├── logo.png ├── companies.jpg ├── LICENSE └── README.md /logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mrsaeeddev/free-ai-resources/HEAD/logo.png -------------------------------------------------------------------------------- /companies.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mrsaeeddev/free-ai-resources/HEAD/companies.jpg -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2020 Saeed Ahmad 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |
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11 | Last Commit Badge 12 | Commit Activity Badge 13 | Contributors Badge 14 | License Badge 15 | Stars Badge 16 | 17 | > A curated list of FREE AI RESOURCES for aspiring AI Engineers 18 | 19 |
20 | website 21 | 22 | Twitter Badge 23 | 24 | 25 | 26 | 27 | 28 | GitHub followers 29 |
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33 | 34 | ### WHAT IS AI? 35 | 36 | Artificial Intelligence (AI) refers to the simulation of human intelligence in machines that are programmed to think like humans and mimic their actions. The term may also be applied to any machine that exhibits traits associated with a human mind such as learning and problem-solving. 37 | 38 | ### WHY CHOOSE AI? 39 | 40 | Artificial Intelligence is advancing by leaps and bounds. Recent research in the fields of Data Science, Machine Learning, Natural Language Processing and other sub fields of AI has already started to impact the lives of common people. AI is no more a superficial concept. It's already used by tech giants, companies and startups to solve everyday problems. That's why choosing AI as a career path is really rewarding in the long run. 41 | 42 | Even if your profession is not directly related to tech, still it's said that AI will disrupt every field in one or other ways. That's why you need to have at least a basic understanding of how AI works. 43 | 44 | ### 🤖 FREE AI COURSES: 45 | - EdX’s Artificial Intelligence - https://www.edx.org/course/artificial-intelligence-ai 46 | - Udacity’s Intro to Artificial Intelligence - https://www.udacity.com/course/intro-to-artificial-intelligence--cs271 47 | - Artificial Intelligence: Principles and Techniques By Stanford - http://web.stanford.edu/class/cs221/ 48 | - Udacity’s Artificial Intelligence for Robotics by Georgia Tech - https://www.udacity.com/course/artificial-intelligence-for-robotics--cs373 49 | - IBM's Data Science and Cognitive Computing courses - https://cognitiveclass.ai/ 50 | - Elements of AI - https://www.elementsofai.com/ 51 | - Building AI - https://buildingai.elementsofai.com/ 52 | - Intellipaat's Artificial Intelligence - https://intellipaat.com/academy/course/artificial-intelligence-free-course/ 53 | - EdX/Harvard University's CS50: Introduction to Artificial Intelligence with Python - https://www.edx.org/course/cs50s-introduction-to-artificial-intelligence-with-python 54 | - Microsoft AI School - https://aischool.microsoft.com/en-us/home 55 | - Learn with Google AI - https://ai.google/education/ 56 | - Crash Course - Artificial Intelligence https://www.youtube.com/watch?v=GvYYFloV0aA&list=PL8dPuuaLjXtO65LeD2p4_Sb5XQ51par_b 57 | 58 | ### 🔢 FREE MATHEMATICS RESOURCES: 59 | #### Videos 60 | - All Levels/Pre-U - http://www.patrickjmt.com/ 61 | - All Levels/Pre-U - http://www.khanacademy.org/ 62 | - College - http://ocw.mit.edu/OcwWeb/web/courses/courses/index.htm#Mathematics 63 | - College - https://www.youtube.com/channel/UCoHhuummRZaIVX7bD4t2czg 64 | - College - https://www.youtube.com/channel/UC2F-j2KMho0zVWIPFKWoXoA/videos 65 | - College - https://www.youtube.com/channel/UC5Y9H2KDRHZZTWZJtlH4VbA 66 | - All - https://www.youtube.com/channel/UCNVMxRMEwvo9AS-Jfh6fQFg 67 | - College - http://www.youtube.com/user/njwildberger 68 | - College - https://www.youtube.com/user/MathDoctorBob 69 | - High-School/ College - https://www.youtube.com/channel/UCfbSz1B68ytEKX0D6AFdddQ 70 | - All Levels/ Pre-U - http://www.mathtv.com/ 71 | - All Levels/Pre-U - https://www.youtube.com/user/profrobbob 72 | - All Levels/Pre-U - http://www.hippocampus.org/ 73 | - GCSE Level - https://www.youtube.com/user/schoolmaths 74 | 75 | #### For Fun 76 | - 3Blue1Brown https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw 77 | - Mathologer https://www.youtube.com/channel/UC1_uAIS3r8Vu6JjXWvastJg 78 | - MathologerII - https://www.youtube.com/channel/UCH74Hc_7WYVzx1GXhLEH6Eg 79 | - ViHart - https://www.youtube.com/channel/UCOGeU-1Fig3rrDjhm9Zs_wg 80 | - MindYourDecisions - https://www.youtube.com/channel/UCHnj59g7jezwTy5GeL8EA_g 81 | - Tipping-Point-Math - https://www.youtube.com/channel/UCjwOWaOX-c-NeLnj_YGiNEg 82 | - WelchLabs - https://www.youtube.com/channel/UConVfxXodg78Tzh5nNu85Ew 83 | - Infinite Series - https://www.youtube.com/channel/UCs4aHmggTfFrpkPcWSaBN9g 84 | - Vsauce - https://www.youtube.com/channel/UC6nSFpj9HTCZ5t-N3Rm3-HA 85 | - Numberphile https://www.youtube.com/channel/UCoxcjq-8xIDTYp3uz647V5A 86 | - Blackpenredpen https://www.youtube.com/user/blackpenredpen 87 | - AI and Games youtube channel https://www.youtube.com/channel/UCov_51F0betb6hJ6Gumxg3Q 88 | - A.I. and Machine Learning in Unity, Sebastian Schuchmann youtube channel https://www.youtube.com/c/SebastianSchuchmannAI 89 | 90 | #### Example problems and online notes/refrences 91 | - Example Problems - http://www.exampleproblems.com/ 92 | - Interact math - http://www.interactmath.com/ 93 | - Pauls online Math notes - http://tutorial.math.lamar.edu/ 94 | - Calculus org -http://www.calculus.org/ 95 | - Wolfram Mathworld - http://mathworld.wolfram.com/ 96 | - CTY Online AP & College Math Resources - https://sites.google.com/a/ctyonline.net/jdinoto/ 97 | - J.S. Milne's Site - http://www.jmilne.org/math/ 98 | - History of Math - http://www-history.mcs.st-and.ac.uk/ 99 | - Harvey Mudd College's Online Math Tutorials - http://www.math.hmc.edu/calculus/tutorials/ 100 | - Real (and some complex) Analysis & Programming - http://www.mathcs.org/ 101 | 102 | #### Computer Algebra Systems 103 | - SAGE - http://www.sagemath.org/index.html 104 | - Maxima - http://maxima.sourceforge.net/ 105 | - Octave - http://www.gnu.org/software/octave 106 | - Wolfram Alpha- http://www.wolframalpha.com/ 107 | - Geogebra - http://www.geogebra.org/cms 108 | - PARI/GP https://pari.math.u-bordeaux.fr/ 109 | 110 | #### Graphics And Visualizing mathematics 111 | - GeoGebra - http://www.geogebra.org/cms 112 | - gnuplot - http://www.gnuplot.info/ 113 | - garminder - http://www.gapminder.org/ 114 | - Wolfram Demonstrations Project - http://demonstrations.wolfram.com/ 115 | - wolframa - http://www.wolframalpha.com/ 116 | - scipy- http://www.scipy.org/ 117 | - Microsoft Mathematics* - http://www.microsoft.com/downloads/en/details.aspx?FamilyID=9caca722-5235-401c-8d3f-9e242b794c3a 118 | - Winplot - http://math.exeter.edu/rparris/winplot.html 119 | - Desmos - http://desmos.com/calculator/ 120 | - Symbolab - http://www.symbolab.com/ 121 | - Scilab - http://www.scilab.org/ 122 | 123 | #### TypeSetting (Latex) 124 | - TeX Users Group - http://www.tug.org/ 125 | - The Comprehensive TeX Archive Network - http://www.ctan.org/ 126 | - Art of Problem Solving Tutorial - http://www.artofproblemsolving.com/LaTeX/AoPS_L_About.php 127 | - TexPaste - http://www.texpaste.com/ 128 | - Xfig - http://www.xfig.org/ 129 | - Detextify - http://detexify.kirelabs.org/classify.html? 130 | - WriteLaTeX WYSIWYG - https://www.writelatex.com/ 131 | - LaTeX Examples - http://www.texample.net/ 132 | 133 | #### Blogs/Articles 134 | - Terry Tao - http://terrytao.wordpress.com/ 135 | - American Mathematical Society - http://blogs.ams.org/blogonmathblogs/ 136 | - AMS notices - http://www.ams.org/notices/ 137 | - The n-Category Café - https://golem.ph.utexas.edu/category/ 138 | - Tim Gowers - http://gowers.wordpress.com/ 139 | - ADD/XOR/ROL - http://addxorrol.blogspot.com/ 140 | - Math with Bad Drawings - https://mathwithbaddrawings.com/ 141 | - Math ∩ Programming - https://jeremykun.com/ 142 | - Almost Looks Like Work - https://jasmcole.com/ 143 | - Math3ma - https://www.math3ma.com/ 144 | - Qiaochu Yuan - https://qchu.wordpress.com/ 145 | - Carlos Matheus - https://matheuscmss.wordpress.com/ 146 | - Burt Totaro - https://burttotaro.wordpress.com/ 147 | - Igor Pak - https://igorpak.wordpress.com/ 148 | - Alex Youcis - https://ayoucis.wordpress.com/ 149 | - Low dimensional topology - https://ldtopology.wordpress.com/ 150 | - Jordan Ellenberg - https://quomodocumque.wordpress.com/ 151 | - Secret Blogging Seminar - https://sbseminar.wordpress.com/ 152 | - Math Wizurd - http://www.mathwizurd.com/calc 153 | 154 | #### Misc 155 | - academicearth.org - http://www.academicearth.org/subjects/mathematics 156 | - Encyclopedia of Mathematics - http://www.encyclopediaofmath.org/ 157 | - Large List of Recommended books, online resources - http://hbpms.blogspot.com/ 158 | - Online Encyclopedia of Integer Sequences - http://www.research.att.com/~njas/sequences/ 159 | - MathIM - http://www.mathim.com/ 160 | - Free Book on Neural Network and Deep Learning - http://neuralnetworksanddeeplearning.com/ 161 | - Informational website on artificial intelligence - https://intelligencereborn.com 162 | 163 | #### Other Lists of resources 164 | - Math Overflow's List of Free Online Lectures - http://mathoverflow.net/questions/54430/video-lectures-of-mathematics-courses-available-online-for-free 165 | - Top-down Learning Path on Machine Learning for Software Engineers - https://github.com/ZuzooVn/machine-learning-for-software-engineers 166 | - Fun Learning Projects on Machine Learning for Beginners - https://elitedatascience.com/machine-learning-projects-for-beginners 167 | 168 | 169 | 170 | 171 | ### ⚙️ FREE MACHINE LEARNING COURSES: 172 | - Machine Learning by Andrew NG - https://www.coursera.org/learn/machine-learning 173 | - Intro to ML by Udacity - https://www.udacity.com/course/intro-to-machine-learning--ud120 174 | - EdX’s Learning from Data(Introductory Machine Learning) - https://www.edx.org/course/learning-from-data-introductory-machine-learning#! 175 | - Introduction to Machine Learning for Coders - http://course18.fast.ai/ml 176 | - Statistical Machine Learning by CMU - https://www.youtube.com/watch?list=PLTB9VQq8WiaCBK2XrtYn5t9uuPdsNm7YE&v=zcMnu-3wkWo 177 | - Coursera’s Neural Networks for Machine Learning - https://www.youtube.com/watch?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9&v=cbeTc-Urqak 178 | - Kaggle Complete Roadmap for Machine Learning - https://www.kaggle.com/learn/overview 179 | - EdX’s Principles of Machine Learning - https://www.edx.org/course/principles-of-machine-learning 180 | - Coursera’s Machine Learning Specialization - https://www.coursera.org/specializations/machine-learning 181 | - Machine Learning Crash Course by Google - https://developers.google.com/machine-learning/crash-course 182 | - Machine Learning Course at W3Schools - https://www.w3schools.com/python/python_ml_getting_started.asp 183 | - Intro to Machine Learning Course at Kaggle - https://www.kaggle.com/learn/intro-to-machine-learning 184 | - Intermediate Machine Learning Course at Kaggle - https://www.kaggle.com/learn/intermediate-machine-learning 185 | - Machine Learning with Python - https://cognitiveclass.ai/courses/machine-learning-with-python 186 | 187 | ### 📈 FREE DATA SCIENCE COURSES: 188 | - IBM Data Science Professional Certificate - https://www.coursera.org/professional-certificates/ibm-data-science 189 | - Udacity Intro to Data Science - https://www.udacity.com/course/intro-to-data-science--ud359 190 | - Introduction to Data Science in Python - https://www.coursera.org/learn/python-data-analysis 191 | - Introduction to Data Science Revised - https://alison.com/course/introduction-to-data-science-revised 192 | - A Crash Course in Data Science - https://www.coursera.org/learn/data-science-course 193 | 194 | ### 🧠 FREE DEEP LEARNING COURSES: 195 | - Google’s Deep Learning Course- https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187 196 | - Practical Deep Learning for Coders - https://course.fast.ai/ 197 | - Deep Learning from the Foundations - https://course.fast.ai/part2 198 | - Intro to Deep Learning using Tensorflow and Keras Course at Kaggle - https://www.kaggle.com/learn/intro-to-deep-learning 199 | - Free Book on Neural Network and Deep Learning - http://neuralnetworksanddeeplearning.com/ 200 | 201 | ### 🗣️ FREE NLP COURSES: 202 | - A Code-First Introduction to Natural Language Processing - https://www.fast.ai/2019/07/08/fastai-nlp/ 203 | - Natural Language Processing Specialization by Deeplearning.ai - https://www.coursera.org/specializations/natural-language-processing 204 | - Natural Language Processing Course at Kaggle - https://www.kaggle.com/learn/natural-language-processing 205 | 206 | ### 👁️ FREE MACHINE LEARNING IN GRAPHICS AND VISION COURSES: 207 | - CVPR 2020: Neural Rendering - https://www.neuralrender.com/ 208 | 209 | ### 🏆 DATA SCIENCE COMPETITION HOSTING PLATFORMS: 210 | - Kaggle - https://www.kaggle.com/ 211 | - Analytics Vidhya - https://www.analyticsvidhya.com/ 212 | - CrowdANALYTIX - https://www.crowdanalytix.com/community 213 | - Innocentive - https://www.innocentive.com/our-solvers/ 214 | - CodaLab - https://competitions.codalab.org/ 215 | - ZINDI - https://zindi.africa/about 216 | - AIcrowd - https://www.aicrowd.com/ 217 | - Driven Data - https://www.drivendata.org/ 218 | - Numerai - https://numer.ai/ 219 | - Tianchi - https://tianchi.aliyun.com/competition/gameList/activeList 220 | - Omdena - https://omdena.com/ 221 | - HackerEarth -https://www.hackerearth.com/hackathon/explore/field/machine-learning/ 222 | 223 | ### 📦 DATASET REPOSITORIES: 224 | - Data World - https://data.world/datasets/open-data 225 | - Dataset Search by Google - https://datasetsearch.research.google.com/ 226 | - Kaggle Dataset - https://www.kaggle.com/datasets 227 | - UCI Machine Learning Repository - https://archive.ics.uci.edu/ 228 | - Microsoft Open datasets - https://azure.microsoft.com/en-us/services/open-datasets/catalog/ 229 | - UCR - http://timeseriesclassification.com/ 230 | - Tensorflow Datasets - https://www.tensorflow.org/datasets/catalog/overview 231 | - Quandl - https://www.quandl.com/ 232 | 233 | ### 🔬 AI RESEARCH AT BIG COMPANIES: 234 | - Machine Learning at Apple - https://machinelearning.apple.com/ 235 | - AI at Uber - https://www.uber.com/us/en/uberai/ 236 | - Machine Learning at Careem - https://blog.careem.com/en/tag/machine-learning/ 237 | - Data Science at Grab - https://engineering.grab.com/categories/data-science/ 238 | - Autopilot AI at Tesla - https://www.tesla.com/autopilotAI 239 | - AI at Microsoft - https://www.microsoft.com/en-us/ai 240 | - AI Research at Google - https://ai.google/research/ 241 | - Self Driving Car Research at Lyft - https://medium.com/lyftlevel5 242 | - AI Research at Huawei - https://www.huawei.com/en/industry-insights/technology/ai 243 | - AI Research at Samsung - https://research.samsung.com/artificial-intelligence 244 | - AI at Alibaba - https://damo.alibaba.com/labs/ai 245 | - Data Science at Gojek - https://blog.gojekengineering.com/data-science/home 246 | - Intelligent Transportation Technology and Security at Didi Chuxing - http://www.didi-labs.com/ 247 | - Amazon Science - https://www.amazon.science/ 248 | - Data Science at Bolt - https://medium.com/@boltapp 249 | - Industrial AI Research at Hitachi - https://www.hitachi.com/rd/sc/aiblog/index.html 250 | 251 | ### 💻 DEVELOPER RESOURCES: 252 | - Apple - https://developer.apple.com/machine-learning/ 253 | - Facebook - https://ai.facebook.com/tools/ 254 | - Google - https://cloud.google.com/products/ai 255 | - Microsoft - https://docs.microsoft.com/en-us/ai/ 256 | 257 | ### 🎥 YOUTUBE CHANNELS: 258 | - The Massachusetts Institute of Technology's Computer Science and Artificial Intelligence Laboratory - https://www.youtube.com/user/MITCSAIL/videos 259 | - The Allen Institute for Artificial Intelligence - https://www.youtube.com/channel/UCEqgmyWChwvt6MFGGlmUQCQ/videos 260 | - DeepMind - https://www.youtube.com/channel/UCP7jMXSY2xbc3KCAE0MHQ-A/videos 261 | - Applied AI Course - https://www.youtube.com/channel/UCJINtWke3-FMz2WuEltWDVQ/videos 262 | - StarCraft Artificial Intelligence Tournament - https://www.youtube.com/user/certicky/videos 263 | - Sentdex - Data Analysis Tutorials - https://www.youtube.com/c/sentdex/videos 264 | - Amazon - Machine Learning University - https://www.youtube.com/channel/UC12LqyqTQYbXatYS9AA7Nuw 265 | - Microsoft Research - https://www.youtube.com/user/MicrosoftResearch 266 | - Krish Nayak for ML/DL/Data Science - https://www.youtube.com/user/krishnaik06 267 | - TechWithTim - Python and ML Tutorials - https://www.youtube.com/channel/UC4JX40jDee_tINbkjycV4Sg 268 | - Jabrils https://www.youtube.com/channel/UCQALLeQPoZdZC4JNUboVEUg 269 | 270 | ### 💼 AI JOB SITES: 271 | - DataYoshi - https://www.datayoshi.com/ 272 | - AI Jobs - https://aijobs.com/ 273 | - AI-Jobs - https://ai-jobs.net/ 274 | - Indeed - https://www.indeed.com/q-Artificial-Intelligence-jobs.html 275 | - Kaggle Jobs - https://www.kaggle.com/jobs 276 | - Remote AI/ML Jobs: https://www.remoteaijobs.com/ 277 | - AI Jobs Board: https://aijobsboard.com/ 278 | 279 | ### 📝 AI BLOGS: 280 | - Towards Data Science: https://towardsdatascience.com/ 281 | - Towards Machine Learning: https://towardsml.com/ 282 | - Towards AI: https://medium.com/towards-artificial-intelligence 283 | - Fritz AI: https://heartbeat.fritz.ai/ 284 | - The Batch: https://www.deeplearning.ai/thebatch/ 285 | - AI Trends: https://www.aitrends.com/ 286 | - DeepMind: https://deepmind.com/blog 287 | - Becoming HumanAI: https://becominghuman.ai 288 | - Berkeley Artificial Intelligence Research: https://bair.berkeley.edu/blog/ 289 | - IBM Developer: https://developer.ibm.com/patterns/category/artificial-intelligence/ 290 | - OpenAI: https://openai.com/ 291 | - MIT News: https://news.mit.edu/topic/artificial-intelligence2 292 | - Baidu Research: http://research.baidu.com/ 293 | - Algorithmia: https://algorithmia.com/blog 294 | - Machine Learning Mastery: https://machinelearningmastery.com/blog/ 295 | - Learn OpenCV: https://www.learnopencv.com/ 296 | 297 | ### AI CHEAT-SHEETS: 298 | - Best of AI Cheat-Sheets: https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-science-pdf-f22dc900d2d7 299 | - Stanford CS229 Machine Learning: https://github.com/afshinea/stanford-cs-229-machine-learning 300 | - Stanford CS230 Deep Learning: https://github.com/afshinea/stanford-cs-230-deep-learning 301 | - Stanford CS221 Artificial Intelligence: https://github.com/afshinea/stanford-cs-221-artificial-intelligence 302 | - Collection of AI Cheat-Sheets: http://www.aicheatsheets.com/ 303 | 304 | # CONTRIBUTION GUIDELINES: 305 | Feel free to open a PR if you feel like something needs to be added or may be you want to suggest something. 306 | If you want to add something then your commit message should be like: **added to ** 307 | 308 | ##### 🌟 Please star the repo so that it gets maximum exposure and more people can benefit from it! 309 | 310 | *Important Notice: All product names, logos, and brands are property of their respective owners. All company, product and service names used in this repository are for identification purposes only. Use of these names, logos, and brands does not imply endorsement.* 311 | --------------------------------------------------------------------------------