creative Commons Legal Code 2 | 3 | CC0 1.0 Universal 4 | 5 | CREATIVE COMMONS CORPORATION IS NOT A LAW FIRM AND DOES NOT PROVIDE 6 | LEGAL SERVICES. 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Affirmer understands and acknowledges that Creative Commons is not a 120 | party to this document and has no duty or obligation with respect to 121 | this CC0 or use of the Work. 122 | -------------------------------------------------------------------------------- /News-Collection-for-Machine-Learning-Hardware.md: -------------------------------------------------------------------------------- 1 | # Machine Learning Hardware News 2 | 3 | News Collection for Machine Learning Hardware 4 | 5 | ### Startup Companies 6 | - AIStorm 7 | https://aistorm.ai/ 8 | - "Startup Accelerates AI at the Sensor" 9 | Rick Merritt, 02.11.19 10 | https://www.eetimes.com/document.asp?doc_id=1334301 11 | 12 | - Ambarella International LP 13 | https://www.ambarella.com/ 14 | - "Ambarella CV3 Joins Self-Driving Race" 15 | February 15, 2022 16 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6420&year=2022&tag=3 17 | - "Ambarella CV25 Camera SoC Basic Floorplan Analysis" 18 | https://www.techinsights.com/ja/node/33183 19 | - "Ambarella's (AMBA) CVflow Vision Processor to Power Arrival's EVs" 20 | Zacks Equity Research, Thu, July 1, 2021, 11:53 PM 21 | https://finance.yahoo.com/news/ambarellas-amba-cvflow-vision-processor-145302701.html 22 | - "CV3 Family" 23 | https://3vpstm1hc6e52739x31131p2-wpengine.netdna-ssl.com/wp-content/uploads/Ambarella_CV3_Product_Brief_13DEC2021.pdf 24 | - "Ambarella Joins ‘Open Vision’ ADAS Club" 25 | Junko Yoshida, 12.20.18 26 | https://www.eetimes.com/document.asp?doc_id=1334101 27 | 28 | - Areanna 29 | - "Startup Runs AI in Novel SRAM" 30 | Rick Merritt 07.22.2019 31 | https://www.eetimes.com/startup-runs-ai-in-novel-sram/ 32 | 33 | - Bitmain 34 | https://www.bitmain.com/ 35 | - "Bitcoin ASIC Maker Bets on AI" 36 | Rick Merritt, 10.25.17 37 | https://www.eetimes.com/document.asp?doc_id=1332501 38 | 39 | - BrainChip Holdings Ltd. 40 | https://www.brainchipinc.com/ 41 | - "BrainChip Achieves Full Commercialization of Its AKD1000 AIoT Chip with Availability of Mini PCIe Boards in High Volume" 42 | January 18, 2022 43 | https://www.edge-ai-vision.com/2022/01/brainchip-achieves-full-commercialization-of-its-akd1000-aiot-chip-with-availability-of-mini-pcie-boards-in-high-volume/ 44 | - "BrainChip Partners with MegaChips to Develop Next-Generation Edge-Based AI Solutions" 45 | 22 Novembre 2021 46 | https://www.01net.it/brainchip-partners-with-megachips-to-develop-next-generation-edge-based-ai-solutions/ 47 | - "BrainChip Demonstrates Company's Event-Based AI Neural Processor at Embedded Vision Summit" 48 | September 9, 2020 49 | https://www.design-reuse.com/news/48608/brainchip-event-based-ai-neural-processor.html 50 | - "BrainChip's Akida Development Environment Now Freely Available for Use" 51 | https://www.design-reuse.com/news/47521/brainchip-machine-learning-framework-freely-available.html 52 | - "NEUROMORPHIC CHIP MAKER TAKES AIM AT THE EDGE" 53 | January 30, 2020 Michael Feldman 54 | https://www.nextplatform.com/2020/01/30/neuromorphic-chip-maker-takes-aim-at-the-edge/ 55 | - "First Wave of Spiking Neural Network Hardware Hits" 56 | September 11, 2018 Nicole Hemsoth 57 | https://www.nextplatform.com/2018/09/11/first-wave-of-spiking-neural-network-hardware-hits 58 | - "Neuromorphic Computing Gets a Lift" 59 | Nitin Dahad, 08.01.18 60 | https://www.eetimes.com/document.asp?doc_id=1333541 61 | - "BrainChip Discloses SNN Chip" 62 | Rick Merritt, 09.10.18 63 | https://www.eetimes.com/document.asp?doc_id=1333677 64 | - "BrainChip Appoints Former Exar CEO to Lead Company" 65 | Peter Clarke, 10.10.16 66 | https://www.eetimes.com/document.asp?doc_id=1330603 67 | 68 | - Cerebras Systems 69 | - "Patents Assigned to Cerebras Systems Inc." 70 | https://patents.justia.com/assignee/cerebras-systems-inc 71 | - "Cerebras brings wafer-size AI chips to medical data analysis" 72 | 14 Mar 2022 73 | https://www.theregister.com/2022/03/14/cerebras_ai_chips/ 74 | - "CEREBRAS SHOWS OFF SCALE UP AI PERFORMANCE FOR BIG PHARMA AND BIG OIL" 75 | March 2, 2022 Timothy Prickett Morgan 76 | https://www.nextplatform.com/2022/03/02/cerebras-shows-off-scale-up-ai-performance-for-big-pharma-and-big-oil/ 77 | - "Cerebras Systems Launches Software Development Kit for Wafer-Scale Applications" 78 | November 16, 2021 79 | https://insidehpc.com/2021/11/cerebras-systems-launches-software-development-kit-for-wafer-scale-applications/ 80 | - "AI chip startup Cerebras Systems raises $250 million in funding" 81 | November 11, 2021 82 | https://www.reuters.com/technology/ai-chip-startup-cerebras-systems-raises-250-million-funding-2021-11-10/ 83 | - "Cerebras Performs Extreme Training" 84 | September 21, 2021 85 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6363&year=2021&tag=3 86 | - "Cerebras Brings Its Wafer-Scale Engine AI System to the Cloud" 87 | September 16, 2021 88 | https://www.hpcwire.com/2021/09/16/cerebras-wafer-scale-engine-ai-system-is-now-available-in-the-cloud/ 89 | - "CEREBRAS SHIFTS ARCHITECTURE TO MEET MASSIVE AI/ML MODELS" 90 | August 24, 2021 Nicole Hemsoth 91 | https://www.nextplatform.com/2021/08/24/cerebras-shifts-architecture-to-meet-massive-ai-ml-models/ 92 | - "DRUG DISCOVERY A SWEET SPOT FOR CEREBRAS CS-2" 93 | August 18, 2021 Nicole Hemsoth 94 | https://www.nextplatform.com/2021/08/18/drug-discovery-a-sweet-spot-for-cerebras-cs-2/ 95 | - "EPCC KICKING TIRES ON NEW CS-1 AI SYSTEM" 96 | June 18, 2021 Nicole Hemsoth 97 | https://www.nextplatform.com/2021/06/18/epcc-kicking-tires-on-new-cs-1-ai-system/ 98 | - "NEOCORTEX SUPERCOMPUTER TO PUT CEREBRAS CS-1 TO THE TEST" 99 | March 30, 2021 Nicole Hemsoth 100 | https://www.nextplatform.com/2021/03/30/neocortex-supercomputer-to-put-cerebras-cs-1-to-the-test/ 101 | - "Cerebras Doubles Down With WSE2" 102 | April 27, 2021 103 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6300&year=2021&tag=3 104 | - "ONE GIANT LEAP FOR WAFERSCALE AI" 105 | April 20, 2021 Nicole Hemsoth 106 | https://www.nextplatform.com/2021/04/20/one-giant-leap-for-waferscale-ai/ 107 | - "WAFERSCALE MAKES FURTHER AI SUPERCOMPUTING INROADS" 108 | February 3, 2021 Nicole Hemsoth 109 | https://www.nextplatform.com/2021/02/03/cerebras-makes-further-ai-supercomputing-inroads/ 110 | - "IS THERE A WAFER-SCALE REVOLUTION ON THE HORIZON?" 111 | October 23, 2020 Nicole Hemsoth 112 | https://www.nextplatform.com/2020/10/23/is-there-a-wafer-scale-revolution-on-the-horizon/ 113 | - "Cerebras CS-1 Wafer-Scale AI System at SC19" 114 | December 1, 2019 115 | https://www.servethehome.com/cerebras-cs-1-wafer-scale-ai-system-at-sc19/ 116 | - "Cerebras deploys the CS-1, the Industry’s Fastest AI Computer, at Argonne National Lab" 117 | Andrew Feldman, November 19, 2019 118 | https://www.cerebras.net/cerebras-deploys-the-cs-1-the-industrys-fastest-ai-computer-at-argonne-national-lab/ 119 | - "Machine Learning Chip Breaks New Ground With Waferscale Integration" 120 | August 21, 2019 Michael Feldman 121 | https://www.nextplatform.com/2019/08/21/machine-learning-chip-breaks-new-ground-with-waferscale-integration/ 122 | - ""Startup Spins Whole Wafer for AI " 123 | Rick Merritt, 08.19.19 124 | https://www.eetimes.com/document.asp?doc_id=1335043 125 | 126 | - Cornami, Inc. 127 | https://cornami.com 128 | - "Patents Assigned to Cornami, Inc." 129 | https://patents.justia.com/assignee/cornami-inc 130 | - "AI Startup Cornami reveals details of neural net chip" 131 | November 1, 2018 132 | https://www.zdnet.com/article/ai-startup-cornami-reveals-details-of-neural-net-chip/ 133 | 134 | - Darwin AI 135 | https://www.darwinai.ca/research.html 136 | - "Self-Creating Neural Networks That Explain Themselves" 137 | September 18, 2018 Nicole Hemsoth 138 | https://www.nextplatform.com/2018/09/18/toward-self-creating-neural-networks-that-explain-themselves 139 | 140 | - DeepVision 141 | https://deepvision.io 142 | - "Deep Vision Optimizes AI Data Flow" 143 | March 9, 2021 144 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6280&year=2021&tag=3 145 | - "AI Startup Deep Vision Powers AI Innovation at the Edge" 146 | https://www.design-reuse.com/news/49035/ai-startup-deep-vision.html 147 | 148 | - Enflame 149 | https://www.enflame-tech.com 150 | - "THE AI TRAINING CHIP TENCENT HAS AN EYE ON" 151 | August 26, 2021 Nicole Hemsoth 152 | https://www.nextplatform.com/2021/08/26/the-ai-training-chip-tencent-has-an-eye-on/ 153 | - "Enflame Stokes AI Acceleration" 154 | February 16, 2021 155 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6271&year=2021&tag=3 156 | 157 | - eSilicon 158 | https://www.esilicon.com 159 | - "eSilicon tapes out deep learning ASIC" 160 | September 13, 2017 161 | https://www.esilicon.com/company/news-events/press-releases/esilicon-tapes-deep-learning-asic/ 162 | 163 | - Esperanto Technologies Inc. 164 | https://www.esperanto.ai/ 165 | - "RISC-V UPSTART TARGETS ML INFERENCE PERFORMANCE, POWER EFFICIENCY" 166 | September 20, 2021 Jeffrey Burt 167 | https://www.nextplatform.com/2021/09/20/esperanto-chip-drives-ml-inference-performance-and-power-efficiency/ 168 | - "Esperanto Minions Excel at AI" 169 | December 22, 2020 170 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6251&year=2020&tag=3 171 | - "ESPERANTO MAXES OUT RISC-V: High-End Maxion CPU Raises RISC-V Performance Bar." 172 | Linley Gwennap, December 10, 2018 173 | https://www.esperanto.ai/esperanto-maxes-out-risc-v-the-linley-group/ 174 | - "Video presentation: The Esperanto ET Maxion High Performance Out-of-Order RISC-V Processor" 175 | https://www.youtube.com/watch?v=NjEslX_-t0Q 176 | - "AI Startup Hires Two Tesla EEs" 177 | Rick Merritt, 08.20.18 178 | https://www.eetimes.com/document.asp?doc_id=1333607 179 | 180 | - Graphcore, Ltd. 181 | - "Patents Assigned to Graphcore Limited" 182 | https://patents.justia.com/assignee/graphcore-limited 183 | - "GRAPHCORE GOES FULL 3D WITH AI CHIPS" 184 | March 3, 2022 Timothy Prickett Morgan 185 | https://www.nextplatform.com/2022/03/03/graphcore-goes-3d-with-ai-chips-architects-10-exaflops-ultra-intelligent-machine/ 186 | - "GRAPHCORE RIGHT ON THE MONEY IN FIRST MLPERF APPEARANCE" 187 | June 30, 2021 Nicole Hemsoth 188 | https://www.nextplatform.com/2021/06/30/graphcore-right-on-the-money-in-first-mlperf-appearance/ 189 | - "GRAPHCORE SHOWS GAN GAINS FOR CERN" 190 | March 24, 2021 Nicole Hemsoth 191 | https://www.nextplatform.com/2021/03/24/graphcore-shows-gan-gains-for-cern/ 192 | - "GRAPHCORE RIGHT ON THE MONEY IN FIRST MLPERF APPEARANCE" 193 | June 30, 2021 Nicole Hemsoth 194 | https://www.nextplatform.com/2021/06/30/graphcore-right-on-the-money-in-first-mlperf-appearance/ 195 | - "GRAPHCORE IPU PUT THROUGH THE SUPERCOMPUTING PACES" 196 | January 20, 2021 Nicole Hemsoth 197 | https://www.nextplatform.com/2021/01/20/graphcore-ipu-put-through-the-supercomputing-paces/ 198 | - "Graphcore Doubles IPU Performance" 199 | August 4, 2020 200 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6193&year=2020&tag=3 201 | - "British chip designer Graphcore unveils new AI processor more complex than Nvidia’s" 202 | James Vincent Jul 15, 2020 203 | https://www.theverge.com/2020/7/15/21324103/ai-chips-nvidia-graphcore-colossus-mk2-gc200-ipu 204 | - "Graphcore C2 Card performance for image-based deep learning application: A Report" 205 | Submitted on 26 Feb 2020 206 | https://arxiv.org/abs/2002.11670 207 | - "Microsoft Incorporates Graphcore AI Chips in Azure Cloud" 208 | Sally Ward-Foxton 11.14.2019 209 | https://www.eetimes.com/microsoft-incorporates-graphcore-ai-chips-in-azure-cloud/# 210 | - "Dissecting the Graphcore IPU Architecture via Microbenchmarking" 211 | Submitted on 7 Dec 2019 212 | https://arxiv.org/abs/1912.03413 213 | - "Microsoft Incorporates Graphcore AI Chips in Azure Cloud" 214 | Sally Ward-Foxton, 11.14.19 215 | https://www.eetimes.com/document.asp?doc_id=1335297 216 | - "Graphcore CEO Touts ‘Most Complex Processor’ Ever" 217 | Sally Ward-Foxton 04.18.2019 218 | https://www.eetimes.com/graphcore-ceo-touts-most-complex-processor-ever/ 219 | - "BMW, Microsoft Join $200 Million Graphcore Funding" 220 | Nitin Dahad, 12.20.18 221 | https://www.eetimes.com/document.asp?doc_id=1334106 222 | - "AI Silicon Startups Report Traction" 223 | Rick Merritt, 11.19.18 224 | https://www.eetimes.com/document.asp?doc_id=1333988 225 | - "Graphcore Builds Momentum with Early Silicon" 226 | January 29, 2018 Nicole Hemsoth 227 | https://www.nextplatform.com/2018/01/29/graphcore-builds-momentum-early-silicon 228 | - "AI Chip Startup Graphcore Lands $50 Million in Funding" 229 | Dylan McGrath, 11.14.17 230 | https://www.eetimes.com/document.asp?doc_id=1332596 231 | - "A Dive into Deep Learning Chip Startup Graphcore’s Software Stack" 232 | May 8, 2017 Nicole Hemsoth 233 | https://www.nextplatform.com/2017/05/08/dive-deep-learning-chip-startup-graphcores-software-stack 234 | - "AI Chip Startup Shares Insights" 235 | Peter Clarke, 11.01.16 236 | https://www.eetimes.com/document.asp?doc_id=1330739 237 | 238 | - GreenWaves Technologies 239 | https://greenwaves-technologies.com/ 240 | - "GreenWaves’ Ultra-Low Power GAP9 IoT Apps Processor Suits Intelligence at the Edge" 241 | RICH NASS, JANUARY 21, 2020 242 | https://www.embedded-computing.com/guest-blogs/greenwaves-ultra-low-power-gap9-iot-apps-processor-suits-intelligence-at-the-edge 243 | - "Ultra-Low Power AI Chip Ups the Ante" 244 | Sally Ward-Foxton 12.18.2019 245 | https://www.eetimes.com/ultra-low-power-ai-chip-ups-the-ante/ 246 | - "AI at the Very, Very Edge" 247 | Sally Ward-Foxton 07.12.2019 248 | https://www.eetimes.com/ai-at-the-very-very-edge/ 249 | 250 | - Groq, Inc. 251 | https://groq.com/ 252 | - "Patents Assigned to Groq, Inc." 253 | https://patents.justia.com/search?q=groq 254 | - "WILL GROQ RE-EMERGE TO STEAL AI MARKET SHARE?" 255 | May 3, 2021 Nicole Hemsoth 256 | https://www.nextplatform.com/2021/05/03/will-groq-re-emerge-to-steal-ai-market-share/ 257 | - "Groq Gets Connected" 258 | November 10, 2020 259 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6233&year=2020&tag=3 260 | - "GROQ SHARES RECIPE FOR TSP NODES, SYSTEMS" 261 | September 29, 2020 Nicole Hemsoth 262 | https://www.nextplatform.com/2020/09/29/groq-shares-recipe-for-tsp-nodes-systems/ 263 | - "Groq Hardware Now Available on Nimbix Cloud" 264 | https://www.design-reuse.com/news/47425/groq-pay-as-you-go-machine-learning-processing-nimbix-cloud.html 265 | - "Groq Rolls out AI Chip on the Cloud" 266 | 22 January 2020, Sally Ward-Foxton 267 | https://www.eetasia.com/news/article/Groq-Rolls-out-AI-Chip-on-the-Cloud 268 | - "Groq’s AI Chip Debuts in the Cloud" 269 | Sally Ward-Foxton 01.21.2020 270 | https://www.eetimes.com/groqs-ai-chip-debuts-in-the-cloud/ 271 | - "A LOOK INSIDE THE GROQ APPROACH TO AI INFERENCE" 272 | October 23, 2019 Nicole Hemsoth 273 | https://www.nextplatform.com/2019/10/23/a-look-inside-the-groq-approach-to-ai-inference/ 274 | - "Multi-pass compression of uncompressed data" 275 | https://patents.justia.com/patent/10448054 276 | - A White Paper: "Tensor Streaming Architecture Delivers Unmatched Performance for Compute- Intensive Workloads" 277 | Dale Southard, 2019 278 | https://groq.com/wp-content/uploads/2019/10/Groq_Whitepaper_2019Oct.pdf 279 | - "Groq Announces Tensor Streaming Processor Architecture Capable of 1 PetaOp/s" 280 | November 14, 2019 281 | https://www.hpcwire.com/off-the-wire/groq-announces-tensor-streaming-processor-tsp-architecture-capable-of-1-petaop-s/ 282 | - "Secretive semiconductor startup Groq raises $52M from Social Capital" 283 | Kate Clark, September 6, 2018 284 | https://techcrunch.com/2018/09/05/secretive-semiconductor-startup-groq-raises-52m-from-social-capital/ 285 | - "Groq This: New AI Chips to Give GPUs a Run for Deep Learning Money" 286 | April 24, 2017 287 | https://www.hpcwire.com/2017/04/24/new-ai-chips-give-gpus-run-deep-learning-money 288 | - "Several Google engineers have left one of its most secretive AI projects to form a stealth start-up" 289 | Published Thu, Apr 20 2017 290 | https://www.cnbc.com/2017/04/20/ex-googlers-left-secretive-ai-unit-to-form-groq-with-palihapitiya.html 291 | 292 | - Gyrfalcon Technology, Inc. 293 | https://www.gyrfalcontech.ai 294 | - "Patents Assigned to Gyrfalcon Technology, Inc." 295 | https://patents.justia.com/assignee/gyrfalcon-technology-inc 296 | - "Gyrfalcon is Named as a Top 10 Processor for AI Acceleration at the Endpoint in 2020 by EE Times" 297 | https://www.design-reuse.com/news/48019/gyrfalcon-top-10-processor-for-ai-acceleration.html 298 | - "Gyrfalcon Showcases New Tech at 2020 Embedded Vision Summit" 299 | https://www.design-reuse.com/news/48642/gyrfalcon-2020-embedded-vision-summit.html 300 | - "Gyrfalcon Launches AI-X: Full-Stack Solution for Edge-AI Development" 301 | https://www.design-reuse.com/news/49052/gyrfalcon-launches-ai-x-full-stack-solution-for-edge-ai-development.html 302 | - "Gyrfalcon Technology - AI Accelerator Chips" 303 | https://www.youtube.com/watch?v=43LYRWkfhiY 304 | - "2-bit Model Compression of Deep Convolutional Neural Network on ASIC Engine for Image Retrieval" 305 | Submitted on 8 May 2019 306 | https://arxiv.org/abs/1905.03362 307 | - "SuperTML: Two-Dimensional Word Embedding for the Precognition on Structured Tabular Data" 308 | Submitted on 26 Feb 2019 309 | https://arxiv.org/abs/1903.06246 310 | - "MRAM Co-designed Processing-in-Memory CNN Accelerator for Mobile and IoT Applications" 311 | Submitted on 26 Nov 2018 312 | https://arxiv.org/abs/1811.12179 313 | - "Ultra Power-Efficient CNN Domain Specific Accelerator with 9.3TOPS/Watt for Mobile and Embedded Applications" 314 | Submitted on 30 Apr 2018 315 | https://arxiv.org/abs/1805.00361 316 | 317 | - Habana Labs 318 | https://habana.ai/ 319 | - "INTEL HEDGES ITS AI BETS WITH HABANA LABS BUY" 320 | December 17, 2019 Michael Feldman 321 | https://www.nextplatform.com/2019/12/17/intel-hedges-its-ai-bets-with-habana-labs-buy/ 322 | - "HABANA TAKES TRAINING AND INFERENCE DOWN DIFFERENT PATHS" 323 | August 26, 2019 Michael Feldman 324 | https://www.nextplatform.com/2019/08/26/habana-takes-training-and-inference-down-different-paths/ 325 | - "Habana Debuts Record-Breaking AI Training Chip" 326 | Sally Ward-Foxton, 06.17.19 327 | https://www.eetimes.com/document.asp?doc_id=1334816 328 | - "Habana Labs launches its Gaudi AI training processor" 329 | Frederic Lardinois, June 17, 2019 330 | https://techcrunch.com/2019/06/17/habana-labs-launches-its-gaudi-ai-training-processor/ 331 | - "Habana Debuts Record-Breaking AI Training Chip" 332 | Sally Ward-Foxton, 06.17.19 333 | https://www.eetimes.com/document.asp?doc_id=1334816 334 | - "Habana Labs launches its Gaudi AI training processor" 335 | Frederic Lardinois, 336 | https://techcrunch.com/2019/06/17/habana-labs-launches-its-gaudi-ai-training-processor 337 | - "AI Chip Startup Puts Inference Cards on the Table" 338 | January 28, 2019 Michael Feldman 339 | https://www.nextplatform.com/2019/01/28/ai-chip-startup-puts-inference-cards-on-the-table 340 | 341 | - Hailo 342 | https://hailo.ai/ 343 | - "Hailo Raises $60m for AI Chip Productization" 344 | Sally Ward-Foxton 03.05.2020 345 | https://www.eetimes.com/hailo-raises-60m-for-ai-chip-productization/ 346 | - "Foxconn, Socionext and Hailo partner on edge AI" 347 | https://www.eenewseurope.com/news/foxconn-socionext-and-hailo-partner-edge-ai 348 | - "Details of Hailo AI Edge Accelerator Emerge" 349 | Sally Ward-Foxton 08.29.2019 350 | https://www.eetimes.com/details-of-hailo-ai-edge-accelerator-emerge/ 351 | 352 | - InCore 353 | - "Going beyond RISC-V General Purpose Solutions" 354 | https://content.riscv.org/wp-content/uploads/2018/07/0930-18.07.18-Neel-Gala-InCore-Semiconductors.pdf 355 | - "India Startup Preps RISC-V, AI Cores" 356 | Rick Merritt, 08.07.18 357 | https://www.eetimes.com/document.asp?doc_id=1333565 358 | 359 | - Mythic, Inc. 360 | https://www.mythic-ai.com/ 361 | - "Mythic Enables Smaller PCIe Card" 362 | March 22, 2022 363 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6432&year=2022&tag=3 364 | - "Patents Assigned to Mythic, Inc." 365 | https://patents.justia.com/assignee/mythic-inc 366 | - "Mythic Unveils Analog-AI Product" 367 | December 1, 2020 368 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6243&year=2020&tag=3 369 | - "WILL ANALOG AI MAKE MYTHIC A UNICORN?" 370 | June 12, 2019 Nicole Hemsoth 371 | https://www.nextplatform.com/2019/06/12/will-analog-ai-make-mythic-a-unicorn/ 372 | - "Mythic adopts Mentor's Analog FastSPICE and Symphony platforms for AI processor design" 373 | https://www.design-reuse.com/news/47519/mythic-mentor-analog-fastspice-symphony-r-ai-processor-design.html 374 | - "MYTHIC MULTIPLIES IN A FLASH - Analog In-Memory Computing Eliminates DRAM Read/Write Cycles" 375 | August 27, 2018 Mike Demler 376 | https://www.mythic-ai.com/wp-content/uploads/2018/08/Mythic-Multiplies-In-A-Flash.pdf 377 | - "A Mythic Approach to Deep Learning Inference" 378 | August 23, 2018 Nicole Hemsoth 379 | https://www.nextplatform.com/2018/08/23/a-mythic-approach-to-deep-learning-inference 380 | 381 | - NeuroBlade 382 | https://www.neuroblade.ai/ 383 | - "AI Startup Preps Inference Chip" 384 | Rick Merritt, 06.26.19 385 | https://www.eetimes.com/document.asp?doc_id=1334862 386 | 387 | - Perceive Corp. 388 | - "Chip startup Perceive exits stealth with Ergo, a tiny AI processor for edge devices" 389 | https://siliconangle.com/2020/03/31/chip-startup-perceive-exits-stealth-ergo-tiny-ai-processor-edge-devices/ 390 | 391 | - Rockchip Electronics Co., Ltd. 392 | - "Rockchip Released Its First AI Processor RK3399Pro -- NPU Performance up to 2.4TOPs" 393 | Jan 07, 2018 394 | https://www.prnewswire.com/news-releases/rockchip-released-its-first-ai-processor-rk3399pro----npu-performance-up-to-24tops-300578633.html 395 | - "Fully Supports Google Assistant! Rockchip RK3229 Solution Released at Google I/O Conference" 396 | May 17, 2017 397 | https://www.prnewswire.com/news-releases/fully-supports-google-assistant-rockchip-rk3229-solution-released-at-google-io-conference-300459115.html 398 | 399 | - SambaNova 400 | https://sambanova.ai/ 401 | - "ASPIRATION VERSUS ACTION FOR ENTERPRISE AI" 402 | January 18, 2022 Nicole Hemsoth 403 | https://www.nextplatform.com/2022/01/18/aspiration-versus-action-for-enterprise-ai/ 404 | - "GETTING AROUND THE GPT-3 WAITLIST, THE HARD(WARE) WAY" 405 | October 20, 2021 Nicole Hemsoth 406 | https://www.nextplatform.com/2021/10/20/getting-around-the-gpt-3-waitlist-the-hardware-way/ 407 | - "ARGONNE CUTS THROUGH THE NOISE WITH SAMBANOVA SYSTEM" 408 | July 6, 2021 Nicole Hemsoth 409 | https://www.nextplatform.com/2021/07/06/argonne-cuts-through-the-noise-with-sambanova-system/ 410 | - "SambaNova CEO: Pre- to Post-AI Transition Will Be ‘Bigger Than the Internet’" 411 | Sally Ward-Foxton 06.10.2021 412 | https://www.eetimes.com/sambanova-ceo-pre-to-post-ai-transition-will-be-bigger-than-the-internet/ 413 | - "SambaNova Takes On Nvidia’s DGX" 414 | February 9, 2021 415 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6267&year=2021&tag=3 416 | - "WITH $1 BILLION IN HAND, WHAT’S NEXT FOR SAMBANOVA?" 417 | April 13, 2021 Nicole Hemsoth 418 | https://www.nextplatform.com/2021/04/13/with-1-billion-in-hand-whats-next-for-sambanova/ 419 | - "CHANGES GO FAR BEYOND JUST AI, MACHINE LEARNING" 420 | February 25, 2021 Daniel Robinson 421 | https://www.nextplatform.com/2021/02/25/changes-go-far-beyond-just-ai-machine-learning/ 422 | - "NATIONAL LAB SUPERCOMPUTING SITES PICK SAMBANOVA FOR AI SYSTEM DANCE" 423 | October 19, 2020 Nicole Hemsoth 424 | https://www.nextplatform.com/2020/10/19/national-lab-supercomputing-sites-pick-sambanova-for-ai-system-dance/ 425 | - "Getting to Know SambaNova: Why Expert Diligence is Essential for This Wave of Deep Tech Venture" 426 | Darren Young - 2019-11-21 427 | https://www.micron.com/about/blog/2019/november/getting-to-know-sambanova 428 | - "SambaNova Systems, A Startup In The Hot AI Hardware Space, Scores $150 Million Investment From Intel And Alphabet" 429 | Jillian D'Onfro, Apr 1, 2019 430 | https://www.forbes.com/sites/jilliandonfro/2019/04/01/sambanova-systems-a-startup-in-the-hot-ai-hardware-space-scores-150-million-investment-from-intel-and-alphabet/#1f8899602d28 431 | - "The red-hot AI Hardware space gets even hotter with 56M or a startup called SambaNova Systems" 432 | Matthew Lynley, March 16, 2018 433 | https://techcrunch.com/2018/03/15/the-red-hot-ai-chip-space-gets-even-hotter-with-56m-for-a-startup-called-sambanova/ 434 | - "AI Chip Startup SambaNova Snags $56 Million in Funding" 435 | Dylan McGrath, 03.21.18 436 | https://www.eetimes.com/document.asp?doc_id=1333095 437 | 438 | - SiMa.ai 439 | - "SiMa.ai Adopts Arm Technology to Deliver a Purpose-built Heterogeneous Machine Learning Compute Platform for the Embedded Edge" 440 | https://www.design-reuse.com/news/49030/sima-ai-arm-heterogeneous-machine-learning-soc-platform.html 441 | 442 | - SimpleMachines, Inc. 443 | https://www.simplemachines.ai 444 | - "SimpleMachines Enables Flexible AI" 445 | January 5, 2021 446 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6254&year=2021&tag=3 447 | 448 | - Syntiant 449 | https://www.syntiant.com/ 450 | - "Patents Assigned to Syntiant" 451 | https://patents.justia.com/assignee/syntiant 452 | - "Syntiant Grows Into Computer Vision" 453 | November 9, 2021 454 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6379&year=2021&tag=3 455 | - "Syntiant NDP120 Sharpens Its Hearing" 456 | April 13, 2021 457 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6294&year=2021&tag=3 458 | - "Syntiant: Business as Usual in the AI Chip Industry" 459 | https://www.eetimes.com/syntiant-business-as-usual-in-the-ai-chip-industry/ 460 | - "Syntiant NDP101 Microprocessor Receives Linley Group's Analysts' Choice Award" 461 | 2020/01/20 462 | https://www.syntiant.com/post/syntiant-ndp101-microprocessor-receives-linley-group-s-analysts-choice-award 463 | - "Startup Rolls AI Chips for Audio" 464 | Rick Merritt, 02.25.19 465 | https://www.eetimes.com/document.asp?doc_id=1334365 466 | - "Syntiant Brings Speech Interfaces to the Edge With New Ultra-Low-Power NDP100/NDP101 Neural Decision Processors for Always-On Battery-Powered Devices" 467 | February 25, 2019 468 | https://www.globenewswire.com/news-release/2019/02/25/1741258/0/en/Syntiant-Brings-Speech-Interfaces-to-the-Edge-With-New-Ultra-Low-Power-NDP100-NDP101-Neural-Decision-Processors-for-Always-On-Battery-Powered-Devices.html 469 | - "Startup Rolls AI Chips for Audio" 470 | Rick Merritt, 02.25.19 471 | https://www.eetimes.com/document.asp?doc_id=1334365 472 | 473 | - Tachyum 474 | https://www.tachyum.com/ 475 | - "TACHYUM STARTS FROM SCRATCH TO ETCH A UNIVERSAL PROCESSOR" 476 | April 2, 2020 Timothy Prickett Morgan 477 | https://www.nextplatform.com/2020/04/02/tachyum-starts-from-scratch-to-etch-a-universal-processor/ 478 | - "Tachyum Presents its Prodigy Universal Processor Chip at CEBS" 479 | November 21, 2019 480 | https://www.hpcwire.com/off-the-wire/tachyum-presents-its-prodigy-universal-processor-chip-at-cebs/ 481 | - "Tachyum Joins CXL High-Speed Interconnect Consortium" 482 | August 29, 2019 483 | https://insidehpc.com/2019/08/tachyum-joins-cxl-high-speed-interconnect-consortium/ 484 | - "Tachyum Raises $25M for Universal Processor ‘Faster Than Xeon, Smaller Than ARM’" 485 | Joel Hruska on July 12, 2019 486 | https://www.extremetech.com/computing/294927-tachyum-raises-25m-for-universal-processor-faster-than-xeon-smaller-than-arm 487 | - "Tachyum Boots Linux on Universal Processor Chip" 488 | May 30, 2019 489 | https://insidehpc.com/2019/05/tachyum-boots-linux-on-universal-processor-chip/ 490 | - "Silicon Startup Raises ‘Prodigy’ for Hyperscale/AI Workloads" 491 | Tiffany Trader, May 23, 2018 492 | https://www.hpcwire.com/2018/05/23/silicon-startup-raises-prodigy-for-hyperscale-ai-workloads/ 493 | 494 | - Tenstorrent, Inc. 495 | http://tenstorrent.com/index.html 496 | - "Tenstorrent Achieves First-Pass Silicon Success for High-Performance AI Processor SoC Using Synopsys’ DesignWare IP Portfolio" 497 | July 15, 2020 498 | https://www.hpcwire.com/off-the-wire/tenstorrent-achieves-first-pass-silicon-success-for-high-performance-ai-processor-soc-using-synopsys-broad-designware-ip-portfolio/ 499 | 500 | - Tesla Motor 501 | - "Tesla D1 Tackles AI Training" 502 | September 21, 2021 503 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6362&year=2021&tag=3 504 | - "Tesla AI Day Perspectives" 505 | Egil Juliussen 09.02.2021 506 | https://www.eetimes.com/tesla-ai-day-perspectives/ 507 | - "How to Fix Tesla Autopilot" 508 | 06.08.2018 509 | https://www.eetimes.com/how-to-fix-tesla-autopilot/ 510 | - "Compute and Redundancy Solution for The Full Self-Driving Computer" 511 | HotChips 31 512 | https://old.hotchips.org/hc31/HC31_2.3_Tesla_Hotchips_ppt_Final_0817.pdf 513 | - "Tesla Rolls Its Own Self-Driving Chip" 514 | May 14, 2019 515 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6016&year=2019&tag=3 516 | 517 | - ThinCI, Inc. 518 | https://thinci.com/ 519 | - "Patents Assigned to THINCI INC." 520 | https://patents.justia.com/assignee/thinci-inc 521 | - "Graph Streaming Processor - A Next-Generation Computing Architecture" 522 | August 2017 Val G. Cook 523 | https://www.hotchips.org/wp-content/uploads/hc_archives/hc29/HC29.21-Monday-Pub/HC29.21.40-Processors-Pub/HC29.21.440-Graph-Streaming-Cook-ThinCl-v1.1.pdf 524 | - "ThinCI Q&A on Deep-Learning" 525 | Junko Yoshida, 08.16.17 526 | https://www.eetimes.com/document.asp?doc_id=1332159 527 | - "Startup Unveils Graph Processor at Hot Chips" 528 | Junko Yoshida, 08.21.17 529 | https://www.eetimes.com/document.asp?doc_id=1332176 530 | 531 | - Untender AI 532 | https://untether.ai/ 533 | - "FURTHER FUNDING FLOWS TO CANADIAN AI INFERENCE HARDWARE" 534 | July 20, 2021 Nicole Hemsoth 535 | https://www.nextplatform.com/2021/07/20/further-funding-flows-to-canadian-ai-inference-hardware/ 536 | - "Untether Delivers At-Memory AI" 537 | November 2, 2020 538 | https://www.linleygroup.com/mpr/article.php?id=12385 539 | - "Startup Taps AI to Monitor Chips" 540 | Rick Merritt, 04.02.19 541 | https://www.eetimes.com/document.asp?doc_id=1334514 542 | - "Intel buys into an AI chip that can transfer data 1,000 times faster" 543 | https://www.technologyreview.com/f/613258/intel-buys-into-an-ai-chip-that-can-transfer-data-1000-times-faster 544 | 545 | - Wave Computing, Inc. 546 | https://wavecomp.ai/ 547 | - "Patents Assigned to Wave Computing, Inc." 548 | https://patents.justia.com/assignee/wave-computing-inc 549 | - "MIPS in Hand, AI Chip Startup Wave Computing Delivers First Silicon" 550 | June 13, 2018 Nicole Hemsoth 551 | https://www.nextplatform.com/2018/06/13/mips-in-hand-ai-chip-startup-wave-computing-delivers-first-silicon 552 | - "AI CHIP STARTUP MAKES TRAINING TO EDGE INFERENCE TRANSITION" 553 | June 12, 2019 Nicole Hemsoth 554 | https://www.nextplatform.com/2019/06/12/ai-chip-startup-makes-training-to-edge-inference-transition/ 555 | - "AI Startup Wave Computing To Buy MIPS" 556 | Junko Yoshida, 06.13.18 557 | https://www.eetimes.com/document.asp?doc_id=1333380 558 | - "First In-Depth View of Wave Computing’s DPU Architecture, Systems" 559 | August 23, 2017 Nicole Hemsoth 560 | https://www.nextplatform.com/2017/08/23/first-depth-view-wave-computings-dpu-architecture-systems 561 | - "Startup Tips Machine Learning Chip" 562 | Rick Merritt, 09.21.16 563 | https://www.eetimes.com/document.asp?doc_id=1330492 564 | - "The Next Wave of Deep Learning Architectures" 565 | September 7, 2016 Nicole Hemsoth 566 | https://www.nextplatform.com/2016/09/07/next-wave-deep-learning-architectures 567 | - "AI Drives Startup to Map Deep Learning Computer" 568 | Junko Yoshida, 07.21.16 569 | https://www.eetimes.com/document.asp?doc_id=1330175 570 | - "Wave Computing rolls out plans for fast deep-learning computers" 571 | Robert Hof, JULY 21 2016 572 | https://siliconangle.com/2016/07/21/wave-computing-rolls-out-plans-for-fast-deep-learning-computers 573 | 574 | ### Major Companies 575 | - Achronix 576 | - "Achronix Adds Machine Learning to eFPGA" 577 | Junko Yoshida, 12.04.18 578 | https://www.eetimes.com/document.asp?doc_id=1334040 579 | 580 | - Alibaba 581 | > Hangunang 582 | - "Alibaba unveils Hanguang 800, an AI inference chip it says significantly increases the speed of machine learning tasks" 583 | Catherine Shu, September 25, 2019 584 | https://techcrunch.com/2019/09/24/alibaba-unveils-hanguang-800-an-ai-inference-chip-it-says-significantly-increases-the-speed-of-machine-learning-tasks/ 585 | > PAI-EAS 586 | - "PAI-EAS Built-in Processors" 587 | Jul 21, 2019 588 | https://www.alibabacloud.com/help/doc-detail/126313.html?spm=a2c5t.10695662.1996646101.searchclickresult.4def9b797V2Tyz 589 | > FPGA Solution 590 | - "Ultra Low Latency and High Performance Deep Learning Processor with FPGA" 591 | August 27, 2018 592 | https://www.alibabacloud.com/blog/ultra-low-latency-and-high-performance-deep-learning-processor-with-fpga_593942 593 | 594 | - Amazon 595 | > Annapurna Labs. 596 | http://www.annapurnalabs.com/ 597 | - "AWS Inferentia Machine Learning Processor" 598 | James Hamilton, 599 | https://perspectives.mvdirona.com/2018/11/aws-inferentia-machine-learning-processor 600 | - "AWS announces new Inferentia machine learning chip" 601 | Ron Miller, 602 | https://techcrunch.com/2018/11/28/aws-announces-new-inferentia-machine-learning-chip 603 | 604 | > Inferentia 605 | - "AWS Rolls Out AI Inference Chip" 606 | Sally Ward-Foxton 12.12.2019 607 | https://www.eetimes.com/aws-rolls-out-ai-inference-chip/ 608 | 609 | - ARM 610 | - "Latest NPU adds to Arm's AI Platform performance, applicability, and efficiency" 611 | https://www.design-reuse.com/news/48849/arm-ethos-u65-micronpu-neural-processing-unit.html 612 | - "A No-Fudge ML Architecture for Arm" 613 | Bernard Murphy on 11-12-2019 614 | https://semiwiki.com/semiconductor-ip/arm/276885-a-no-fudge-ml-architecture-for-arm/ 615 | - "Arm Stands on Shoulders of Giants with First Generation AI Processor" 616 | August 22, 2018 Nicole Hemsoth 617 | https://www.nextplatform.com/2018/08/22/arm-stands-on-shoulders-of-giants-with-first-generation-ai-processor 618 | - "Arm Gives Glimpse of AI Core" 619 | Rick Merritt, 05.22.18 620 | https://www.eetimes.com/document.asp?doc_id=1333307 621 | - "ARM Under Attack in AI" 622 | Rick Merritt, 04.10.18 623 | https://www.eetimes.com/document.asp?doc_id=1333167 624 | - "Inference is the Hammer That Breaks the Datacenter" 625 | February 15, 2018 Nicole Hemsoth 626 | https://www.nextplatform.com/2018/02/15/inference-hammer-breaks-datacenter 627 | - "Arm Extends AI to the Masses" 628 | Jim McGregor, 02.14.18 629 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1332970 630 | - "ARM Unveils New AI Group" 631 | Rick Merritt, 10.26.17 632 | https://www.eetimes.com/document.asp?doc_id=1332504 633 | - "ARM Has R&D Interest In Neural Network Cores" 634 | Peter Clarke, 03.02.16 635 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1329087 636 | 637 | - Baidu 638 | - "A LOOK AT BAIDU’S INDUSTRIAL-SCALE GPU TRAINING ARCHITECTURE" 639 | June 25, 2021 Nicole Hemsoth 640 | https://www.nextplatform.com/2021/06/25/a-look-at-baidus-industrial-scale-gpu-training-architecture/ 641 | - "Baidu Debuts First AI Accelerator" 642 | September 15, 2020 643 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6212&year=2020&tag=3 644 | - "Baidu Accelerator Rises in AI" 645 | Rick Merritt, 07.06.18 646 | https://www.eetimes.com/document.asp?doc_id=1333449 647 | - "Baidu Sheds Precision Without Paying Deep Learning Accuracy Cost" 648 | October 11, 2017 Nicole Hemsoth 649 | https://www.nextplatform.com/2017/10/11/baidu-sheds-precision-without-paying-deep-learning-accuracy-cost 650 | - "AN EARLY LOOK AT BAIDU’S CUSTOM AI AND ANALYTICS PROCESSOR" 651 | August 22, 2017 Nicole Hemsoth 652 | https://www.nextplatform.com/2017/08/22/first-look-baidus-custom-ai-analytics-processor/ 653 | - "Baidu Targets Deep Learning Scalability Challenges" 654 | February 22, 2017 Nicole Hemsoth 655 | https://www.nextplatform.com/2017/02/22/baidu-spots-deep-learning-scalability-challenges-horizon 656 | 657 | - Cadence 658 | - "Cadence AI Core Hits 12 TMACs" 659 | Rick Merritt, 09.19.18 660 | https://www.eetimes.com/document.asp?doc_id=1333740 661 | 662 | - CEVA 663 | > NeuPro-S 664 | - "Ceva Goes Automotive with New AI Core & 'Invite' API" 665 | Junko Yoshida, 09.17.19 666 | https://www.eetimes.com/document.asp?doc_id=1335109 667 | > ETC 668 | - "'The AI Inference Processor is Dead'" 669 | Sally Ward-Foxton, 10.28.19 670 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1335239 671 | - "Ceva Goes Automotive with New AI Core & 'Invite' API" 672 | Junko Yoshida, 09.17.19 673 | https://www.eetimes.com/document.asp?doc_id=1335109 674 | 675 | - Facebook 676 | - "INSIDE FACEBOOK’S FUTURE MACHINE LEARNING PLATFORMS" 677 | March 15, 2019 Timothy Prickett Morgan 678 | https://www.nextplatform.com/2019/03/15/inside-facebooks-future-machine-learning-platforms/ 679 | - "Facebook Sounds Opening Bell for AI Inference Hardware Makers" 680 | September 13, 2018 Nicole Hemsoth 681 | https://www.nextplatform.com/2018/09/13/facebook-sounds-opening-bell-for-ai-inference-hardware-makers 682 | - "Applied Machine Learning at Facebook: A Datacenter Infrastructure Perspective" 683 | February 24, 2018 684 | https://research.fb.com/publications/applied-machine-learning-at-facebook-a-datacenter-infrastructure-perspective 685 | - "FACEBOOK’S EXPANDING MACHINE LEARNING INFRASTRUCTURE" 686 | January 8, 2018 Nicole Hemsoth 687 | https://www.nextplatform.com/2018/01/08/facebooks-expanding-machine-learning-infrastructure/ 688 | 689 | - Flex Logix 690 | - "New Architectures Bringing AI to the Edge" 691 | Dylan McGrath, 10.31.18 692 | https://www.eetimes.com/document.asp?doc_id=1333920 693 | 694 | - Fujitsu 695 | > DLU 696 | - "Fujitsu Bets On Deep Learning And HPC Divergence" 697 | August 9, 2017 Timothy Prickett Morgan 698 | https://www.nextplatform.com/2017/08/09/fujitsu-bets-deep-leaning-hpc-divergence 699 | - "Fujitsu HPC and AI Processors" 700 | Junbe 20, 2017 701 | https://www.fujitsu.com/global/Images/fujitsu-hpc-and-ai-processors.pdf 702 | 703 | - Google 704 | - "GOOGLE CLOUD MAINSTREAMS AI WITH VERTEX PLATFORM" 705 | May 20, 2021 Jeffrey Burt 706 | https://www.nextplatform.com/2021/05/20/google-cloud-mainstreams-ai-with-vertex-platform/ 707 | - "GOOGLE ROUNDS OUT INSIGHT INTO TPU ARCHITECTURE AND INFERENCE" 708 | September 19, 2018 Nicole Hemsoth 709 | https://www.nextplatform.com/2018/09/19/google-rounds-out-insight-into-tpu-architecture-and-inference/ 710 | 711 | > Edge TPU 712 | - "Google unveils new tools to bolster AI hardware development" 713 | James Vincent Mar 6, 2019 714 | https://www.theverge.com/circuitbreaker/2019/3/6/18253106/google-ai-developer-new-tools-dev-board-usb-accelerator-camera-coral 715 | 716 | > TPU 717 | - "WHAT WE’RE GETTING WRONG ABOUT EFFICIENT AI TRAINING AT SCALE" 718 | July 9, 2021 Nicole Hemsoth 719 | https://www.nextplatform.com/2021/07/09/what-were-getting-wrong-about-efficient-ai-training-at-scale/ 720 | - "GOOGLE CHIPS AWAY AT PROBLEMS AT “MEGA-BATCH” SCALE" 721 | August 9, 2021 Nicole Hemsoth 722 | https://www.nextplatform.com/2021/08/09/google-chips-away-at-problems-at-mega-batch-scale/ 723 | 724 | > v4 725 | - "GOOGLE HINTS ABOUT ITS HOMEGROWN TPUV4 AI ENGINES" 726 | May 21, 2021 Timothy Prickett Morgan 727 | https://www.nextplatform.com/2021/05/21/google-hints-about-its-homegrown-tpuv4-ai-engines/ 728 | 729 | > v3 730 | - "Google Details TPUv3 Architecture" 731 | September 1, 2020 732 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6203&year=2020&tag=3 733 | - "Tearing Apart Google’s TPU 3.0 AI Coprocessor" 734 | May 10, 2018 Paul Teich 735 | https://www.nextplatform.com/2018/05/10/tearing-apart-googles-tpu-3-0-ai-coprocessor 736 | - "Google Tips TPU 3.0 as AI Expands" 737 | Rick Merritt, 05.09.18 738 | https://www.eetimes.com/document.asp?doc_id=1333271 739 | - "Google Shifts to Liquid Cooling for AI Data Crunching" 740 | Rich Miller, May 8, 2018 741 | https://datacenterfrontier.com/google-shifts-to-liquid-cooling-for-ai-data-crunching 742 | 743 | > v2 744 | - "Under The Hood Of Google’s TPU2 Machine Learning Clusters" 745 | May 22, 2017 Paul Teich 746 | https://www.nextplatform.com/2017/05/22/hood-googles-tpu2-machine-learning-clusters 747 | - "First In-Depth Look at Google’s New Second-Generation TPU" 748 | May 17, 2017 Nicole Hemsoth 749 | https://www.nextplatform.com/2017/05/17/first-depth-look-googles-new-second-generation-tpu 750 | - "Cloud TPU machine learning accelerators now available in beta" 751 | John Barrus, February 12, 2018 752 | https://cloud.google.com/blog/products/gcp/cloud-tpu-machine-learning-accelerators-now-available-in-beta 753 | - "Empowering businesses with Google Cloud AI" 754 | https://cloud.google.com/tpu 755 | 756 | > v1 757 | - "TPU Beat Intel, Nvidia, says Google" 758 | Rick Merritt, 04.05.17 759 | https://www.eetimes.com/document.asp?doc_id=1331560 760 | - "Google supercharges machine learning tasks with TPU custom chip" 761 | Norm Jouppi , May 19, 2016 762 | https://cloud.google.com/blog/products/gcp/google-supercharges-machine-learning-tasks-with-custom-chip 763 | - "Google Designing AI Processors" 764 | Rick Merritt, 05.18.16 765 | https://www.eetimes.com/document.asp?doc_id=1329715 766 | - "Google's Making Its Own Chips Now. Time for Intel to Freak Out" 767 | Cade Metz, 05.19.16 768 | https://www.wired.com/2016/05/googles-making-chips-now-time-intel-freak 769 | - "Google’s TPU Hit a Tight Sked" 770 | Rick Merritt, 05.19.16 771 | https://www.eetimes.com/document.asp?doc_id=1329722 772 | - "Google answered some of our questions about its fancy new AI chip" 773 | Arik Hesseldahl May 20, 2016 774 | https://www.vox.com/2016/5/20/11719392/google-ai-chip-tpu-questions-answers 775 | - "Google Designing AI Processors" 776 | Rick Merritt, 05.18.16 777 | https://www.eetimes.com/document.asp?doc_id=1329715 778 | - "How to Quantize Neural Networks with TensorFlow" 779 | May 3, 2016, Pete Warden 780 | https://petewarden.com/2016/05/03/how-to-quantize-neural-networks-with-tensorflow/ 781 | - "Quantifying the performance of the TPU, our first machine learning chip" 782 | April 6, 2017, Norm Jouppi 783 | https://cloud.google.com/blog/products/gcp/quantifying-the-performance-of-the-tpu-our-first-machine-learning-chip 784 | 785 | > Quantum Artificial Intelligence Lab 786 | - "Launching the Quantum Artificial Intelligence Lab" 787 | May 16, 2013 788 | https://ai.googleblog.com/2013/05/launching-quantum-artificial.html 789 | 790 | - HPE 791 | - "HPE Developing its Own Low Power “Neural Network” Chips" 792 | November 9, 2017 Nicole Hemsoth 793 | https://www.nextplatform.com/2017/11/09/hpe-developing-low-power-neural-network-chips 794 | - "HPE Demystifies Deep Learning For Faster Intelligence" 795 | October 25, 2017 Pankaj Goyal 796 | https://www.nextplatform.com/2017/10/25/hpe-demystifies-deep-learning-faster-intelligence 797 | 798 | - Huwaei (HiSilicon) 799 | > Ascend 800 | - "Activating AI Power with the Ascend Chipset" 801 | Sally GaoPosted on February 5, 2019 802 | https://blog.huawei.com/2019/02/05/activating-ai-power-with-the-ascend-chipset/ 803 | 804 | - Imagination Technologies 805 | - "Neural Network Accelerator Boasts Programmable Extensibility" 806 | Nitin Dahad, 12.06.18 807 | https://www.eetimes.com/document.asp?doc_id=1334051 808 | 809 | - IBM 810 | - "IBM Brings 8-Bit AI Training to Hardware" 811 | Sally Ward-Foxton 02.26.2021 812 | https://www.eetimes.com/ibm-brings-8-bit-ai-training-to-hardware/ 813 | 814 | - Intel Corp. 815 | > Altera 816 | - "HBM2, TENSOR UNITS KEY TO INTEL’S NEW AI CENTRIC FPGA" 817 | November 11, 2020 Nicole Hemsoth 818 | https://www.nextplatform.com/2020/11/11/hbm2-tensor-units-key-to-intels-new-ai-centric-fpga/ 819 | 820 | > Habana Labs 821 | - "INTEL’S HABANA MAKES FIRST SUPERCOMPUTING APPEARANCE" 822 | April 8, 2021 Nicole Hemsoth 823 | https://www.nextplatform.com/2021/04/08/intels-habana-makes-first-supercomputing-appearance/ 824 | - "INTEL HEDGES ITS AI BETS WITH HABANA LABS BUY" 825 | December 17, 2019 Michael Feldman 826 | https://www.nextplatform.com/2019/12/17/intel-hedges-its-ai-bets-with-habana-labs-buy/ 827 | - "AI CHIP STARTUP RELEASES TRAINING ACCELERATOR TO CHALLENGE GPUS" 828 | June 17, 2019 Michael Feldman 829 | https://www.nextplatform.com/2019/06/17/ai-chip-startup-releases-training-accelerator-to-challenge-gpus/ 830 | - "Intel Acquires Habana Labs for $2bn" 831 | Sally Ward-Foxton 12.16.2019 832 | https://www.eetimes.com/intel-acquires-habana-labs-for-2bn/ 833 | 834 | > Nervana 835 | - "Intel Lays Out Strategy For AI: It’s Habana" 836 | Karl Freund, Jan 31, 2020 837 | https://www.forbes.com/sites/moorinsights/2020/01/31/intel-lays-out-strategy-for-ai-its-habana/#75dd028b4dd3 838 | - "KEEPING PACE IN A FAST-MOVING AI SPACE" 839 | December 2, 2019 Jeffrey Burt 840 | https://www.nextplatform.com/2019/12/02/keeping-pace-in-a-fast-moving-ai-space/ 841 | - "INTEL THROWS DOWN AI GAUNTLET WITH NEURAL NETWORK CHIPS" 842 | November 13, 2019 Timothy Prickett Morgan 843 | https://www.nextplatform.com/2019/11/13/intel-throws-down-ai-gauntlet-with-neural-network-chips/ 844 | - "Intel, Nervana Shed Light on Deep Learning Chip Architecture" 845 | January 11, 2018 Nicole Hemsoth 846 | https://www.nextplatform.com/2018/01/11/intel-nervana-shed-light-deep-learning-chip-architecture 847 | - "Nervana CEO on Intel Acquisition, Future Technology Outlook" 848 | August 10, 2016 Nicole Hemsoth 849 | https://www.nextplatform.com/2016/08/10/nervana-ceo-intel-acquisition-future-technology-outlook 850 | - "Intel + Nervana" 851 | 9 Aug 2016 852 | https://www.intel.ai/intel-nervana/ 853 | - "The Foundation of Artificial Intelligence" 854 | August 9, 2016 855 | https://newsroom.intel.com/editorials/foundation-of-artificial-intelligence 856 | - "Deep Learning Chip Upstart Takes GPUs to Task" 857 | August 8, 2016 Nicole Hemsoth 858 | https://www.nextplatform.com/2016/08/08/deep-learning-chip-upstart-set-take-gpus-task 859 | - "Nervana Systems Puts Deep Learning AI in the Cloud" 860 | Jeremy Hsu, 3 Mar 2016 861 | https://spectrum.ieee.org/tech-talk/computing/software/nervana-systems-puts-deep-learning-ai-in-the-cloud 862 | - "Startup Preps Big Data Processor" 863 | Rick Merritt, 12.18.15 864 | https://www.eetimes.com/document.asp?doc_id=1328523 865 | 866 | > Movidius 867 | - "Neural Accelerator Battle Begins" 868 | Junko Yoshida, 07.21.17 869 | https://www.eetimes.com/document.asp?doc_id=1332038 870 | - "Intel to Acquire Movidius: Accelerating Computer Vision through RealSense for the Next Wave of Computing" 871 | September 5, 2016 872 | https://newsroom.intel.com/editorials/josh-walden-intel-editorial 873 | - "Google's Deep Learning Comes to Movidius" 874 | Junko Yoshida, 01.27.16 875 | https://www.eetimes.com/document.asp?doc_id=1328792 876 | - "Google's Deep Learning Comes to Movidius" 877 | Junko Yoshida, 01.27.16 878 | https://www.eetimes.com/document.asp?doc_id=1328792 879 | 880 | - MediaTek 881 | - "Dimensity 8100 Raises AI Bar" 882 | March 22, 2022 883 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6434&year=2022&tag=3 884 | - "MediaTek Pushes AI to the Edge" 885 | Junko Yoshida, 01.12.18 886 | https://www.eetimes.com/document.asp?doc_id=1332840 887 | - "MediaTek Unveils Its Edge AI Platform & AI Technology For Cross Platform Consumer Devices" 888 | Jan 9, 2018 889 | https://www.mediatek.com/news-events/press-releases/mediatek-unveils-its-edge-ai-platform-ai-technology-for-cross-platform-consumer-devices 890 | 891 | - Micron 892 | - "WHY MICRON IS GETTING INTO THE AI ACCELERATOR BUSINESS" 893 | Nicole Hemsoth, October 25, 2019 894 | https://www.nextplatform.com/2019/10/25/why-micron-is-getting-into-the-ai-accelerator-business/ 895 | - "AI and Machine Learning Demand Fast, Flexible Infrastructure" 896 | Micron White Paper 897 | https://www.micron.com/-/media/client/global/documents/products/white-paper/ai_machine_learning_infrastructure_white_paper.pdf 898 | 899 | - Microsoft Research 900 | > Brainwave 901 | - "Microsoft's Project Brainwave brings fast-chip smarts to AI at Build conference" 902 | Stephen Shankland, May 7, 2018 903 | https://www.cnet.com/news/microsoft-project-brainwave-speeds-ai-with-fpga-chips-on-azure-build-conference 904 | - "Microsoft’s Brainwave makes Bing’s AI over 10 times faster" 905 | Blair Hanley Frank, March 26, 2018 906 | https://venturebeat.com/2018/03/26/microsofts-brainwave-makes-bings-ai-over-10-times-faster 907 | - "Drilling Into Microsoft’s BrainWave Soft Deep Learning Chip" 908 | August 24, 2017 Timothy Prickett Morgan 909 | https://www.nextplatform.com/2017/08/24/drilling-microsofts-brainwave-soft-deep-leaning-chip 910 | - "Microsoft unveils Project Brainwave for real-time AI" 911 | August 22, 2017 912 | https://www.microsoft.com/en-us/research/blog/microsoft-unveils-project-brainwave 913 | 914 | - NDIVIA 915 | > NVDLA 916 | http://nvdla.org/ 917 | https://github.com/nvdla 918 | - "NVDLA Deep Learning Inference Compiler is Now Open Source" 919 | Rekha Mukund, Prashant Gaikwad and Mitch Harwell, September 11, 2019 920 | https://devblogs.nvidia.com/nvdla/ 921 | 922 | - NXP 923 | - "Freescale’s Advanced Processor for Next Generation ADAS: S32V234" 924 | March 02, 2015 925 | http://cache.freescale.com/files/automotive/doc/white_paper/S32V230WP.pdf 926 | 927 | - Qualcomm Technologies, Inc. 928 | > Zeroth 929 | - "Qualcomm Zeroth is advancing deep learning in devices [VIDEO]" 930 | Mar 2, 2015 931 | https://www.qualcomm.com/news/onq/2015/03/02/qualcomm-zeroth-advancing-deep-learning-devices-video 932 | - "Qualcomm Zeroth Platform: Bringing cognitive technologies to life [VIDEO]" 933 | Mar 2, 2015 934 | https://www.qualcomm.com/news/onq/2015/03/02/qualcomm-zeroth-platform-bringing-cognitive-technologies-life-video 935 | - "Introducing Qualcomm Zeroth Processors: Brain-Inspired Computing" 936 | Oct 10, 2013 937 | https://www.qualcomm.com/news/onq/2013/10/10/introducing-qualcomm-zeroth-processors-brain-inspired-computing 938 | 939 | - Samsung 940 | - "'Neural network' spotted deep inside Samsung's Galaxy S7 silicon brain" 941 | Chris Williams, 22 Aug 2016 942 | https://www.theregister.co.uk/2016/08/22/samsung_m1_core 943 | 944 | - Synopsys 945 | - "Synopsys ARC Embedded Vision Processors Deliver 35 TOPS" 946 | Nitin Dahad, 09.16.19 947 | https://www.eetimes.com/document.asp?doc_id=1335112 948 | 949 | - Tencent 950 | - "THE AI TRAINING CHIP TENCENT HAS AN EYE ON" 951 | August 26, 2021 Nicole Hemsoth 952 | https://www.nextplatform.com/2021/08/26/the-ai-training-chip-tencent-has-an-eye-on/ 953 | 954 | - Visteon Corp. 955 | - "Visteon Works with DNN Vanguard DeepScale" 956 | Junko Yoshida, 01.09.18 957 | https://www.eetimes.com/document.asp?doc_id=1332816 958 | 959 | - Xilinx, Inc. 960 | - "SOC-DRIVEN INFERENCE DATACENTERS BECOMING NEW REALITY" 961 | May 5, 2021 Nicole Hemsoth 962 | https://www.nextplatform.com/2021/05/05/soc-driven-inference-datacenters-becoming-new-reality/ 963 | - "FPGA Maker Snaps Up Deep Learning Chip Startup" 964 | July 18, 2018 Nicole Hemsoth 965 | https://www.nextplatform.com/2018/07/18/fpga-maker-snaps-up-deep-learning-chip-startup 966 | - "Xilinx Buys China AI Startup" 967 | Rick Merritt, 07.18.18 968 | https://www.eetimes.com/document.asp?doc_id=1333482 969 | - "DeePhi Tech Showcases Speech Recognition Engine on Amazon Web Services" 970 | Mar 06, 2018 971 | https://www.prnewswire.com/news-releases/deephi-tech-showcases-speech-recognition-engine-on-amazon-web-services-300608888.html 972 | - "DeePhi launches vision-processing dev boards based on a Zynq SoC and Zynq UltraScale+ MPSoC, companion Neural Network (NN) dev kit" 973 | sleibso, 10-25-2017 974 | https://forums.xilinx.com/t5/Xcell-Daily-Blog-Archived/DeePhi-launches-vision-processing-dev-boards-based-on-a-Zynq-SoC/ba-p/803071 975 | - "FPGA Startup Gathers Funding Force for Merged Hyperscale Inference" 976 | May 22, 2017 Nicole Hemsoth 977 | https://www.nextplatform.com/2017/05/22/fpga-startup-gathers-funding-force-merged-hyperscale-inference 978 | - "FPGA Based Deep Learning Accelerators Take on ASICs" 979 | August 23, 2016 Nicole Hemsoth 980 | https://www.nextplatform.com/2016/08/23/fpga-based-deep-learning-accelerators-take-asics 981 | 982 | 983 | ### Neuromorphic Computing 984 | "NEUROMORPHIC COMPUTING INNOVATION FAVORS THE EDGE" 985 | May 18, 2021 Nicole Hemsoth 986 | https://www.nextplatform.com/2021/05/18/neuromorphic-computing-innovation-favors-the-edge/ 987 | - Baidu 988 | - "Baidu Backs Neuromorphic IC Developer" 989 | EE Times, 11.16.18 990 | https://www.eetimes.com/document.asp?doc_id=1333983 991 | 992 | - BrainChip Holdings Ltd. 993 | https://www.brainchipinc.com/ 994 | - "BrainChip Achieves Full Commercialization of Its AKD1000 AIoT Chip with Availability of Mini PCIe Boards in High Volume" 995 | January 18, 2022 996 | https://www.edge-ai-vision.com/2022/01/brainchip-achieves-full-commercialization-of-its-akd1000-aiot-chip-with-availability-of-mini-pcie-boards-in-high-volume/ 997 | - "BrainChip Partners with MegaChips to Develop Next-Generation Edge-Based AI Solutions" 998 | 22 Novembre 2021 999 | https://www.01net.it/brainchip-partners-with-megachips-to-develop-next-generation-edge-based-ai-solutions/ 1000 | - "BrainChip Demonstrates Company's Event-Based AI Neural Processor at Embedded Vision Summit" 1001 | September 9, 2020 1002 | https://www.design-reuse.com/news/48608/brainchip-event-based-ai-neural-processor.html 1003 | - "BrainChip's Akida Development Environment Now Freely Available for Use" 1004 | https://www.design-reuse.com/news/47521/brainchip-machine-learning-framework-freely-available.html 1005 | - "NEUROMORPHIC CHIP MAKER TAKES AIM AT THE EDGE" 1006 | January 30, 2020 Michael Feldman 1007 | https://www.nextplatform.com/2020/01/30/neuromorphic-chip-maker-takes-aim-at-the-edge/ 1008 | - "First Wave of Spiking Neural Network Hardware Hits" 1009 | September 11, 2018 Nicole Hemsoth 1010 | https://www.nextplatform.com/2018/09/11/first-wave-of-spiking-neural-network-hardware-hits 1011 | - "Neuromorphic Computing Gets a Lift" 1012 | Nitin Dahad, 08.01.18 1013 | https://www.eetimes.com/document.asp?doc_id=1333541 1014 | - "BrainChip Discloses SNN Chip" 1015 | Rick Merritt, 09.10.18 1016 | https://www.eetimes.com/document.asp?doc_id=1333677 1017 | - "BrainChip Appoints Former Exar CEO to Lead Company" 1018 | Peter Clarke, 10.10.16 1019 | https://www.eetimes.com/document.asp?doc_id=1330603 1020 | 1021 | 1022 | - IBM, Corp. 1023 | > SnapML 1024 | - "IBM Speeds Up Machine Learning" 1025 | Gary Hilson, 03.22.18 1026 | https://www.eetimes.com/document.asp?doc_id=1333097 1027 | > TrueNorth 1028 | - "IBM Neurocomputer Detailed" 1029 | R. Colin Johnson, 04.07.16 1030 | https://www.eetimes.com/document.asp?doc_id=1329372 1031 | - "NeuroComputer to Shepherd Nukes" 1032 | R. Colin Johnson, 03.31.16 1033 | https://www.eetimes.com/document.asp?doc_id=1329325 1034 | - "The Second Coming of Neuromorphic Computing" 1035 | February 9, 2016 Nicole Hemsoth 1036 | https://www.nextplatform.com/2016/02/09/the-second-coming-of-neuromorphic-computing/ 1037 | > etc 1038 | - "IBM Preps Power9 For AI And HPC Launch, Forges Big NUMA Iron" 1039 | October 16, 2017 Timothy Prickett Morgan 1040 | https://www.nextplatform.com/2017/10/16/ibm-preps-power9-ai-hpc-launch-forges-big-numa-iron/ 1041 | - "IBM Wants to Make Mainframes Next Platform for Machine Learning" 1042 | February 15, 2017 Nicole Hemsoth 1043 | https://www.nextplatform.com/2017/02/15/ibm-wants-make-mainframes-next-platform-machine-learning/ 1044 | 1045 | - Intel, Corp. 1046 | > Loihi 1047 | - "Beyond Today’s AI" 1048 | https://www.intel.com/content/www/us/en/research/neuromorphic-computing.html 1049 | - "Intel Announces Neuromorphic Research Progress" 1050 | December 6, 2018 1051 | https://newsroom.intel.com/news/intel-announces-neuromorphic-computing-research-collaborators 1052 | - "Loihi: A Neuromorphic Manycore Processor with On-Chip Learning" 1053 | 16 January 2018 1054 | https://ieeexplore.ieee.org/document/8259423 1055 | > Loihi2 1056 | - "Loihi 2 Advances Spiking R&D" 1057 | October 19, 2021 1058 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6372&year=2021&tag=3 1059 | 1060 | 1061 | ### GPU vs. FPGA vs. ASIC 1062 | - "Deep Learning Hardware: FPGA Vs. GPU" 1063 | DECEMBER 20TH, 2018, FARHAD FALLAHLALEHZARI 1064 | https://semiengineering.com/deep-learning-hardware-fpga-vs-gpu/ 1065 | 1066 | - "Where The FPGA Hits The Server Road For Inference Acceleration" 1067 | October 15, 2018 Bhavesh Patel 1068 | https://www.nextplatform.com/2018/10/15/where-the-fpga-hits-the-server-road-for-inference-acceleration 1069 | 1070 | - "Teasing Out The Bang For The Buck Of Inference Engines" 1071 | October 12, 2018 Timothy Prickett Morgan 1072 | https://www.nextplatform.com/2018/10/12/teasing-out-the-bang-for-the-buck-of-inference-engines 1073 | 1074 | - "Inferring The Future Of The FPGA, And Then Making It" 1075 | October 2, 2018 Timothy Prickett Morgan 1076 | https://www.nextplatform.com/2018/10/02/inferring-the-future-of-the-fpga-and-then-making-it 1077 | 1078 | - "A Wave of Purpose-Built AI Hardware Is Building" 1079 | May 15, 2018, Alex Woodie 1080 | https://www.datanami.com/2018/05/15/a-wave-of-purpose-built-ai-hardware-is-building 1081 | 1082 | - "Even at the Edge, Scale is the Real Challenge" 1083 | February 13, 2018 Jeffrey Burt 1084 | https://www.nextplatform.com/2018/02/13/even-edge-scale-real-challenge 1085 | 1086 | - "Faster Machine Learning in a World with Limited Memory" 1087 | December 4, 2017 Nicole Hemsoth 1088 | https://www.nextplatform.com/2017/12/04/faster-machine-learning-world-limited-memory/ 1089 | 1090 | - "TPU Beat Intel, Nvidia, says Google" 1091 | Rick Merritt, 04.05.17 1092 | https://www.eetimes.com/document.asp?doc_id=1331560 1093 | 1094 | 1095 | ### HotChips 1096 | - 2020 1097 | - "Hot Chips 2020: It’s a Wrap" 1098 | Kevin Krewell 08.21.2020 1099 | https://www.eetimes.com/hot-chips-2020-its-a-wrap/ 1100 | 1101 | - 2019 1102 | - "Hot Chips 2019 Has Never Been Hotter, or Bigger" 1103 | Kevin Krewell, 08.23.19 1104 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1335058 1105 | 1106 | - 2018 1107 | - "13 Hot Chips from Summer 2018" 1108 | Rick Merritt, 08.30.18 1109 | https://www.eetimes.com/document.asp?doc_id=1333649 1110 | 1111 | - 2017 1112 | - "16 Views of Hot Chips ‘17" 1113 | Rick Merritt, 08.24.17 1114 | https://www.eetimes.com/document.asp?doc_id=1332192 1115 | 1116 | - 2016 1117 | - "19 Views of Hot Chips" 1118 | Rick Merritt, 08.26.16 1119 | https://www.eetimes.com/document.asp?doc_id=1330362 1120 | 1121 | - 2015 1122 | - "Hot Chips Goes Deep (Learning)" 1123 | Kevin Krewell, 08.16.15 1124 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1327424 1125 | 1126 | 1127 | ### ISSCC 1128 | - 2019 1129 | - "Samsung, Toshiba Detail AI Chips" 1130 | Rick Merritt, 02.20.19 1131 | https://www.eetimes.com/document.asp?doc_id=1334340 1132 | 1133 | - 2018 1134 | - "AI, 5G, Big Memories Define ISSCC" 1135 | Rick Merritt, 11.20.18 1136 | https://www.eetimes.com/document.asp?doc_id=1333981 1137 | 1138 | - 2017 1139 | - "7 Ideas for AI Silicon from ISSCC" 1140 | Rick Merritt, 02.15.18 1141 | https://www.eetimes.com/document.asp?doc_id=1332971 1142 | 1143 | - 2016 1144 | - "ISSCC Focuses on Image Processors for Autonomous Cars" 1145 | Stephan Ohr, 01.25.16 1146 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1328704 1147 | 1148 | - 2015 1149 | - "18 Views of ISSCC" 1150 | Rick Merritt, 02.26.15 1151 | https://www.eetimes.com/document.asp?doc_id=1325829 1152 | 1153 | 1154 | ### MLPerf 1155 | - 2022 1156 | - "THE PERFORMANCE OF MLPERF AS A UBIQUITOUS BENCHMARK IS LACKING" 1157 | April 8, 2022 Jeffrey Burt 1158 | https://www.nextplatform.com/2022/04/08/the-performance-of-mlperf-as-a-ubiquitous-benchmark-is-lacking/ 1159 | - 2021 1160 | - "MLPerf Gets Tiny" 1161 | August 3, 2021 1162 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6344&year=2021&tag=3 1163 | - "WHY THE MLPERF BENCHMARK IS GOOD FOR AI, AND GOOD FOR YOU" 1164 | August 10, 2021 Timothy Prickett Morgan 1165 | https://www.nextplatform.com/2021/08/10/why-the-mlperf-benchmark-is-good-for-ai-and-good-for-you/ 1166 | - "MLPerf Gets Tiny" 1167 | August 3, 2021 1168 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6344&year=2021&tag=3 1169 | - "Training Competitors Battle on MLPerf" 1170 | July 20, 2021 1171 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6337&year=2021&tag=3 1172 | - "MLPerf 1.0 Adds Power Measurements" 1173 | June 8, 2021 1174 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6318&year=2021&tag=3 1175 | - 2019 1176 | - "MLPERF INFERENCE RESULTS OFFER GLIMPSE INTO AI CHIP PERFORMANCE" 1177 | November 6, 2019 Nicole Hemsoth 1178 | https://www.nextplatform.com/2019/11/06/mlperf-inference-results-offer-glimpse-into-ai-chip-performance/ 1179 | - 2018 1180 | - "EADING BETWEEN THE MLPERF LINES" 1181 | December 14, 2018 Nicole Hemsoth 1182 | https://www.nextplatform.com/2018/12/14/reading-between-the-mlperf-lines/ 1183 | 1184 | 1185 | 1186 | ### Linley Processor Conference 1187 | - 2019 1188 | - "AI Takes Over Linley Fall Processor Conference" 1189 | Kevin Krewell, 10.29.19 1190 | https://www.eetimes.com/document.asp?doc_id=1335245 1191 | 1192 | 1193 | ### Key Note Speaches 1194 | - 2019 1195 | - "Domain-Specific Architectures" 1196 | William Dally 1197 | https://www.microarch.org/micro52/media/dally_keynote.pdf 1198 | 1199 | - 2015 1200 | - "High-Performance Hardware for Machine Learning" 1201 | William Dally 1202 | https://media.nips.cc/Conferences/2015/tutorialslides/Dally-NIPS-Tutorial-2015.pdf 1203 | 1204 | 1205 | ### Research Chips 1206 | - "Loihi 2 Advances Spiking R&D" 1207 | October 19, 2021 1208 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6372&year=2021&tag=3 1209 | 1210 | - "Intel’s Exascale Dataflow Engine Drops X86 And Von Neumann" 1211 | August 30, 2018 Timothy Prickett Morgan 1212 | https://www.nextplatform.com/2018/08/30/intels-exascale-dataflow-engine-drops-x86-and-von-neuman 1213 | 1214 | - "Memory at the Core of New Deep Learning Research Chip" 1215 | February 2, 2017 Nicole Hemsoth 1216 | https://www.nextplatform.com/2017/02/02/memory-core-new-deep-learning-research-chip 1217 | 1218 | - "Enter the PCM-Neuron and Neural Computing" 1219 | Ron Neale, 05.25.16 1220 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1329754 1221 | 1222 | - "India Preps RISC-V Processors" 1223 | Rick Merritt, 01.27.16 1224 | https://www.eetimes.com/document.asp?piddl_msgpage=2&doc_id=1328790 1225 | 1226 | - "Emergent Chip Vastly Accelerates Deep Neural Networks" 1227 | December 8, 2015 Nicole Hemsoth 1228 | https://www.nextplatform.com/2015/12/08/emergent-chip-vastly-accelerates-deep-neural-networks 1229 | 1230 | 1231 | ### Trends 1232 | - China 1233 | - "China IC 'Big Fund' Phase II Aims Self-Sufficiency" 1234 | Luffy Liu, 10.30.19 1235 | https://www.eetimes.com/document.asp?doc_id=1335249 1236 | - "China’s Global Cloud and AI Ambitions Keep Extending" 1237 | March 6, 2018 Jeffrey Burt 1238 | https://www.nextplatform.com/2018/03/06/chinas-global-cloud-ai-ambitions-keep-extending 1239 | - "China Tunes Neural Networks for Custom Supercomputer Chip" 1240 | July 11, 2017 Nicole Hemsoth 1241 | https://www.nextplatform.com/2017/07/11/china-tunes-neural-networks-custom-supercomputer-chip 1242 | 1243 | - DARPA 1244 | - "Designing Chips for Real Time Machine Learning" 1245 | 3/21/2019 1246 | https://www.darpa.mil/news-events/2019-03-21 1247 | - "DARPA Announces $2 Billion Campaign to Develop Next Wave of AI Technologies" 1248 | 9/7/2018, 1249 | https://www.darpa.mil/news-events/2018-09-07 1250 | 1251 | - IARPA 1252 | - "Neuroscience Programs at IARPA" 1253 | https://www.iarpa.gov/index.php/research-programs/neuroscience-programs-at-iarpa 1254 | 1255 | 1256 | ### Linley Newsletter 1257 | - "FuriosaAI Seeks Data-Center Efficiency" 1258 | March 29, 2022 1259 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6437&year=2022&tag=3 1260 | 1261 | - "Dimensity 8100 Raises AI Bar" 1262 | March 22, 2022 1263 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6434&year=2022&tag=3 1264 | 1265 | - "Graphcore First With WoW" 1266 | March 22, 2022 1267 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6433&year=2022&tag=3 1268 | 1269 | - "Mythic Enables Smaller PCIe Card" 1270 | March 22, 2022 1271 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6432&year=2022&tag=3 1272 | 1273 | - "LeapMind Scales Binary DLA" 1274 | February 22, 2022 1275 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6422&year=2022&tag=3 1276 | 1277 | - "Ambarella CV3 Joins Self-Driving Race" 1278 | February 15, 2022 1279 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6420&year=2022&tag=3 1280 | 1281 | - "Vsora Shifts Gears, Offers AI Chips" 1282 | February 15, 2022 1283 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6418&year=2022&tag=3 1284 | 1285 | - "Ceva Tackles Unstructured Sparsity" 1286 | February 1, 2022 1287 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6415&year=2022&tag=3 1288 | 1289 | - "Syntiant Grows Into Computer Vision" 1290 | November 9, 2021 1291 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6379&year=2021&tag=3 1292 | 1293 | - "Tesla D1 Tackles AI Training" 1294 | September 21, 2021 1295 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6362&year=2021&tag=3 1296 | 1297 | - "Cerebras Performs Extreme Training" 1298 | September 21, 2021 1299 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6363&year=2021&tag=3 1300 | 1301 | - "Tesla D1 Tackles AI Training" 1302 | September 21, 2021 1303 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6362&year=2021&tag=3 1304 | 1305 | - "Loihi 2 Advances Spiking R&D" 1306 | October 19, 2021 1307 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6372&year=2021&tag=3 1308 | 1309 | - "Edged.AI Offers Low-Latency IP" 1310 | August 10, 2021 1311 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6346&year=2021&tag=3 1312 | 1313 | - "MLPerf Gets Tiny" 1314 | August 3, 2021 1315 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6344&year=2021&tag=3 1316 | 1317 | - "Training Competitors Battle on MLPerf" 1318 | July 20, 2021 1319 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6337&year=2021&tag=3 1320 | 1321 | - "New AI Engines Give Versal an Edge" 1322 | June 29, 2021 1323 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6329&year=2021&tag=3 1324 | 1325 | - "MLPerf 1.0 Adds Power Measurements" 1326 | June 8, 2021 1327 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6318&year=2021&tag=3 1328 | 1329 | - "Cerebras Doubles Down With WSE2" 1330 | April 27, 2021 1331 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6300&year=2021&tag=3 1332 | 1333 | - "EdgeCortix IP Lowers AI Latency" 1334 | April 27, 2021 1335 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6301&year=2021&tag=3 1336 | 1337 | - "Innatera’s Spiking Neural Processor" 1338 | April 27, 2021 1339 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6302&year=2021&tag=3 1340 | 1341 | - "Syntiant NDP120 Sharpens Its Hearing" 1342 | April 13, 2021 1343 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6294&year=2021&tag=3 1344 | 1345 | - "IBM Demonstrates New AI Data Types" 1346 | April 6, 2021 1347 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6290&year=2021&tag=3 1348 | 1349 | - "Lightmatter Shines in Data-Center AI" 1350 | March 30, 2021 1351 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6288&year=2021&tag=3 1352 | 1353 | - "Deep Vision Optimizes AI Data Flow" 1354 | March 9, 2021 1355 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6280&year=2021&tag=3 1356 | 1357 | - "Enflame Stokes AI Acceleration" 1358 | February 16, 2021 1359 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6271&year=2021&tag=3 1360 | 1361 | - "Ceva SensPro2 Doubles AI Throughput" 1362 | February 9, 2021 1363 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6268&year=2021&tag=3 1364 | 1365 | - "SambaNova Takes On Nvidia’s DGX" 1366 | February 9, 2021 1367 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6267&year=2021&tag=3 1368 | 1369 | - "SimpleMachines Enables Flexible AI" 1370 | January 5, 2021 1371 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6254&year=2021&tag=3 1372 | 1373 | - "Esperanto Minions Excel at AI" 1374 | December 22, 2020 1375 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6251&year=2020&tag=3 1376 | 1377 | - "Mythic Unveils Analog-AI Product" 1378 | December 1, 2020 1379 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6243&year=2020&tag=3 1380 | 1381 | - "Flex Logix Shows First AI Chip" 1382 | November 17, 2020 1383 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6236&year=2020&tag=3 1384 | 1385 | - "Groq Gets Connected" 1386 | November 10, 2020 1387 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6233&year=2020&tag=3 1388 | 1389 | - "Ambient’s Analog Cuts AI Power" 1390 | November 3, 2020 1391 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6232&year=2020&tag=3 1392 | 1393 | - "Deep AI Retrains Networks at the Edge" 1394 | November 3, 2020 1395 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6231&year=2020&tag=3 1396 | 1397 | - "Untether Delivers At-Memory AI" 1398 | November 3, 2020 1399 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6230&year=2020&tag=3 1400 | 1401 | - "Think Silicon Spins AI Accelerator" 1402 | October 27, 2020 1403 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6228&year=2020&tag=3 1404 | 1405 | - "Coherent Logix Configures Edge AI" 1406 | October 20, 2020 1407 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6226&year=2020&tag=3 1408 | 1409 | - "Lightmatter Realizes Photonic AI" 1410 | September 22, 2020 1411 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6213&year=2020&tag=3 1412 | 1413 | - "Baidu Debuts First AI Accelerator" 1414 | September 15, 2020 1415 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6212&year=2020&tag=3 1416 | 1417 | - "Blaize Ignites Edge-AI Performance" 1418 | September 8, 2020 1419 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6208&year=2020&tag=3 1420 | 1421 | - "Google Details TPUv3 Architecture" 1422 | September 1, 2020 1423 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6203&year=2020&tag=3 1424 | 1425 | - "Chipmakers Expand Die for AI" 1426 | August 11, 2020 1427 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6196&year=2020&tag=3 1428 | 1429 | - "Graphcore Doubles IPU Performance" 1430 | August 4, 2020 1431 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6193&year=2020&tag=3 1432 | 1433 | - "GlobalFoundries Wins AI Chips" 1434 | July 28, 2020 1435 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6189&year=2020&tag=3 1436 | 1437 | - "Ethos-N78 Boosts AI Efficiency" 1438 | June 2, 2020 1439 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6166&year=2020&tag=3 1440 | 1441 | - "Sima Seeks Greener AI" 1442 | May 19, 2020 1443 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6161&year=2020&tag=3 1444 | 1445 | - "Helio P95 Boosts AI and Graphics" 1446 | May 12, 2020 1447 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6159&year=2020&tag=3 1448 | 1449 | - "LeapMind Jumps on Binary Networks" 1450 | May 12, 2020 1451 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6158&year=2020&tag=3 1452 | 1453 | - "Perceive Reduces AI to a Math Problem" 1454 | May 12, 2020 1455 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6160&year=2020&tag=3 1456 | 1457 | - "Ceva SensPro Fuses AI and Vector DSP" 1458 | April 21, 2020, Mike Demler 1459 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6152 1460 | 1461 | - "Tenstorrent Scales AI Performance" 1462 | April 14, 2020, Linley Gwennap 1463 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6149 1464 | 1465 | - "Alibaba Uses Convolution Architecture" 1466 | March 3, 2020, Linley Gwennap 1467 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6132&year=2020&tag=3 1468 | 1469 | - "TI Jacinto Accelerates Level 3 ADAS" 1470 | March 3, 2020, Mike Demler 1471 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6130&year=2020&tag=3 1472 | 1473 | - "Kneron Delivers Efficient AI" 1474 | February 25, 2020, Linley Gwennap 1475 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6128&year=2020&tag=3 1476 | 1477 | - "Intel Drops NNP-T and NNP-I" 1478 | February 18, 2020, Linley Gwennap 1479 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6125&year=2020&tag=3 1480 | 1481 | - "Synaptics VS680 Powers Multimedia AI" 1482 | February 11, 2020, Mike Demler 1483 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6123&year=2020&tag=3 1484 | 1485 | - "Graphcore Up and Running" 1486 | December 10, 2019, Linley Gwennap 1487 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6103&year=2019&tag=3 1488 | 1489 | - "Centaur Adds AI to Server Processor" 1490 | December 3, 2019, Linley Gwennap 1491 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6099&year=2019&tag=3 1492 | 1493 | - "Alibaba Takes AI Performance Lead" 1494 | November 26, 2019, Linley Gwennap 1495 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6096&year=2019&tag=3 1496 | 1497 | - "MLPerf Debuts Inference Benchmarks" 1498 | November 26, 2019, Bob Wheeler 1499 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6097&year=2019&tag=3 1500 | 1501 | - "Mythic Reveals Data-Flow Architecture" 1502 | November 5, 2019, Bob Wheeler 1503 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6085&year=2019&tag=3 1504 | 1505 | - "Cornami Right-Sizes Systolic Arrays" 1506 | November 5, 2019, Mike Demler 1507 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6087&year=2019&tag=3 1508 | 1509 | - "BrainChip Akida Is a Fast Learner" 1510 | October 29, 2019, Mike Demler 1511 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6083&year=2019&tag=3 1512 | 1513 | - "Huawei Delivers Powerful AI Training" 1514 | October 8, 2019, Bob Wheeler 1515 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6076&year=2019&tag=3 1516 | 1517 | - "Tsinghua Pedals Hybrid AI Processor" 1518 | September 24, 2019, Mike Demler 1519 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6071&year=2019&tag=3 1520 | 1521 | - "Cerebras Breaks the Reticle Barrier" 1522 | September 3, 2019, Mike Demler 1523 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6062&year=2019&tag=3 1524 | 1525 | - "An Inside Look at AI Accelerators" 1526 | August 6, 2019, Linley Gwennap 1527 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6050&year=2019&tag=3 1528 | 1529 | - "Huawei Takes Lead in Smartphone AI" 1530 | July 30, 2019, Mike Demler 1531 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6049&year=2019&tag=3 1532 | 1533 | - "Rockchip Accelerates AI for IoT" 1534 | July 16, 2019, Mike Demler 1535 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6043&year=2019&tag=3 1536 | 1537 | - "Hailo Illuminates Low-Power AI Chip" 1538 | June 25, 2019, Mike Demler 1539 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6034&year=2019&tag=3 1540 | 1541 | - "Habana Offers Gaudi for AI Training" 1542 | June 18, 2019, Linley Gwennap 1543 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6030&year=2019&tag=3 1544 | 1545 | - "MediaTek AI Engine Earns Top Marks" 1546 | June 18, 2019, Mike Demler 1547 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6029&year=2019&tag=3 1548 | 1549 | - "Achronix Debuts FPGAs for AI" 1550 | June 4, 2019, Tom R. Halfhill 1551 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6026&year=2019&tag=3 1552 | 1553 | - "Arm Machine-Learning Core Scales Up" 1554 | May 28, 2019, Mike Demler 1555 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6022&year=2019&tag=3 1556 | 1557 | - "Ambarella Expands Vision to ADAS" 1558 | May 21, 2019, Tom R. Halfhill 1559 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6020&year=2019&tag=3 1560 | 1561 | - "Huawei Ascends in AI Accelerators" 1562 | May 14, 2019, Linley Gwennap 1563 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6013&year=2019&tag=3 1564 | 1565 | - "Tesla Rolls Its Own Self-Driving Chip" 1566 | May 14, 2019 1567 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6016&year=2019&tag=3 1568 | 1569 | - "Fabu Aims to Deliver ADAS Processors" 1570 | May 7, 2019, Mike Demler 1571 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6011&year=2019&tag=3 1572 | 1573 | - "Horizon Robotics Eyes ADAS" 1574 | April 23, 2019, Tom R. Halfhill 1575 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6006&year=2019&tag=3 1576 | 1577 | - "Wave to License TritonAI IP" 1578 | April 23, 2019, Mike Demler 1579 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6004&year=2019&tag=3 1580 | 1581 | - "Toshiba Moves Up to Level 3 ADAS" 1582 | March 26, 2019, Mike Demler 1583 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5994&year=2019&tag=3 1584 | 1585 | - "Syntiant Knows All the Best Words" 1586 | March 19, 2019, Mike Demler 1587 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5991&year=2019&tag=3 1588 | 1589 | - "Habana Wins Cigar for AI Inference" 1590 | February 19, 2019, Linley Gwennap 1591 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5981&year=2019&tag=3 1592 | 1593 | - "Bitmain SoC Brings AI to the Edge" 1594 | February 12, 2019, Bob Wheeler 1595 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5975&year=2019&tag=3 1596 | 1597 | - "AI Benchmarks Remain Immature" 1598 | January 29, 2019, Linley Gwennap 1599 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5970&year=2019&tag=3 1600 | 1601 | - "Year in Review: IP Suppliers Push AI Accelerators" 1602 | January 8, 2019, Mike Demler 1603 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5963&year=2019&tag=3 1604 | 1605 | - "Year in Review: Embedded Processors Embrace AI" 1606 | January 1, 2019, Tom R. Halfhill 1607 | https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5959&year=2019&tag=3 1608 | 1609 | 1610 | ### Microprocessor Report (MPR) 1611 | - "New AI Engines Give Versal an Edge" 1612 | June 28, 2021 1613 | https://www.linleygroup.com/mpr/article.php?id=12493 1614 | 1615 | - "Syntiant NDP120 Sharpens Its Hearing" 1616 | April 12, 2021 1617 | https://www.linleygroup.com/mpr/article.php?id=12455 1618 | 1619 | - "Ceva SensPro2 Doubles AI Throughput" 1620 | February 8, 2021 1621 | https://www.linleygroup.com/mpr/article.php?id=12426 1622 | 1623 | - "Esperanto Minions Excel at AI" 1624 | December 21, 2020 1625 | https://www.linleygroup.com/mpr/article.php?id=12407 1626 | 1627 | - "Startup Nears Tapeout of Thousand-Core Accelerator" 1628 | December 21, 2020 1629 | https://www.linleygroup.com/mpr/article.php?id=12407 1630 | 1631 | - "Esperanto Minions Excel at AI" 1632 | December 21, 2020 1633 | https://www.linleygroup.com/mpr/article.php?id=12407 1634 | 1635 | - "Untether Delivers At-Memory AI" 1636 | November 2, 2020 1637 | https://www.linleygroup.com/mpr/article.php?id=12385 1638 | 1639 | - "Blaize Ignites Edge-AI Performance" 1640 | September 7, 2020 1641 | https://www.linleygroup.com/mpr/article.php?id=12362 1642 | 1643 | - "GlobalFoundries Wins AI Chips" 1644 | July 27, 2020 1645 | https://www.linleygroup.com/mpr/article.php?id=12341 1646 | 1647 | - "Tenstorrent Scales AI Performance" 1648 | April 13, 2020 1649 | https://www.linleygroup.com/mpr/article.php?id=12287 1650 | 1651 | - "Groq Rocks Neural Networks" 1652 | January 6, 2020, Linley Gwennap 1653 | https://www.linleygroup.com/mpr/article.php?id=12245 1654 | 1655 | - "BrainChip Akida Is a Fast Learner" 1656 | October 28, 2019, Mike Demler 1657 | https://www.linleygroup.com/mpr/article.php?id=12215 1658 | 1659 | - "Ceva and Synopsys Spin More TOPS" 1660 | October 7, 2019, Mike Demler 1661 | https://www.linleygroup.com/mpr/article.php?id=12206 1662 | 1663 | - "Syntiant Knows All the Best Words" 1664 | March 18, 2019, Mike Demler 1665 | https://www.linleygroup.com/mpr/article.php?id=12115 1666 | 1667 | - "Habana Wins Cigar for AI Inference" 1668 | February 18, 2019, Linley Gwennap 1669 | https://www.linleygroup.com/mpr/article.php?id=12103 1670 | 1671 | - "Mythic Multiplies in a Flash" 1672 | August 27, 2018, Mike Demler 1673 | https://www.linleygroup.com/mpr/article.php?id=12023 1674 | 1675 | - "Nvidia Shares Its Deep Learning" 1676 | March 26, 2018, Mike Demler 1677 | https://www.linleygroup.com/mpr/article.php?id=11953 1678 | 1679 | - "Google TPU Boosts Machine Learning" 1680 | May 8, 2017, David Kanter 1681 | https://www.linleygroup.com/mpr/article.php?id=11799 1682 | 1683 | 1684 | ### Machine Learning Hardware Industry 1685 | - "Can AI Accelerators Green the Data Center?" 1686 | Sally Ward-Foxton 05.22.2020 1687 | https://www.eetimes.com/can-ai-accelerators-green-the-data-center/ 1688 | 1689 | - "THE NEXT WAVE OF AI IS EVEN BIGGER" 1690 | May 15, 2020 Daniel Robinson 1691 | https://www.nextplatform.com/2020/05/15/the-next-wave-of-ai-is-even-bigger/ 1692 | 1693 | - "On a Path to Artificial Brains" 1694 | Sunny Bains 04.22.2020 1695 | https://www.eetimes.com/on-a-path-to-artificial-brains/ 1696 | 1697 | - "Scaling, Low Power Needed for a Neuromorphic Future" 1698 | Chris Eliasmith and Terry Stewart 04.22.2020 1699 | https://www.eetimes.com/scaling-low-power-needed-for-a-neuromorphic-future/ 1700 | 1701 | - "The Promise and Pitfalls of Neuromorphic Computers" 1702 | Sunny Bains 04.22.2020 1703 | https://www.eetimes.com/the-promise-and-pitfalls-of-neuromorphic-computers/ 1704 | 1705 | - "Building Volume into Neural Hardware" 1706 | Sunny Bains 04.22.2020 1707 | https://www.eetimes.com/building-volume-into-neural-hardware/ 1708 | 1709 | - "Bringing Neuromorphic Vision to the Edge" 1710 | Jean-Luc Jaffard 04.22.2020 1711 | https://www.eetimes.com/bringing-neuromorphic-vision-to-the-edge/ 1712 | 1713 | - "Will Neuromorphic Computing Compete with Today’s AI Accelerators?" 1714 | Sally Ward-Foxton 04.13.2020 1715 | https://www.eetimes.com/will-neuromorphic-computing-compete-with-todays-ai-accelerators/ 1716 | 1717 | - "CHANGING CONDITIONS FOR NEURAL NETWORK PROCESSING" 1718 | April 7, 2020 Nicole Hemsoth 1719 | https://www.nextplatform.com/2020/04/07/changing-conditions-for-neural-network-processing/ 1720 | 1721 | - "FULL AGENDA FOR THE NEXT AI PLATFORM: 2020 EDITION" 1722 | February 20, 2020 Nicole Hemsoth 1723 | https://www.nextplatform.com/2020/02/20/full-agenda-for-the-next-ai-platform-2020-edition/ 1724 | 1725 | - "WHERE PORTABLE AI TRAINING MAKES SENSE" 1726 | February 18, 2020 Nicole Hemsoth 1727 | https://www.nextplatform.com/2020/02/18/where-portable-ai-training-makes-sense/ 1728 | 1729 | - "NEUROMORPHIC CHIP MAKER TAKES AIM AT THE EDGE" 1730 | January 30, 2020 Michael Feldman 1731 | https://www.nextplatform.com/2020/01/30/neuromorphic-chip-maker-takes-aim-at-the-edge/ 1732 | 1733 | - "Why the Memory Subsystem is Critical in Inferencing Chips" 1734 | Geoff Tate 12.22.2019 1735 | https://www.eetimes.com/why-the-memory-subsystem-is-critical-in-inferencing-chips/ 1736 | 1737 | - "5 Pivotal Events in AI Chips in 2019" 1738 | Sally Ward-Foxton 12.22.2019 1739 | https://www.eetimes.com/5-pivotal-events-in-ai-chips-in-2019/ 1740 | 1741 | - "Companies Clash over AI at the Edge" 1742 | Sally Ward-Foxton, 10.30.19 1743 | https://www.eetimes.com/document.asp?doc_id=1335247 1744 | 1745 | - "ML, Edge Drive IP To Outperform Broader Chip Market" 1746 | OCTOBER 3RD, 2019, KEVIN FOGARTY 1747 | https://semiengineering.com/ml-edge-drive-ip-to-outperform-broader-chip-market/ 1748 | 1749 | - "How to Choose Between AI Accelerators" 1750 | Sally Ward-Foxton, 10.29.19 1751 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1335243 1752 | 1753 | - "Machine Learning For Autonomous Drive" 1754 | SEPTEMBER 5TH, 2019, ANOOP SAHA 1755 | https://semiengineering.com/machine-learning-for-autonomous-drive/ 1756 | 1757 | - "Choosing a Processor for Machine Learning at the Edge" 1758 | Manisha Agrawal, 06.23.19 1759 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1334844 1760 | 1761 | - "Edge AI Going Beyond Voice and Vision" 1762 | Rich Quinnell, 05.29.19 1763 | https://www.eetimes.com/document.asp?doc_id=1334753 1764 | 1765 | - "New AI Computing in Consumer Electronics" 1766 | Michaël Tchagaspanian, 05.20.19 1767 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1334710 1768 | 1769 | - "AI Challenges for Next-Gen EDA" 1770 | David White, Cadence, 05.03.19 1771 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1334643 1772 | - "AI Becomes the New Moore’s Law" 1773 | Rick Merritt, 07.13.18 1774 | https://www.eetimes.com/document.asp?doc_id=1333471 1775 | 1776 | - "Addressing ‘Memory Wall’ is Key to Edge-Based AI" 1777 | Nitin Dahad, 07.09.18 1778 | https://www.eetimes.com/document.asp?doc_id=1333456 1779 | 1780 | - "Machine Learning’s Limits (Part 1)" 1781 | June 7th, 2018 - By: Ed Sperling 1782 | https://semiengineering.com/machine-learnings-limits/ 1783 | 1784 | - "The Neuromorphic Memory Landscape for Deep Learning" 1785 | June 5, 2018 Nicole Hemsoth 1786 | https://www.nextplatform.com/2018/06/05/the-neuromorphic-memory-landscape-for-deep-learning 1787 | 1788 | - "AI Redefines Performance Requirements At The Edge" 1789 | May 9, 2018 Deepak Boppana 1790 | https://www.nextplatform.com/2018/05/09/ai-redefines-performance-requirements-at-the-edge 1791 | 1792 | - "AI Frameworks And Hardware: Who Is Using What?" 1793 | May 8, 2018 Dan Olds 1794 | https://www.nextplatform.com/2018/05/08/ai-frameworks-and-hardware-who-is-using-what 1795 | 1796 | - "The Next Phase Of Machine Learning" 1797 | NOVEMBER 9TH, 2017, KEVIN FOGARTY 1798 | https://semiengineering.com/the-next-phase-of-machine-learning/ 1799 | 1800 | - "Rethinking Processor Architectures" 1801 | May 5th, 2016 - By: Ed Sperling 1802 | semiengineering.com/rethinking-processor-architecture 1803 | 1804 | - "What Cognitive Computing Means For Chip Design" 1805 | March 30th, 2016 1806 | semiengineering.com/what-cognitive-computing-means-for-chip-design 1807 | 1808 | - "Neuromorphic Chip Market to Rise" 1809 | R. Colin Johnson, 09.24.15 1810 | https://www.eetimes.com/document.asp?doc_id=1327791 1811 | 1812 | 1813 | ### Machine Learning Industry 1814 | - "REIMAGINING ACCELERATORS WITH SPARSITY AT THE CORE" 1815 | January 5, 2021 Nicole Hemsoth 1816 | https://www.nextplatform.com/2021/01/05/reimagining-accelerators-with-sparsity-at-the-core/ 1817 | - "DEEP DIVIDES BETWEEN AI CHIP STARTUPS, DEVELOPERS" 1818 | October 29, 2019 Nicole Hemsoth 1819 | https://www.nextplatform.com/2019/10/29/deep-divides-between-ai-chip-startups-developers/ 1820 | 1821 | - "Machine Learning Drives High-Level Synthesis Boom" 1822 | JUNE 6TH, 2019, KEVIN FOGARTY 1823 | https://semiengineering.com/machine-learning-drives-high-level-synthesis-boom/ 1824 | 1825 | - "7 Predictions for AI in 2019" 1826 | Rick Merritt, 12.26.18 1827 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1334117 1828 | 1829 | - "Deep Learning Is Coming Of Age" 1830 | October 18, 2018 Gadi Singer 1831 | https://www.nextplatform.com/2018/10/18/deep-learning-is-coming-of-age 1832 | 1833 | - "Vanguard of the Machine Learning Revolution" 1834 | Peter Clarke, 11.16.18 1835 | https://www.eetimes.com/document.asp?doc_id=1333984 1836 | 1837 | - "AI Comes to ASICs in Data Centers" 1838 | Junko Yoshida, 06.06.18 1839 | https://www.eetimes.com/document.asp?doc_id=1333358# 1840 | 1841 | - "New AI Being Mostly Used To Solve Old Problems" 1842 | May 1, 2018 Dan Olds 1843 | https://www.nextplatform.com/2018/05/01/new-ai-being-mostly-used-to-solve-old-problems 1844 | 1845 | - "Programmable Networks Train Neural Nets Faster" 1846 | February 14, 2018 Timothy Prickett Morgan 1847 | https://www.nextplatform.com/2018/02/14/programmable-networks-train-neural-nets-faster 1848 | 1849 | - "AI Silicon Preps for 2018 Debuts" 1850 | Rick Merritt, 01.22.18 1851 | https://www.eetimes.com/document.asp?doc_id=1332877 1852 | 1853 | - "AI Fuels Next-Gen HBM Demand" 1854 | Gary Hilson, 01.16.18 1855 | https://www.eetimes.com/document.asp?doc_id=1332846 1856 | 1857 | - "The Battle of AI Processors Begins in 2018" 1858 | Chris Wiltz, December 18, 2017 1859 | https://www.designnews.com/electronics-test/battle-ai-processors-begins-2018/212131505757984 1860 | 1861 | - "Silicon 60: Machine Learning Moves In" 1862 | Peter Clarke, 11.13.17 1863 | https://www.eetimes.com/author.asp?section_id=36&doc_id=1332593 1864 | 1865 | - "Wrenching Efficiency Out of Custom Deep Learning Accelerators" 1866 | August 7, 2017 Nicole Hemsoth 1867 | https://www.nextplatform.com/2017/08/07/wrenching-efficiency-custom-deep-learning-accelerators 1868 | 1869 | - "Technology Requirements for Deep and Machine Learning" 1870 | July 14, 2017 Rob Farber 1871 | https://www.nextplatform.com/2017/07/14/technology-requirements-deep-machine-learning 1872 | 1873 | 1874 | ### Semiconductor Industry 1875 | - "McKinsey on Semiconductors" 1876 | https://www.mckinsey.com/~/media/McKinsey/Industries/Semiconductors/Our%20Insights/McKinsey%20on%20Semiconductors%20Issue%207/McK_Semiconductors_Oct2019-Full%20Book-V12-RGB.ashx 1877 | 1878 | - "The Challenge Of Defining Worst Case" 1879 | NOVEMBER 14TH, 2019 - BY: BRIAN BAILEY 1880 | https://semiengineering.com/the-challenge-of-defining-worst-case/ 1881 | 1882 | - "Semiconductor Industry to Rebound in 2020 with 4% Growth" 1883 | Nitin Dahad, 09.19.19 1884 | https://www.eetimes.com/document.asp?doc_id=1335122 1885 | 1886 | - "Chiplets, Faster Interconnects, More Efficiency" 1887 | AUGUST 22ND, 2019, ED SPERLING 1888 | https://semiengineering.com/chiplets-faster-interconnects-and-more-efficiency/ 1889 | 1890 | - "HBM2 Vs. GDDR6: Tradeoffs In DRAM" 1891 | JUNE 13TH, 2019 - BY: ED SPERLING 1892 | https://semiengineering.com/hbm2-vs-gddr6-tradeoffs-in-dram/ 1893 | 1894 | - "Chiplet Momentum Builds, Despite Tradeoffs" 1895 | MAY 13TH, 2019, BRIAN BAILEY 1896 | https://semiengineering.com/chiplet-momentum-builds-despite-tradeoffs/ 1897 | 1898 | - "Debug Tops Verification Tasks" 1899 | DECEMBER 20TH, 2018, ANN STEFFORA MUTSCHLER 1900 | https://semiengineering.com/debug-tops-verification-tasks/ 1901 | 1902 | - "What Makes A Chip Design Successful Today?" 1903 | DECEMBER 13TH, 2018, BRIAN BAILEY 1904 | https://semiengineering.com/what-makes-a-chip-design-successful-today/ 1905 | 1906 | - "The Impact Of Moore’s Law Ending" 1907 | OCTOBER 29TH, 2018, BRIAN BAILEY 1908 | https://semiengineering.com/the-impact-of-moores-law-ending/ 1909 | 1910 | - "What’s After FinFETs?" 1911 | JULY 24TH, 2017, MARK LAPEDUS 1912 | https://semiengineering.com/whats-after-finfets/ 1913 | 1914 | - "Open-source Hardware: Opportunities and Challenges" 1915 | Submitted on 7 Jun 2016 1916 | https://arxiv.org/abs/1606.01980 1917 | 1918 | - "Implications of Makimoto’s Wave" 1919 | Tsugio Makimoto, August 2013 1920 | https://ieeexplore.ieee.org/document/6583917 1921 | 1922 | 1923 | ### AI Index 1924 | - 2018 1925 | "AI Index 2018 Report" 1926 | http://cdn.aiindex.org/2018/AI%20Index%202018%20Annual%20Report.pdf 1927 | 1928 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Collections --------------------------------------------------------------------------------