├── README.md ├── img ├── ml-engineer.png └── title.png └── project-files └── ml-engineer.json /README.md: -------------------------------------------------------------------------------- 1 | # Machine Learning Engineer Roadmap in 2021 2 | 3 | > Roadmap to becoming a machine learning engineer in 2021, inspired by [web-developer-roadmap](https://github.com/kamranahmedse/developer-roadmap). 4 | 5 | Below you find a set of charts demonstrating the paths that you can take and the technologies that you would want to adopt in order to become a machine learning engineer. I made these charts for an old professor of mine who wanted something to share with his college students to give them a perspective; sharing them here to help the community. 6 | 7 | > Check out my [Github](https://github.com/chris-chris) and say "hi" on [Twitter](https://twitter.com/chris_loves_ai). 8 | 9 | *** 10 | 11 |

Purpose of these Roadmaps

12 | 13 | > The purpose of these roadmaps is to give you an idea about the landscape and to guide you if you are confused about what to learn next and not to encourage you to pick what is hip and trendy. You should grow some understanding of why one tool would be better suited for some cases than the other and remember hip and trendy never means best suited for the job. 14 | 15 |

Note to Beginners

16 | 17 | > These roadmaps cover everything that is there to learn for the paths listed below. Don't feel overwhelmed, you don't need to learn it all in the beginning if you are just getting started. We are working on the beginner versions of these and will release it soon after we are done with the 2021 release of roadmaps. 18 | 19 | *** 20 | 21 | If you think that these can be improved in any way, please do suggest. 22 | 23 | ## ML Engineer Roadmap 24 | 25 | ![Backend Roadmap](./img/ml-engineer.png) 26 | 27 | ## 🚦 Wrap Up 28 | 29 | If you think any of the roadmaps can be improved, please do open a PR with any updates and submit any issues. Also, I will continue to improve this, so you might want to watch/star this repository to revisit. 30 | 31 | ## 🙌 Contribution 32 | 33 | The roadmaps are built using [Balsamiq](https://balsamiq.com/products/mockups/). Project file can be found at `/project-files` directory. To modify any of the roadmaps, open Balsamiq, click **Project > Import > Mockup JSON**, it will open the roadmap for you, update it, upload and update the images in readme and create a PR. 34 | 35 | - Open pull request with improvements 36 | - Discuss ideas in issues 37 | - Spread the word 38 | - Reach out to me directly at sjhshy@gmail.com or [![Twitter URL](https://img.shields.io/twitter/url/https/twitter.com/chris_loves_ai.svg?style=social&label=Follow%20%40chris_loves_ai)](https://twitter.com/chris_loves_ai) 39 | 40 | ## License 41 | 42 | 43 | 44 | The class is licensed under the [MIT License](http://opensource.org/licenses/MIT): 45 | 46 | Copyright © 2020 [Chris Song](http://www.github.com/chris_loves_ai). 47 | 48 | Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: 49 | 50 | The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. 51 | 52 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. 53 | -------------------------------------------------------------------------------- /img/ml-engineer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/chris-chris/ml-engineer-roadmap/f97793ebf67459242fa6dff5146c939f802af7f9/img/ml-engineer.png -------------------------------------------------------------------------------- /img/title.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/chris-chris/ml-engineer-roadmap/f97793ebf67459242fa6dff5146c939f802af7f9/img/title.png -------------------------------------------------------------------------------- /project-files/ml-engineer.json: -------------------------------------------------------------------------------- 1 | { 2 | "mockup": { 3 | "controls": { 4 | "control": [ 5 | { 6 | "ID": "0", 7 | "typeID": "Label", 8 | "zOrder": "6", 9 | "measuredW": "187", 10 | "measuredH": "40", 11 | "x": "644", 12 | "y": "138", 13 | "properties": { 14 | "bold": "true", 15 | "size": "32", 16 | "text": "ML Engineer" 17 | } 18 | }, 19 | { 20 | "ID": "1", 21 | "typeID": "Arrow", 22 | "zOrder": "7", 23 | "w": "14", 24 | "h": "105", 25 | "measuredW": "150", 26 | "measuredH": "100", 27 | "x": "708", 28 | "y": "30", 29 | "properties": { 30 | "color": "2848996", 31 | "curvature": "-1", 32 | "direction": "bottom", 33 | "leftArrow": "false", 34 | "p0": { 35 | "x": 2.153846153846154, 36 | "y": 0 37 | }, 38 | "p1": { 39 | "x": 0.4656914408114247, 40 | "y": 0.11500440997371852 41 | }, 42 | "p2": { 43 | "x": 0, 44 | "y": 104 45 | }, 46 | "rightArrow": "false", 47 | "stroke": "dotted" 48 | } 49 | }, 50 | { 51 | "ID": "2", 52 | "typeID": "Label", 53 | "zOrder": "8", 54 | "measuredW": "67", 55 | "measuredH": "25", 56 | "x": "159", 57 | "y": "44", 58 | "properties": { 59 | "bold": "true", 60 | "size": "17", 61 | "text": "Legends" 62 | } 63 | }, 64 | { 65 | "ID": "3", 66 | "typeID": "TextInput", 67 | "zOrder": "9", 68 | "w": "240", 69 | "measuredW": "239", 70 | "measuredH": "32", 71 | "x": "159", 72 | "y": "81", 73 | "properties": { 74 | "align": "center", 75 | "color": "16776960", 76 | "size": "18", 77 | "text": "Personal Recommendation!" 78 | } 79 | }, 80 | { 81 | "ID": "4", 82 | "typeID": "TextInput", 83 | "zOrder": "10", 84 | "w": "240", 85 | "measuredW": "109", 86 | "measuredH": "32", 87 | "x": "159", 88 | "y": "117", 89 | "properties": { 90 | "align": "center", 91 | "color": "15658734", 92 | "size": "18", 93 | "text": "Possibilities" 94 | } 95 | }, 96 | { 97 | "ID": "5", 98 | "typeID": "TextInput", 99 | "zOrder": "11", 100 | "w": "240", 101 | "measuredW": "86", 102 | "measuredH": "32", 103 | "x": "159", 104 | "y": "153", 105 | "properties": { 106 | "align": "center", 107 | "color": "16770457", 108 | "size": "18", 109 | "text": "Pick any!" 110 | } 111 | }, 112 | { 113 | "ID": "6", 114 | "typeID": "Arrow", 115 | "zOrder": "12", 116 | "w": "13", 117 | "h": "58", 118 | "measuredW": "150", 119 | "measuredH": "100", 120 | "x": "689", 121 | "y": "193", 122 | "properties": { 123 | "color": "2848996", 124 | "curvature": "-1", 125 | "leftArrow": "false", 126 | "p0": { 127 | "x": 3.25, 128 | "y": 0 129 | }, 130 | "p1": { 131 | "x": 0.4614622793164176, 132 | "y": -0.1113105364704893 133 | }, 134 | "p2": { 135 | "x": 11.916666666666668, 136 | "y": 57 137 | }, 138 | "rightArrow": "false" 139 | } 140 | }, 141 | { 142 | "ID": "7", 143 | "typeID": "Label", 144 | "zOrder": "13", 145 | "measuredW": "139", 146 | "measuredH": "26", 147 | "x": "690", 148 | "y": "260", 149 | "properties": { 150 | "bold": "true", 151 | "size": "18", 152 | "text": "Learn the Basics" 153 | } 154 | }, 155 | { 156 | "ID": "8", 157 | "typeID": "Arrow", 158 | "zOrder": "14", 159 | "w": "14", 160 | "h": "57", 161 | "measuredW": "150", 162 | "measuredH": "100", 163 | "x": "721", 164 | "y": "298", 165 | "properties": { 166 | "color": "2848996", 167 | "curvature": "-1", 168 | "direction": "bottom", 169 | "leftArrow": "false", 170 | "p0": { 171 | "x": 0.22222222222222232, 172 | "y": 0 173 | }, 174 | "p1": { 175 | "x": 0.47894873863173765, 176 | "y": 0.16302169329538116 177 | }, 178 | "p2": { 179 | "x": 9.51338306820469, 180 | "y": 57.15077516754616 181 | } 182 | } 183 | }, 184 | { 185 | "ID": "11", 186 | "typeID": "Icon", 187 | "zOrder": "15", 188 | "measuredW": "48", 189 | "measuredH": "48", 190 | "x": "705", 191 | "y": "323", 192 | "properties": { 193 | "color": "2848996", 194 | "icon": { 195 | "ID": "circle", 196 | "size": "large" 197 | } 198 | } 199 | }, 200 | { 201 | "ID": "26", 202 | "typeID": "Arrow", 203 | "zOrder": "16", 204 | "w": "59", 205 | "h": "192", 206 | "measuredW": "150", 207 | "measuredH": "100", 208 | "x": "728", 209 | "y": "361", 210 | "properties": { 211 | "color": "2848996", 212 | "rightArrow": "false", 213 | "p0": { 214 | "x": 59, 215 | "y": 191.5 216 | }, 217 | "p1": { 218 | "x": 0.47549979046335095, 219 | "y": 0.0098605490647926 220 | }, 221 | "p2": { 222 | "x": 0.34782956108551843, 223 | "y": -0.0744154801360537 224 | } 225 | } 226 | }, 227 | { 228 | "ID": "27", 229 | "typeID": "TextInput", 230 | "zOrder": "17", 231 | "w": "170", 232 | "measuredW": "155", 233 | "measuredH": "32", 234 | "x": "824", 235 | "y": "868", 236 | "properties": { 237 | "align": "center", 238 | "color": "16776960", 239 | "size": "18", 240 | "text": "Cloud Computing" 241 | } 242 | }, 243 | { 244 | "ID": "30", 245 | "typeID": "TextInput", 246 | "zOrder": "18", 247 | "w": "202", 248 | "measuredW": "179", 249 | "measuredH": "32", 250 | "x": "439", 251 | "y": "758", 252 | "properties": { 253 | "align": "center", 254 | "color": "16776960", 255 | "size": "18", 256 | "text": "Model Management" 257 | } 258 | }, 259 | { 260 | "ID": "31", 261 | "typeID": "TextInput", 262 | "zOrder": "19", 263 | "w": "175", 264 | "measuredW": "58", 265 | "measuredH": "32", 266 | "x": "822", 267 | "y": "738", 268 | "properties": { 269 | "align": "center", 270 | "color": "16776960", 271 | "text": "Linux", 272 | "size": "18" 273 | } 274 | }, 275 | { 276 | "ID": "33", 277 | "typeID": "Arrow", 278 | "zOrder": "20", 279 | "w": "128", 280 | "h": "37", 281 | "measuredW": "150", 282 | "measuredH": "100", 283 | "x": "998", 284 | "y": "848", 285 | "properties": { 286 | "color": "2848996", 287 | "curvature": "0", 288 | "direction": "bottom", 289 | "rightArrow": "false", 290 | "p0": { 291 | "x": 127.61723827201149, 292 | "y": -0.1831220128962059 293 | }, 294 | "p1": { 295 | "x": 0.4361630263454177, 296 | "y": -0.005854537266381474 297 | }, 298 | "p2": { 299 | "x": 0, 300 | "y": 37 301 | } 302 | } 303 | }, 304 | { 305 | "ID": "38", 306 | "typeID": "TextInput", 307 | "zOrder": "21", 308 | "w": "176", 309 | "measuredW": "73", 310 | "measuredH": "32", 311 | "x": "821", 312 | "y": "980", 313 | "properties": { 314 | "align": "center", 315 | "color": "16776960", 316 | "text": "Docker", 317 | "size": "18" 318 | } 319 | }, 320 | { 321 | "ID": "42", 322 | "typeID": "TextInput", 323 | "zOrder": "22", 324 | "w": "141", 325 | "measuredW": "109", 326 | "measuredH": "32", 327 | "x": "814", 328 | "y": "1401", 329 | "properties": { 330 | "align": "center", 331 | "color": "16776960", 332 | "size": "18", 333 | "text": "Kubernetes" 334 | } 335 | }, 336 | { 337 | "ID": "63", 338 | "typeID": "Arrow", 339 | "zOrder": "23", 340 | "w": "72", 341 | "h": "1", 342 | "measuredW": "150", 343 | "measuredH": "100", 344 | "x": "953", 345 | "y": "1415", 346 | "properties": { 347 | "color": "2848996", 348 | "rightArrow": "false", 349 | "p0": { 350 | "x": 72, 351 | "y": 0.5 352 | }, 353 | "p1": { 354 | "x": 0.5, 355 | "y": 0 356 | }, 357 | "p2": { 358 | "x": 0.14362918194524354, 359 | "y": 0.3740067885539702 360 | } 361 | } 362 | }, 363 | { 364 | "ID": "70", 365 | "typeID": "Arrow", 366 | "zOrder": "24", 367 | "w": "24", 368 | "h": "341", 369 | "measuredW": "150", 370 | "measuredH": "100", 371 | "x": "731", 372 | "y": "520", 373 | "properties": { 374 | "color": "2848996", 375 | "leftArrow": "false", 376 | "rightArrow": "false", 377 | "p0": { 378 | "x": 16.115959956118445, 379 | "y": -0.26715829139584457 380 | }, 381 | "p1": { 382 | "x": 0.49130441468177705, 383 | "y": 0.04062552857779898 384 | }, 385 | "p2": { 386 | "x": -0.5, 387 | "y": 340.5 388 | } 389 | } 390 | }, 391 | { 392 | "ID": "71", 393 | "typeID": "Label", 394 | "zOrder": "25", 395 | "w": "134", 396 | "measuredW": "127", 397 | "measuredH": "26", 398 | "x": "663", 399 | "y": "892", 400 | "properties": { 401 | "bold": "true", 402 | "size": "18", 403 | "text": "Getting Deeper" 404 | } 405 | }, 406 | { 407 | "ID": "72", 408 | "typeID": "Arrow", 409 | "zOrder": "26", 410 | "w": "24", 411 | "h": "302", 412 | "measuredW": "150", 413 | "measuredH": "100", 414 | "x": "705", 415 | "y": "929", 416 | "properties": { 417 | "color": "2848996", 418 | "curvature": "-1", 419 | "leftArrow": "false", 420 | "rightArrow": "false", 421 | "p0": { 422 | "x": 19.738573715886787, 423 | "y": 0.022454554129808457 424 | }, 425 | "p1": { 426 | "x": 0.5491442542787286, 427 | "y": -0.07237163814180929 428 | }, 429 | "p2": { 430 | "x": 24, 431 | "y": 302 432 | } 433 | } 434 | }, 435 | { 436 | "ID": "73", 437 | "typeID": "Icon", 438 | "zOrder": "27", 439 | "measuredW": "48", 440 | "measuredH": "48", 441 | "x": "704", 442 | "y": "1206", 443 | "properties": { 444 | "color": "2848996", 445 | "icon": { 446 | "ID": "circle", 447 | "size": "large" 448 | } 449 | } 450 | }, 451 | { 452 | "ID": "75", 453 | "typeID": "Arrow", 454 | "zOrder": "28", 455 | "w": "56", 456 | "h": "227", 457 | "measuredW": "150", 458 | "measuredH": "100", 459 | "x": "733", 460 | "y": "1006", 461 | "properties": { 462 | "color": "2848996", 463 | "curvature": "-1", 464 | "rightArrow": "false", 465 | "p0": { 466 | "x": 56.74757846504042, 467 | "y": -0.20653225371870576 468 | }, 469 | "p1": { 470 | "x": 0.3250944693824664, 471 | "y": -0.11999902535773611 472 | }, 473 | "p2": { 474 | "x": 1, 475 | "y": 227 476 | } 477 | } 478 | }, 479 | { 480 | "ID": "103", 481 | "typeID": "Label", 482 | "zOrder": "29", 483 | "w": "184", 484 | "measuredW": "171", 485 | "measuredH": "26", 486 | "x": "671", 487 | "y": "1322", 488 | "properties": { 489 | "bold": "true", 490 | "size": "18", 491 | "text": "Maximize Your Skills!" 492 | } 493 | }, 494 | { 495 | "ID": "122", 496 | "typeID": "Icon", 497 | "zOrder": "30", 498 | "measuredW": "48", 499 | "measuredH": "48", 500 | "x": "705", 501 | "y": "1561", 502 | "properties": { 503 | "color": "2848996", 504 | "icon": { 505 | "ID": "flag-checkered", 506 | "size": "large" 507 | } 508 | } 509 | }, 510 | { 511 | "ID": "123", 512 | "typeID": "Label", 513 | "zOrder": "31", 514 | "measuredW": "113", 515 | "measuredH": "26", 516 | "x": "669", 517 | "y": "1609", 518 | "properties": { 519 | "bold": "true", 520 | "color": "2848996", 521 | "size": "18", 522 | "text": "Start Building" 523 | } 524 | }, 525 | { 526 | "ID": "124", 527 | "typeID": "Arrow", 528 | "zOrder": "32", 529 | "w": "30", 530 | "h": "218", 531 | "measuredW": "150", 532 | "measuredH": "100", 533 | "x": "718", 534 | "y": "1352", 535 | "properties": { 536 | "color": "2848996", 537 | "curvature": "-1", 538 | "direction": "bottom", 539 | "leftArrow": "false", 540 | "rightArrow": "false", 541 | "p0": { 542 | "x": 21.16429781863326, 543 | "y": 0.28612866819321425 544 | }, 545 | "p1": { 546 | "x": 0.5430180110563148, 547 | "y": 0.08583049733182543 548 | }, 549 | "p2": { 550 | "x": -0.1988321761249381, 551 | "y": 218.1900546147267 552 | } 553 | } 554 | }, 555 | { 556 | "ID": "125", 557 | "typeID": "Icon", 558 | "zOrder": "33", 559 | "measuredW": "48", 560 | "measuredH": "48", 561 | "x": "719", 562 | "y": "1471", 563 | "properties": { 564 | "color": "2848996", 565 | "icon": { 566 | "ID": "circle", 567 | "size": "large" 568 | } 569 | } 570 | }, 571 | { 572 | "ID": "126", 573 | "typeID": "Arrow", 574 | "zOrder": "34", 575 | "w": "9", 576 | "h": "79", 577 | "measuredW": "150", 578 | "measuredH": "100", 579 | "x": "723", 580 | "y": "1233", 581 | "properties": { 582 | "color": "2848996", 583 | "curvature": "-1", 584 | "leftArrow": "false", 585 | "rightArrow": "false", 586 | "p0": { 587 | "x": 9, 588 | "y": 0 589 | }, 590 | "p1": { 591 | "x": 0.5151108126259236, 592 | "y": -0.10006715916722632 593 | }, 594 | "p2": { 595 | "x": 7.61904582072998, 596 | "y": 78.6961816781527 597 | } 598 | } 599 | }, 600 | { 601 | "ID": "205", 602 | "typeID": "TextInput", 603 | "zOrder": "35", 604 | "w": "240", 605 | "measuredW": "136", 606 | "measuredH": "32", 607 | "x": "1123", 608 | "y": "834", 609 | "properties": { 610 | "align": "center", 611 | "color": "16776960", 612 | "text": "Object Storage", 613 | "size": "18" 614 | } 615 | }, 616 | { 617 | "ID": "266", 618 | "typeID": "Label", 619 | "zOrder": "36", 620 | "measuredW": "437", 621 | "measuredH": "26", 622 | "x": "735", 623 | "y": "76", 624 | "properties": { 625 | "bold": "true", 626 | "size": "18", 627 | "text": "https://github.com/chris-chris/ml-engineer-roadmap", 628 | "color": "2848996" 629 | } 630 | }, 631 | { 632 | "ID": "267", 633 | "typeID": "Label", 634 | "zOrder": "37", 635 | "measuredW": "134", 636 | "measuredH": "26", 637 | "x": "735", 638 | "y": "102", 639 | "properties": { 640 | "bold": "true", 641 | "size": "18", 642 | "text": "@chris_loves_ai", 643 | "color": "2848996" 644 | } 645 | }, 646 | { 647 | "ID": "274", 648 | "typeID": "Arrow", 649 | "zOrder": "38", 650 | "w": "124", 651 | "h": "86", 652 | "measuredW": "150", 653 | "measuredH": "100", 654 | "x": "995", 655 | "y": "886", 656 | "properties": { 657 | "color": "2848996", 658 | "curvature": "0", 659 | "direction": "bottom", 660 | "rightArrow": "false", 661 | "p0": { 662 | "x": 123.86931201157836, 663 | "y": 85.82445321058833 664 | }, 665 | "p1": { 666 | "x": 0.43616302634541765, 667 | "y": -0.005854537266381452 668 | }, 669 | "p2": { 670 | "x": 0, 671 | "y": -0.5 672 | } 673 | } 674 | }, 675 | { 676 | "ID": "290", 677 | "typeID": "TextInput", 678 | "zOrder": "39", 679 | "w": "234", 680 | "measuredW": "221", 681 | "measuredH": "32", 682 | "x": "407", 683 | "y": "901", 684 | "properties": { 685 | "align": "center", 686 | "color": "16776960", 687 | "size": "18", 688 | "text": "Experiment Management" 689 | } 690 | }, 691 | { 692 | "ID": "293", 693 | "typeID": "TextInput", 694 | "zOrder": "40", 695 | "w": "252", 696 | "measuredW": "107", 697 | "measuredH": "32", 698 | "x": "1026", 699 | "y": "1400", 700 | "properties": { 701 | "align": "center", 702 | "color": "16776960", 703 | "size": "18", 704 | "text": "Helm Chart" 705 | } 706 | }, 707 | { 708 | "ID": "295", 709 | "typeID": "FieldSet", 710 | "zOrder": "5", 711 | "w": "588", 712 | "h": "355", 713 | "measuredW": "200", 714 | "measuredH": "170", 715 | "x": "791", 716 | "y": "696", 717 | "properties": { 718 | "text": "Infra Basics", 719 | "size": "18" 720 | } 721 | }, 722 | { 723 | "ID": "296", 724 | "typeID": "TextInput", 725 | "zOrder": "41", 726 | "w": "240", 727 | "measuredW": "144", 728 | "measuredH": "32", 729 | "x": "1123", 730 | "y": "876", 731 | "properties": { 732 | "align": "center", 733 | "color": "16776960", 734 | "text": "Cloud GPU VMs", 735 | "size": "18" 736 | } 737 | }, 738 | { 739 | "ID": "298", 740 | "typeID": "Arrow", 741 | "zOrder": "42", 742 | "w": "121", 743 | "h": "5", 744 | "measuredW": "150", 745 | "measuredH": "100", 746 | "x": "1000", 747 | "y": "886", 748 | "properties": { 749 | "color": "2848996", 750 | "curvature": "0", 751 | "rightArrow": "false", 752 | "p0": { 753 | "x": 120.1707032481147, 754 | "y": 5.3891581782784215 755 | }, 756 | "p1": { 757 | "x": 0.43616302634541737, 758 | "y": -0.005854537266381158 759 | }, 760 | "p2": { 761 | "x": -0.5, 762 | "y": 0 763 | } 764 | } 765 | }, 766 | { 767 | "ID": "301", 768 | "typeID": "TextInput", 769 | "zOrder": "43", 770 | "w": "252", 771 | "measuredW": "209", 772 | "measuredH": "32", 773 | "x": "814", 774 | "y": "1158", 775 | "properties": { 776 | "align": "center", 777 | "color": "16776960", 778 | "size": "18", 779 | "text": "Continuous Deployment" 780 | } 781 | }, 782 | { 783 | "ID": "302", 784 | "typeID": "FieldSet", 785 | "zOrder": "44", 786 | "w": "557", 787 | "h": "265", 788 | "measuredW": "241", 789 | "measuredH": "170", 790 | "x": "104", 791 | "y": "442", 792 | "properties": { 793 | "size": "18", 794 | "text": "Computer Science Basics" 795 | } 796 | }, 797 | { 798 | "ID": "303", 799 | "typeID": "TextInput", 800 | "zOrder": "45", 801 | "w": "189", 802 | "measuredW": "132", 803 | "measuredH": "32", 804 | "x": "445", 805 | "y": "467", 806 | "properties": { 807 | "align": "center", 808 | "color": "16776960", 809 | "size": "18", 810 | "text": "Data Structure" 811 | } 812 | }, 813 | { 814 | "ID": "304", 815 | "typeID": "TextInput", 816 | "zOrder": "46", 817 | "w": "189", 818 | "measuredW": "100", 819 | "measuredH": "32", 820 | "x": "445", 821 | "y": "521", 822 | "properties": { 823 | "align": "center", 824 | "color": "16776960", 825 | "size": "18", 826 | "text": "Algorithms" 827 | } 828 | }, 829 | { 830 | "ID": "305", 831 | "typeID": "TextInput", 832 | "zOrder": "47", 833 | "w": "189", 834 | "measuredW": "93", 835 | "measuredH": "32", 836 | "x": "445", 837 | "y": "574", 838 | "properties": { 839 | "align": "center", 840 | "color": "16776960", 841 | "size": "18", 842 | "text": "Database" 843 | } 844 | }, 845 | { 846 | "ID": "307", 847 | "typeID": "TextInput", 848 | "zOrder": "48", 849 | "w": "188", 850 | "measuredW": "159", 851 | "measuredH": "32", 852 | "x": "446", 853 | "y": "629", 854 | "properties": { 855 | "align": "center", 856 | "color": "15658734", 857 | "size": "18", 858 | "text": "Operating System" 859 | } 860 | }, 861 | { 862 | "ID": "308", 863 | "typeID": "Arrow", 864 | "zOrder": "49", 865 | "w": "59", 866 | "h": "189", 867 | "measuredW": "150", 868 | "measuredH": "100", 869 | "x": "667", 870 | "y": "351", 871 | "properties": { 872 | "color": "2848996", 873 | "rightArrow": "false", 874 | "p0": { 875 | "x": 0, 876 | "y": 188.5 877 | }, 878 | "p1": { 879 | "x": 0.3696610536966104, 880 | "y": -0.14280552142805533 881 | }, 882 | "p2": { 883 | "x": 57.73857371588679, 884 | "y": -0.18033184669224056 885 | } 886 | } 887 | }, 888 | { 889 | "ID": "309", 890 | "typeID": "FieldSet", 891 | "zOrder": "4", 892 | "w": "557", 893 | "h": "265", 894 | "measuredW": "273", 895 | "measuredH": "170", 896 | "x": "104", 897 | "y": "727", 898 | "properties": { 899 | "size": "18", 900 | "text": "MLOps Basics. Model Serving" 901 | } 902 | }, 903 | { 904 | "ID": "310", 905 | "typeID": "TextInput", 906 | "zOrder": "50", 907 | "w": "202", 908 | "measuredW": "131", 909 | "measuredH": "32", 910 | "x": "439", 911 | "y": "805", 912 | "properties": { 913 | "align": "center", 914 | "color": "16776960", 915 | "size": "18", 916 | "text": "Model Serving" 917 | } 918 | }, 919 | { 920 | "ID": "311", 921 | "typeID": "TextInput", 922 | "zOrder": "51", 923 | "w": "202", 924 | "measuredW": "71", 925 | "measuredH": "32", 926 | "x": "133", 927 | "y": "755", 928 | "properties": { 929 | "align": "center", 930 | "color": "16776960", 931 | "size": "18", 932 | "text": "MLflow" 933 | } 934 | }, 935 | { 936 | "ID": "312", 937 | "typeID": "TextInput", 938 | "zOrder": "52", 939 | "w": "202", 940 | "measuredW": "89", 941 | "measuredH": "32", 942 | "x": "133", 943 | "y": "796", 944 | "properties": { 945 | "align": "center", 946 | "color": "16776960", 947 | "size": "18", 948 | "text": "BentoML" 949 | } 950 | }, 951 | { 952 | "ID": "313", 953 | "typeID": "Arrow", 954 | "zOrder": "53", 955 | "w": "107", 956 | "h": "3", 957 | "measuredW": "150", 958 | "measuredH": "100", 959 | "x": "331", 960 | "y": "771", 961 | "properties": { 962 | "color": "2848996", 963 | "curvature": "0", 964 | "direction": "bottom", 965 | "rightArrow": "false", 966 | "p0": { 967 | "x": 0, 968 | "y": -0.5 969 | }, 970 | "p1": { 971 | "x": 0.4361630263454178, 972 | "y": -0.005854537266381426 973 | }, 974 | "p2": { 975 | "x": 107, 976 | "y": 2.5 977 | } 978 | } 979 | }, 980 | { 981 | "ID": "314", 982 | "typeID": "Arrow", 983 | "zOrder": "54", 984 | "w": "103", 985 | "h": "37", 986 | "measuredW": "150", 987 | "measuredH": "100", 988 | "x": "335", 989 | "y": "776", 990 | "properties": { 991 | "color": "2848996", 992 | "curvature": "0", 993 | "direction": "bottom", 994 | "rightArrow": "false", 995 | "p0": { 996 | "x": 0, 997 | "y": 36.5 998 | }, 999 | "p1": { 1000 | "x": 0.4361630263454179, 1001 | "y": -0.00585453726638142 1002 | }, 1003 | "p2": { 1004 | "x": 103, 1005 | "y": -0.5 1006 | } 1007 | } 1008 | }, 1009 | { 1010 | "ID": "315", 1011 | "typeID": "Arrow", 1012 | "zOrder": "55", 1013 | "w": "84", 1014 | "h": "379", 1015 | "measuredW": "150", 1016 | "measuredH": "100", 1017 | "x": "664", 1018 | "y": "365", 1019 | "properties": { 1020 | "color": "2848996", 1021 | "rightArrow": "false", 1022 | "p0": { 1023 | "x": 0, 1024 | "y": 379.5 1025 | }, 1026 | "p1": { 1027 | "x": 0.3696610536966104, 1028 | "y": -0.14280552142805522 1029 | }, 1030 | "p2": { 1031 | "x": 65.79153189916497, 1032 | "y": 0.2566915341023446 1033 | } 1034 | } 1035 | }, 1036 | { 1037 | "ID": "316", 1038 | "typeID": "TextInput", 1039 | "zOrder": "56", 1040 | "w": "234", 1041 | "measuredW": "157", 1042 | "measuredH": "32", 1043 | "x": "407", 1044 | "y": "1044", 1045 | "properties": { 1046 | "align": "center", 1047 | "color": "16776960", 1048 | "size": "18", 1049 | "text": "Model Monitoring" 1050 | } 1051 | }, 1052 | { 1053 | "ID": "317", 1054 | "typeID": "FieldSet", 1055 | "zOrder": "3", 1056 | "w": "291", 1057 | "h": "171", 1058 | "measuredW": "200", 1059 | "measuredH": "170", 1060 | "x": "791", 1061 | "y": "342", 1062 | "properties": { 1063 | "text": "Mathematics", 1064 | "size": "18" 1065 | } 1066 | }, 1067 | { 1068 | "ID": "318", 1069 | "typeID": "Arrow", 1070 | "zOrder": "57", 1071 | "w": "61", 1072 | "h": "64", 1073 | "measuredW": "150", 1074 | "measuredH": "100", 1075 | "x": "732", 1076 | "y": "359", 1077 | "properties": { 1078 | "color": "2848996", 1079 | "rightArrow": "false", 1080 | "p0": { 1081 | "x": 61, 1082 | "y": 64.5 1083 | }, 1084 | "p1": { 1085 | "x": 0.4651351460984086, 1086 | "y": 0.05294968698027235 1087 | }, 1088 | "p2": { 1089 | "x": -0.0429145937158637, 1090 | "y": 0.48188218178449915 1091 | } 1092 | } 1093 | }, 1094 | { 1095 | "ID": "319", 1096 | "typeID": "TextInput", 1097 | "zOrder": "58", 1098 | "w": "228", 1099 | "measuredW": "134", 1100 | "measuredH": "32", 1101 | "x": "814", 1102 | "y": "367", 1103 | "properties": { 1104 | "align": "center", 1105 | "color": "16776960", 1106 | "size": "18", 1107 | "text": "Linear Algebra" 1108 | } 1109 | }, 1110 | { 1111 | "ID": "320", 1112 | "typeID": "TextInput", 1113 | "zOrder": "59", 1114 | "w": "228", 1115 | "measuredW": "211", 1116 | "measuredH": "32", 1117 | "x": "814", 1118 | "y": "415", 1119 | "properties": { 1120 | "align": "center", 1121 | "color": "16776960", 1122 | "size": "18", 1123 | "text": "Probability and Statistics" 1124 | } 1125 | }, 1126 | { 1127 | "ID": "321", 1128 | "typeID": "TextInput", 1129 | "zOrder": "60", 1130 | "w": "228", 1131 | "measuredW": "176", 1132 | "measuredH": "32", 1133 | "x": "814", 1134 | "y": "459", 1135 | "properties": { 1136 | "align": "center", 1137 | "color": "16776960", 1138 | "size": "18", 1139 | "text": "Optimization Theory" 1140 | } 1141 | }, 1142 | { 1143 | "ID": "322", 1144 | "typeID": "FieldSet", 1145 | "zOrder": "2", 1146 | "w": "588", 1147 | "h": "232", 1148 | "measuredW": "200", 1149 | "measuredH": "170", 1150 | "x": "791", 1151 | "y": "1076", 1152 | "properties": { 1153 | "text": "DevOps: CI/CD", 1154 | "size": "18" 1155 | } 1156 | }, 1157 | { 1158 | "ID": "323", 1159 | "typeID": "FieldSet", 1160 | "zOrder": "61", 1161 | "w": "290", 1162 | "h": "164", 1163 | "measuredW": "237", 1164 | "measuredH": "170", 1165 | "x": "792", 1166 | "y": "520", 1167 | "properties": { 1168 | "text": "Machine Learning Basics", 1169 | "size": "18" 1170 | } 1171 | }, 1172 | { 1173 | "ID": "324", 1174 | "typeID": "TextInput", 1175 | "zOrder": "62", 1176 | "w": "242", 1177 | "measuredW": "136", 1178 | "measuredH": "32", 1179 | "x": "811", 1180 | "y": "545", 1181 | "properties": { 1182 | "align": "center", 1183 | "color": "16776960", 1184 | "size": "18", 1185 | "text": "Deep Learning" 1186 | } 1187 | }, 1188 | { 1189 | "ID": "325", 1190 | "typeID": "TextInput", 1191 | "zOrder": "63", 1192 | "w": "242", 1193 | "measuredW": "183", 1194 | "measuredH": "32", 1195 | "x": "811", 1196 | "y": "590", 1197 | "properties": { 1198 | "align": "center", 1199 | "color": "16776960", 1200 | "size": "18", 1201 | "text": "Supervised Learning" 1202 | } 1203 | }, 1204 | { 1205 | "ID": "326", 1206 | "typeID": "TextInput", 1207 | "zOrder": "64", 1208 | "w": "240", 1209 | "measuredW": "204", 1210 | "measuredH": "32", 1211 | "x": "813", 1212 | "y": "634", 1213 | "properties": { 1214 | "align": "center", 1215 | "color": "15658734", 1216 | "size": "18", 1217 | "text": "Unsupervised Learning" 1218 | } 1219 | }, 1220 | { 1221 | "ID": "327", 1222 | "typeID": "TextInput", 1223 | "zOrder": "65", 1224 | "w": "240", 1225 | "measuredW": "150", 1226 | "measuredH": "32", 1227 | "x": "1123", 1228 | "y": "917", 1229 | "properties": { 1230 | "align": "center", 1231 | "color": "16770457", 1232 | "size": "18", 1233 | "text": "Google Vertex AI" 1234 | } 1235 | }, 1236 | { 1237 | "ID": "328", 1238 | "typeID": "TextInput", 1239 | "zOrder": "66", 1240 | "w": "240", 1241 | "measuredW": "150", 1242 | "measuredH": "32", 1243 | "x": "1123", 1244 | "y": "952", 1245 | "properties": { 1246 | "align": "center", 1247 | "color": "16770457", 1248 | "size": "18", 1249 | "text": "AWS SageMaker" 1250 | } 1251 | }, 1252 | { 1253 | "ID": "329", 1254 | "typeID": "TextInput", 1255 | "zOrder": "67", 1256 | "w": "240", 1257 | "measuredW": "92", 1258 | "measuredH": "32", 1259 | "x": "1123", 1260 | "y": "989", 1261 | "properties": { 1262 | "align": "center", 1263 | "color": "16770457", 1264 | "size": "18", 1265 | "text": "Azure ML" 1266 | } 1267 | }, 1268 | { 1269 | "ID": "330", 1270 | "typeID": "Arrow", 1271 | "zOrder": "68", 1272 | "w": "479", 1273 | "h": "93", 1274 | "measuredW": "150", 1275 | "measuredH": "100", 1276 | "x": "735", 1277 | "y": "261", 1278 | "properties": { 1279 | "color": "2848996", 1280 | "rightArrow": "false", 1281 | "p0": { 1282 | "x": 479.1536663248223, 1283 | "y": 82.60115646291047 1284 | }, 1285 | "p1": { 1286 | "x": 0.47234223520144786, 1287 | "y": -0.1819189876024519 1288 | }, 1289 | "p2": { 1290 | "x": -0.1488309602721074, 1291 | "y": 93.24333361953256 1292 | } 1293 | } 1294 | }, 1295 | { 1296 | "ID": "331", 1297 | "typeID": "TextInput", 1298 | "zOrder": "69", 1299 | "w": "252", 1300 | "measuredW": "200", 1301 | "measuredH": "32", 1302 | "x": "814", 1303 | "y": "1110", 1304 | "properties": { 1305 | "align": "center", 1306 | "color": "16776960", 1307 | "size": "18", 1308 | "text": "Continuous Integration" 1309 | } 1310 | }, 1311 | { 1312 | "ID": "332", 1313 | "typeID": "FieldSet", 1314 | "zOrder": "1", 1315 | "w": "588", 1316 | "h": "194", 1317 | "measuredW": "200", 1318 | "measuredH": "170", 1319 | "x": "791", 1320 | "y": "1364", 1321 | "properties": { 1322 | "size": "18", 1323 | "text": "Infra Advanced" 1324 | } 1325 | }, 1326 | { 1327 | "ID": "333", 1328 | "typeID": "TextInput", 1329 | "zOrder": "70", 1330 | "w": "141", 1331 | "measuredW": "135", 1332 | "measuredH": "32", 1333 | "x": "814", 1334 | "y": "1448", 1335 | "properties": { 1336 | "align": "center", 1337 | "color": "16776960", 1338 | "size": "18", 1339 | "text": "Terraform(IaC)" 1340 | } 1341 | }, 1342 | { 1343 | "ID": "335", 1344 | "typeID": "Arrow", 1345 | "zOrder": "71", 1346 | "w": "62", 1347 | "h": "33", 1348 | "measuredW": "150", 1349 | "measuredH": "100", 1350 | "x": "730", 1351 | "y": "1206", 1352 | "properties": { 1353 | "color": "2848996", 1354 | "curvature": "-1", 1355 | "rightArrow": "false", 1356 | "p0": { 1357 | "x": 61.56309013967268, 1358 | "y": 0.4075077931479427 1359 | }, 1360 | "p1": { 1361 | "x": 0.4999999999999999, 1362 | "y": -1.817795323339599e-15 1363 | }, 1364 | "p2": { 1365 | "x": -0.16430679782479274, 1366 | "y": 33.086717936528885 1367 | } 1368 | } 1369 | }, 1370 | { 1371 | "ID": "336", 1372 | "typeID": "TextInput", 1373 | "zOrder": "72", 1374 | "w": "240", 1375 | "measuredW": "95", 1376 | "measuredH": "32", 1377 | "x": "151", 1378 | "y": "485", 1379 | "properties": { 1380 | "align": "center", 1381 | "color": "16770457", 1382 | "size": "18", 1383 | "text": "LeetCode" 1384 | } 1385 | }, 1386 | { 1387 | "ID": "337", 1388 | "typeID": "TextInput", 1389 | "zOrder": "73", 1390 | "w": "240", 1391 | "measuredW": "115", 1392 | "measuredH": "32", 1393 | "x": "151", 1394 | "y": "520", 1395 | "properties": { 1396 | "align": "center", 1397 | "color": "16770457", 1398 | "size": "18", 1399 | "text": "HackerRank" 1400 | } 1401 | }, 1402 | { 1403 | "ID": "338", 1404 | "typeID": "TextInput", 1405 | "zOrder": "74", 1406 | "w": "240", 1407 | "measuredW": "96", 1408 | "measuredH": "32", 1409 | "x": "151", 1410 | "y": "556", 1411 | "properties": { 1412 | "align": "center", 1413 | "color": "16770457", 1414 | "size": "18", 1415 | "text": "Codewars" 1416 | } 1417 | }, 1418 | { 1419 | "ID": "339", 1420 | "typeID": "Arrow", 1421 | "zOrder": "75", 1422 | "w": "51", 1423 | "h": "33", 1424 | "measuredW": "150", 1425 | "measuredH": "100", 1426 | "x": "391", 1427 | "y": "499", 1428 | "properties": { 1429 | "color": "2848996", 1430 | "curvature": "0", 1431 | "direction": "bottom", 1432 | "rightArrow": "false", 1433 | "p0": { 1434 | "x": 0.4125684191008645, 1435 | "y": -0.49518741821526646 1436 | }, 1437 | "p1": { 1438 | "x": 0.4361630263454178, 1439 | "y": -0.005854537266381396 1440 | }, 1441 | "p2": { 1442 | "x": 51, 1443 | "y": 32.5 1444 | } 1445 | } 1446 | }, 1447 | { 1448 | "ID": "340", 1449 | "typeID": "Arrow", 1450 | "zOrder": "76", 1451 | "w": "53", 1452 | "h": "2", 1453 | "measuredW": "150", 1454 | "measuredH": "100", 1455 | "x": "391", 1456 | "y": "535", 1457 | "properties": { 1458 | "color": "2848996", 1459 | "curvature": "0", 1460 | "direction": "bottom", 1461 | "rightArrow": "false", 1462 | "p0": { 1463 | "x": 0.4125684191008645, 1464 | "y": -0.18495392556974366 1465 | }, 1466 | "p1": { 1467 | "x": 0.436163026345418, 1468 | "y": -0.005854537266381393 1469 | }, 1470 | "p2": { 1471 | "x": 53.062406983436915, 1472 | "y": 1.6305577490625751 1473 | } 1474 | } 1475 | }, 1476 | { 1477 | "ID": "341", 1478 | "typeID": "Arrow", 1479 | "zOrder": "77", 1480 | "w": "53", 1481 | "h": "32", 1482 | "measuredW": "150", 1483 | "measuredH": "100", 1484 | "x": "391", 1485 | "y": "538", 1486 | "properties": { 1487 | "color": "2848996", 1488 | "curvature": "0", 1489 | "direction": "bottom", 1490 | "rightArrow": "false", 1491 | "p0": { 1492 | "x": 0.4125684191008645, 1493 | "y": 32.815046074430256 1494 | }, 1495 | "p1": { 1496 | "x": 0.43616302634541804, 1497 | "y": -0.005854537266381384 1498 | }, 1499 | "p2": { 1500 | "x": 53.062406983436915, 1501 | "y": 0.44606942369483704 1502 | } 1503 | } 1504 | }, 1505 | { 1506 | "ID": "342", 1507 | "typeID": "TextInput", 1508 | "zOrder": "78", 1509 | "w": "240", 1510 | "measuredW": "135", 1511 | "measuredH": "32", 1512 | "x": "1110", 1513 | "y": "1112", 1514 | "properties": { 1515 | "align": "center", 1516 | "color": "16770457", 1517 | "size": "18", 1518 | "text": "GitHub Actions" 1519 | } 1520 | }, 1521 | { 1522 | "ID": "343", 1523 | "typeID": "TextInput", 1524 | "zOrder": "79", 1525 | "w": "240", 1526 | "measuredW": "164", 1527 | "measuredH": "32", 1528 | "x": "1110", 1529 | "y": "1147", 1530 | "properties": { 1531 | "align": "center", 1532 | "color": "16770457", 1533 | "size": "18", 1534 | "text": "Google Cloudbuild" 1535 | } 1536 | }, 1537 | { 1538 | "ID": "344", 1539 | "typeID": "TextInput", 1540 | "zOrder": "80", 1541 | "w": "240", 1542 | "measuredW": "77", 1543 | "measuredH": "32", 1544 | "x": "1110", 1545 | "y": "1183", 1546 | "properties": { 1547 | "align": "center", 1548 | "color": "16770457", 1549 | "size": "18", 1550 | "text": "Jenkins" 1551 | } 1552 | }, 1553 | { 1554 | "ID": "345", 1555 | "typeID": "TextInput", 1556 | "zOrder": "81", 1557 | "w": "240", 1558 | "measuredW": "80", 1559 | "measuredH": "32", 1560 | "x": "1110", 1561 | "y": "1221", 1562 | "properties": { 1563 | "align": "center", 1564 | "color": "16770457", 1565 | "size": "18", 1566 | "text": "CircleCI" 1567 | } 1568 | }, 1569 | { 1570 | "ID": "346", 1571 | "typeID": "TextInput", 1572 | "zOrder": "82", 1573 | "w": "240", 1574 | "measuredW": "96", 1575 | "measuredH": "32", 1576 | "x": "1110", 1577 | "y": "1261", 1578 | "properties": { 1579 | "align": "center", 1580 | "color": "16770457", 1581 | "size": "18", 1582 | "text": "Spinnaker" 1583 | } 1584 | }, 1585 | { 1586 | "ID": "348", 1587 | "typeID": "TextInput", 1588 | "zOrder": "83", 1589 | "w": "141", 1590 | "measuredW": "90", 1591 | "measuredH": "32", 1592 | "x": "814", 1593 | "y": "1496", 1594 | "properties": { 1595 | "align": "center", 1596 | "color": "15658734", 1597 | "size": "18", 1598 | "text": "KeyCloak" 1599 | } 1600 | }, 1601 | { 1602 | "ID": "349", 1603 | "typeID": "TextInput", 1604 | "zOrder": "84", 1605 | "w": "240", 1606 | "measuredW": "73", 1607 | "measuredH": "32", 1608 | "x": "1123", 1609 | "y": "720", 1610 | "properties": { 1611 | "align": "center", 1612 | "color": "16776960", 1613 | "text": "Ubuntu", 1614 | "size": "18" 1615 | } 1616 | }, 1617 | { 1618 | "ID": "350", 1619 | "typeID": "TextInput", 1620 | "zOrder": "85", 1621 | "w": "240", 1622 | "measuredW": "78", 1623 | "measuredH": "32", 1624 | "x": "1123", 1625 | "y": "758", 1626 | "properties": { 1627 | "align": "center", 1628 | "color": "15658734", 1629 | "text": "CentOS", 1630 | "size": "18" 1631 | } 1632 | }, 1633 | { 1634 | "ID": "351", 1635 | "typeID": "Arrow", 1636 | "zOrder": "86", 1637 | "w": "123", 1638 | "h": "16", 1639 | "measuredW": "150", 1640 | "measuredH": "100", 1641 | "x": "995", 1642 | "y": "735", 1643 | "properties": { 1644 | "color": "2848996", 1645 | "curvature": "0", 1646 | "direction": "bottom", 1647 | "rightArrow": "false", 1648 | "p0": { 1649 | "x": 123.35519157348244, 1650 | "y": 0.255154159902645 1651 | }, 1652 | "p1": { 1653 | "x": 0.43616302634541765, 1654 | "y": -0.005854537266381555 1655 | }, 1656 | "p2": { 1657 | "x": -0.09960230151239102, 1658 | "y": 16.594759231593116 1659 | } 1660 | } 1661 | }, 1662 | { 1663 | "ID": "352", 1664 | "typeID": "Arrow", 1665 | "zOrder": "87", 1666 | "w": "125", 1667 | "h": "24", 1668 | "measuredW": "150", 1669 | "measuredH": "100", 1670 | "x": "997", 1671 | "y": "753", 1672 | "properties": { 1673 | "color": "2848996", 1674 | "curvature": "0", 1675 | "direction": "bottom", 1676 | "rightArrow": "false", 1677 | "p0": { 1678 | "x": 124.98621492274697, 1679 | "y": 24.01192267644501 1680 | }, 1681 | "p1": { 1682 | "x": 0.4361630263454178, 1683 | "y": -0.00585453726638151 1684 | }, 1685 | "p2": { 1686 | "x": -0.2840906268801291, 1687 | "y": 0.410270906225378 1688 | } 1689 | } 1690 | }, 1691 | { 1692 | "ID": "353", 1693 | "typeID": "TextInput", 1694 | "zOrder": "88", 1695 | "w": "240", 1696 | "measuredW": "65", 1697 | "measuredH": "32", 1698 | "x": "1123", 1699 | "y": "795", 1700 | "properties": { 1701 | "align": "center", 1702 | "color": "15658734", 1703 | "text": "Alpine", 1704 | "size": "18" 1705 | } 1706 | }, 1707 | { 1708 | "ID": "354", 1709 | "typeID": "Arrow", 1710 | "zOrder": "89", 1711 | "w": "130", 1712 | "h": "51", 1713 | "measuredW": "150", 1714 | "measuredH": "100", 1715 | "x": "993", 1716 | "y": "884", 1717 | "properties": { 1718 | "color": "2848996", 1719 | "curvature": "0", 1720 | "direction": "bottom", 1721 | "rightArrow": "false", 1722 | "p0": { 1723 | "x": 129.86931201157836, 1724 | "y": 50.82445321058833 1725 | }, 1726 | "p1": { 1727 | "x": 0.43616302634541776, 1728 | "y": -0.005854537266381494 1729 | }, 1730 | "p2": { 1731 | "x": 0.08488602385534705, 1732 | "y": 0.12711147974926007 1733 | } 1734 | } 1735 | }, 1736 | { 1737 | "ID": "355", 1738 | "typeID": "Arrow", 1739 | "zOrder": "90", 1740 | "w": "122", 1741 | "h": "120", 1742 | "measuredW": "150", 1743 | "measuredH": "100", 1744 | "x": "998", 1745 | "y": "884", 1746 | "properties": { 1747 | "color": "2848996", 1748 | "curvature": "0", 1749 | "direction": "bottom", 1750 | "rightArrow": "false", 1751 | "p0": { 1752 | "x": 122.1707032481147, 1753 | "y": 119.95088200547957 1754 | }, 1755 | "p1": { 1756 | "x": 0.43616302634541765, 1757 | "y": -0.005854537266381367 1758 | }, 1759 | "p2": { 1760 | "x": 0.08488602385534705, 1761 | "y": 0.12711147974926007 1762 | } 1763 | } 1764 | }, 1765 | { 1766 | "ID": "356", 1767 | "typeID": "Arrow", 1768 | "zOrder": "91", 1769 | "w": "125", 1770 | "h": "57", 1771 | "measuredW": "150", 1772 | "measuredH": "100", 1773 | "x": "995", 1774 | "y": "753", 1775 | "properties": { 1776 | "color": "2848996", 1777 | "curvature": "0", 1778 | "direction": "bottom", 1779 | "rightArrow": "false", 1780 | "p0": { 1781 | "x": 125.1707032481147, 1782 | "y": 56.69113281982595 1783 | }, 1784 | "p1": { 1785 | "x": 0.4361630263454176, 1786 | "y": -0.005854537266381593 1787 | }, 1788 | "p2": { 1789 | "x": -0.09960230151239102, 1790 | "y": -0.40524076840688394 1791 | } 1792 | } 1793 | }, 1794 | { 1795 | "ID": "357", 1796 | "typeID": "FieldSet", 1797 | "zOrder": "0", 1798 | "w": "557", 1799 | "h": "225", 1800 | "measuredW": "315", 1801 | "measuredH": "170", 1802 | "x": "104", 1803 | "y": "1018", 1804 | "properties": { 1805 | "size": "18", 1806 | "text": "MLOps. Machine Learning Pipeline" 1807 | } 1808 | }, 1809 | { 1810 | "ID": "358", 1811 | "typeID": "TextInput", 1812 | "zOrder": "92", 1813 | "w": "234", 1814 | "measuredW": "136", 1815 | "measuredH": "32", 1816 | "x": "407", 1817 | "y": "1090", 1818 | "properties": { 1819 | "align": "center", 1820 | "color": "16776960", 1821 | "size": "18", 1822 | "text": "Data Validation" 1823 | } 1824 | }, 1825 | { 1826 | "ID": "359", 1827 | "typeID": "TextInput", 1828 | "zOrder": "93", 1829 | "w": "234", 1830 | "measuredW": "148", 1831 | "measuredH": "32", 1832 | "x": "407", 1833 | "y": "1135", 1834 | "properties": { 1835 | "align": "center", 1836 | "color": "16776960", 1837 | "size": "18", 1838 | "text": "Model Validation" 1839 | } 1840 | }, 1841 | { 1842 | "ID": "361", 1843 | "typeID": "FieldSet", 1844 | "zOrder": "94", 1845 | "w": "557", 1846 | "h": "178", 1847 | "measuredW": "200", 1848 | "measuredH": "170", 1849 | "x": "106", 1850 | "y": "1260", 1851 | "properties": { 1852 | "size": "18", 1853 | "text": "AutoML" 1854 | } 1855 | }, 1856 | { 1857 | "ID": "362", 1858 | "typeID": "TextInput", 1859 | "zOrder": "95", 1860 | "w": "279", 1861 | "measuredW": "260", 1862 | "measuredH": "32", 1863 | "x": "362", 1864 | "y": "1296", 1865 | "properties": { 1866 | "align": "center", 1867 | "color": "16776960", 1868 | "size": "18", 1869 | "text": "Hyper Parameter Optimization" 1870 | } 1871 | }, 1872 | { 1873 | "ID": "363", 1874 | "typeID": "TextInput", 1875 | "zOrder": "96", 1876 | "w": "240", 1877 | "measuredW": "86", 1878 | "measuredH": "32", 1879 | "x": "114", 1880 | "y": "1296", 1881 | "properties": { 1882 | "align": "center", 1883 | "color": "16770457", 1884 | "size": "18", 1885 | "text": "hyperopt" 1886 | } 1887 | }, 1888 | { 1889 | "ID": "364", 1890 | "typeID": "TextInput", 1891 | "zOrder": "97", 1892 | "w": "240", 1893 | "measuredW": "128", 1894 | "measuredH": "32", 1895 | "x": "114", 1896 | "y": "1331", 1897 | "properties": { 1898 | "align": "center", 1899 | "color": "16770457", 1900 | "size": "18", 1901 | "text": "Microsoft NNI" 1902 | } 1903 | }, 1904 | { 1905 | "ID": "365", 1906 | "typeID": "TextInput", 1907 | "zOrder": "98", 1908 | "w": "240", 1909 | "measuredW": "71", 1910 | "measuredH": "32", 1911 | "x": "114", 1912 | "y": "1367", 1913 | "properties": { 1914 | "align": "center", 1915 | "color": "16770457", 1916 | "size": "18", 1917 | "text": "optuna" 1918 | } 1919 | }, 1920 | { 1921 | "ID": "367", 1922 | "typeID": "TextInput", 1923 | "zOrder": "99", 1924 | "w": "279", 1925 | "measuredW": "234", 1926 | "measuredH": "32", 1927 | "x": "362", 1928 | "y": "1331", 1929 | "properties": { 1930 | "align": "center", 1931 | "color": "16776960", 1932 | "size": "18", 1933 | "text": "Neural Architecture Search" 1934 | } 1935 | }, 1936 | { 1937 | "ID": "368", 1938 | "typeID": "TextInput", 1939 | "zOrder": "100", 1940 | "w": "279", 1941 | "measuredW": "127", 1942 | "measuredH": "32", 1943 | "x": "362", 1944 | "y": "1367", 1945 | "properties": { 1946 | "align": "center", 1947 | "color": "16776960", 1948 | "size": "18", 1949 | "text": "Model Search" 1950 | } 1951 | }, 1952 | { 1953 | "ID": "369", 1954 | "typeID": "FieldSet", 1955 | "zOrder": "101", 1956 | "w": "557", 1957 | "h": "114", 1958 | "measuredW": "200", 1959 | "measuredH": "170", 1960 | "x": "106", 1961 | "y": "1454", 1962 | "properties": { 1963 | "size": "18", 1964 | "text": "Feature Serving" 1965 | } 1966 | }, 1967 | { 1968 | "ID": "370", 1969 | "typeID": "TextInput", 1970 | "zOrder": "102", 1971 | "w": "240", 1972 | "measuredW": "55", 1973 | "measuredH": "32", 1974 | "x": "114", 1975 | "y": "1479", 1976 | "properties": { 1977 | "align": "center", 1978 | "color": "16770457", 1979 | "size": "18", 1980 | "text": "feast" 1981 | } 1982 | }, 1983 | { 1984 | "ID": "371", 1985 | "typeID": "TextInput", 1986 | "zOrder": "103", 1987 | "w": "240", 1988 | "measuredW": "125", 1989 | "measuredH": "32", 1990 | "x": "114", 1991 | "y": "1520", 1992 | "properties": { 1993 | "align": "center", 1994 | "color": "16770457", 1995 | "size": "18", 1996 | "text": "Feature Store" 1997 | } 1998 | }, 1999 | { 2000 | "ID": "372", 2001 | "typeID": "TextInput", 2002 | "zOrder": "104", 2003 | "w": "279", 2004 | "measuredW": "196", 2005 | "measuredH": "32", 2006 | "x": "362", 2007 | "y": "1479", 2008 | "properties": { 2009 | "align": "center", 2010 | "color": "16776960", 2011 | "size": "18", 2012 | "text": "Feature Space Search" 2013 | } 2014 | }, 2015 | { 2016 | "ID": "373", 2017 | "typeID": "TextInput", 2018 | "zOrder": "105", 2019 | "w": "234", 2020 | "measuredW": "130", 2021 | "measuredH": "32", 2022 | "x": "407", 2023 | "y": "1183", 2024 | "properties": { 2025 | "align": "center", 2026 | "color": "16776960", 2027 | "size": "18", 2028 | "text": "Explainable AI" 2029 | } 2030 | }, 2031 | { 2032 | "ID": "374", 2033 | "typeID": "TextInput", 2034 | "zOrder": "106", 2035 | "w": "240", 2036 | "measuredW": "61", 2037 | "measuredH": "32", 2038 | "x": "114", 2039 | "y": "1165", 2040 | "properties": { 2041 | "align": "center", 2042 | "color": "16770457", 2043 | "size": "18", 2044 | "text": "SHAP" 2045 | } 2046 | }, 2047 | { 2048 | "ID": "375", 2049 | "typeID": "TextInput", 2050 | "zOrder": "107", 2051 | "w": "240", 2052 | "measuredW": "86", 2053 | "measuredH": "32", 2054 | "x": "114", 2055 | "y": "1200", 2056 | "properties": { 2057 | "align": "center", 2058 | "color": "16770457", 2059 | "size": "18", 2060 | "text": "Interpret" 2061 | } 2062 | }, 2063 | { 2064 | "ID": "376", 2065 | "typeID": "Arrow", 2066 | "zOrder": "108", 2067 | "w": "49", 2068 | "h": "22", 2069 | "measuredW": "150", 2070 | "measuredH": "100", 2071 | "x": "355", 2072 | "y": "1197", 2073 | "properties": { 2074 | "color": "2848996", 2075 | "curvature": "0", 2076 | "direction": "bottom", 2077 | "rightArrow": "false", 2078 | "p0": { 2079 | "x": 0.1023349264553417, 2080 | "y": 22.262947410798688 2081 | }, 2082 | "p1": { 2083 | "x": 0.4361630263454179, 2084 | "y": -0.005854537266381395 2085 | }, 2086 | "p2": { 2087 | "x": 49.12115014152681, 2088 | "y": 0.4768073152113175 2089 | } 2090 | } 2091 | }, 2092 | { 2093 | "ID": "377", 2094 | "typeID": "Arrow", 2095 | "zOrder": "109", 2096 | "w": "56", 2097 | "h": "16", 2098 | "measuredW": "150", 2099 | "measuredH": "100", 2100 | "x": "351", 2101 | "y": "1179", 2102 | "properties": { 2103 | "color": "2848996", 2104 | "curvature": "0", 2105 | "direction": "bottom", 2106 | "rightArrow": "false", 2107 | "p0": { 2108 | "x": 0.471311577190761, 2109 | "y": 0.3216905688884708 2110 | }, 2111 | "p1": { 2112 | "x": 0.436163026345418, 2113 | "y": -0.005854537266381375 2114 | }, 2115 | "p2": { 2116 | "x": 56.75217349079139, 2117 | "y": 16.661295640579056 2118 | } 2119 | } 2120 | }, 2121 | { 2122 | "ID": "378", 2123 | "typeID": "TextInput", 2124 | "zOrder": "110", 2125 | "w": "240", 2126 | "measuredW": "58", 2127 | "measuredH": "32", 2128 | "x": "114", 2129 | "y": "1126", 2130 | "properties": { 2131 | "align": "center", 2132 | "color": "16770457", 2133 | "size": "18", 2134 | "text": "LIME" 2135 | } 2136 | }, 2137 | { 2138 | "ID": "379", 2139 | "typeID": "Arrow", 2140 | "zOrder": "111", 2141 | "w": "51", 2142 | "h": "51", 2143 | "measuredW": "150", 2144 | "measuredH": "100", 2145 | "x": "355", 2146 | "y": "1145", 2147 | "properties": { 2148 | "color": "2848996", 2149 | "curvature": "0", 2150 | "direction": "bottom", 2151 | "rightArrow": "false", 2152 | "p0": { 2153 | "x": 0.1023349264553417, 2154 | "y": -0.17303124912473322 2155 | }, 2156 | "p1": { 2157 | "x": 0.4361630263454179, 2158 | "y": -0.005854537266381347 2159 | }, 2160 | "p2": { 2161 | "x": 50.936661816159074, 2162 | "y": 50.661295640579056 2163 | } 2164 | } 2165 | }, 2166 | { 2167 | "ID": "380", 2168 | "typeID": "TextInput", 2169 | "zOrder": "112", 2170 | "w": "240", 2171 | "measuredW": "175", 2172 | "measuredH": "32", 2173 | "x": "114", 2174 | "y": "861", 2175 | "properties": { 2176 | "align": "center", 2177 | "color": "16770457", 2178 | "size": "18", 2179 | "text": "Weights and Biases" 2180 | } 2181 | }, 2182 | { 2183 | "ID": "381", 2184 | "typeID": "TextInput", 2185 | "zOrder": "113", 2186 | "w": "240", 2187 | "measuredW": "85", 2188 | "measuredH": "32", 2189 | "x": "114", 2190 | "y": "901", 2191 | "properties": { 2192 | "align": "center", 2193 | "color": "16770457", 2194 | "size": "18", 2195 | "text": "Neptune" 2196 | } 2197 | }, 2198 | { 2199 | "ID": "382", 2200 | "typeID": "TextInput", 2201 | "zOrder": "114", 2202 | "w": "240", 2203 | "measuredW": "72", 2204 | "measuredH": "32", 2205 | "x": "114", 2206 | "y": "940", 2207 | "properties": { 2208 | "align": "center", 2209 | "color": "16770457", 2210 | "size": "18", 2211 | "text": "Sacred" 2212 | } 2213 | }, 2214 | { 2215 | "ID": "384", 2216 | "typeID": "FieldSet", 2217 | "zOrder": "115", 2218 | "w": "290", 2219 | "h": "164", 2220 | "measuredW": "247", 2221 | "measuredH": "170", 2222 | "x": "1098", 2223 | "y": "346", 2224 | "properties": { 2225 | "size": "18", 2226 | "text": "Deep Learning Framework" 2227 | } 2228 | }, 2229 | { 2230 | "ID": "388", 2231 | "typeID": "TextInput", 2232 | "zOrder": "116", 2233 | "w": "240", 2234 | "measuredW": "101", 2235 | "measuredH": "32", 2236 | "x": "1123", 2237 | "y": "375", 2238 | "properties": { 2239 | "align": "center", 2240 | "color": "16770457", 2241 | "size": "18", 2242 | "text": "Tensorflow" 2243 | } 2244 | }, 2245 | { 2246 | "ID": "389", 2247 | "typeID": "TextInput", 2248 | "zOrder": "117", 2249 | "w": "240", 2250 | "measuredW": "79", 2251 | "measuredH": "32", 2252 | "x": "1123", 2253 | "y": "412", 2254 | "properties": { 2255 | "align": "center", 2256 | "color": "16770457", 2257 | "size": "18", 2258 | "text": "PyTorch" 2259 | } 2260 | }, 2261 | { 2262 | "ID": "390", 2263 | "typeID": "TextInput", 2264 | "zOrder": "118", 2265 | "w": "240", 2266 | "measuredW": "107", 2267 | "measuredH": "32", 2268 | "x": "1123", 2269 | "y": "452", 2270 | "properties": { 2271 | "align": "center", 2272 | "color": "16770457", 2273 | "size": "18", 2274 | "text": "Google JAX" 2275 | } 2276 | }, 2277 | { 2278 | "ID": "391", 2279 | "typeID": "Arrow", 2280 | "zOrder": "119", 2281 | "w": "57", 2282 | "h": "352", 2283 | "measuredW": "150", 2284 | "measuredH": "100", 2285 | "x": "731", 2286 | "y": "372", 2287 | "properties": { 2288 | "color": "2848996", 2289 | "rightArrow": "false", 2290 | "p0": { 2291 | "x": 57.29949680657717, 2292 | "y": 352.2101068223026 2293 | }, 2294 | "p1": { 2295 | "x": 0.4754997904633509, 2296 | "y": 0.009860549064792591 2297 | }, 2298 | "p2": { 2299 | "x": 0.34782956108551843, 2300 | "y": -0.0744154801360537 2301 | } 2302 | } 2303 | }, 2304 | { 2305 | "ID": "392", 2306 | "typeID": "FieldSet", 2307 | "zOrder": "120", 2308 | "w": "555", 2309 | "h": "193", 2310 | "measuredW": "235", 2311 | "measuredH": "170", 2312 | "x": "106", 2313 | "y": "244", 2314 | "properties": { 2315 | "text": "Programming Languages", 2316 | "size": "18" 2317 | } 2318 | }, 2319 | { 2320 | "ID": "393", 2321 | "typeID": "TextInput", 2322 | "zOrder": "121", 2323 | "w": "189", 2324 | "measuredW": "70", 2325 | "measuredH": "32", 2326 | "x": "407", 2327 | "y": "269", 2328 | "properties": { 2329 | "align": "center", 2330 | "color": "16776960", 2331 | "size": "18", 2332 | "text": "Python" 2333 | } 2334 | }, 2335 | { 2336 | "ID": "394", 2337 | "typeID": "TextInput", 2338 | "zOrder": "122", 2339 | "w": "188", 2340 | "measuredW": "27", 2341 | "measuredH": "32", 2342 | "x": "408", 2343 | "y": "309", 2344 | "properties": { 2345 | "align": "center", 2346 | "color": "15658734", 2347 | "size": "18", 2348 | "text": "R" 2349 | } 2350 | }, 2351 | { 2352 | "ID": "395", 2353 | "typeID": "TextInput", 2354 | "zOrder": "123", 2355 | "w": "188", 2356 | "measuredW": "53", 2357 | "measuredH": "32", 2358 | "x": "203", 2359 | "y": "269", 2360 | "properties": { 2361 | "align": "center", 2362 | "color": "15658734", 2363 | "size": "18", 2364 | "text": "Java" 2365 | } 2366 | }, 2367 | { 2368 | "ID": "396", 2369 | "typeID": "TextInput", 2370 | "zOrder": "124", 2371 | "w": "188", 2372 | "measuredW": "60", 2373 | "measuredH": "32", 2374 | "x": "203", 2375 | "y": "309", 2376 | "properties": { 2377 | "align": "center", 2378 | "color": "15658734", 2379 | "size": "18", 2380 | "text": "Kotlin" 2381 | } 2382 | }, 2383 | { 2384 | "ID": "397", 2385 | "typeID": "TextInput", 2386 | "zOrder": "125", 2387 | "w": "188", 2388 | "measuredW": "73", 2389 | "measuredH": "32", 2390 | "x": "203", 2391 | "y": "349", 2392 | "properties": { 2393 | "align": "center", 2394 | "color": "15658734", 2395 | "size": "18", 2396 | "text": "Golang" 2397 | } 2398 | }, 2399 | { 2400 | "ID": "398", 2401 | "typeID": "TextInput", 2402 | "zOrder": "126", 2403 | "w": "188", 2404 | "measuredW": "64", 2405 | "measuredH": "32", 2406 | "x": "406", 2407 | "y": "349", 2408 | "properties": { 2409 | "align": "center", 2410 | "color": "15658734", 2411 | "size": "18", 2412 | "text": "CUDA" 2413 | } 2414 | }, 2415 | { 2416 | "ID": "399", 2417 | "typeID": "TextInput", 2418 | "zOrder": "127", 2419 | "w": "188", 2420 | "measuredW": "82", 2421 | "measuredH": "32", 2422 | "x": "406", 2423 | "y": "389", 2424 | "properties": { 2425 | "align": "center", 2426 | "color": "15658734", 2427 | "size": "18", 2428 | "text": "C / C++" 2429 | } 2430 | }, 2431 | { 2432 | "ID": "400", 2433 | "typeID": "Arrow", 2434 | "zOrder": "128", 2435 | "w": "65", 2436 | "h": "9", 2437 | "measuredW": "150", 2438 | "measuredH": "100", 2439 | "x": "663", 2440 | "y": "345", 2441 | "properties": { 2442 | "color": "2848996", 2443 | "rightArrow": "false", 2444 | "p0": { 2445 | "x": -0.3043988890523224, 2446 | "y": 8.629322935559912 2447 | }, 2448 | "p1": { 2449 | "x": 0.40756914119359605, 2450 | "y": 0.05676855895196514 2451 | }, 2452 | "p2": { 2453 | "x": 64.38389189184284, 2454 | "y": 0.004217498107266238 2455 | } 2456 | } 2457 | }, 2458 | { 2459 | "ID": "401", 2460 | "typeID": "Arrow", 2461 | "zOrder": "129", 2462 | "w": "60", 2463 | "h": "24", 2464 | "measuredW": "150", 2465 | "measuredH": "100", 2466 | "x": "729", 2467 | "y": "1480", 2468 | "properties": { 2469 | "color": "2848996", 2470 | "curvature": "-1", 2471 | "rightArrow": "false", 2472 | "p0": { 2473 | "x": 60.19714752692039, 2474 | "y": -0.07565869041081896 2475 | }, 2476 | "p1": { 2477 | "x": 0.5, 2478 | "y": -1.8556393620755242e-15 2479 | }, 2480 | "p2": { 2481 | "x": -0.16430679782479274, 2482 | "y": 24.086717936528885 2483 | } 2484 | } 2485 | }, 2486 | { 2487 | "ID": "402", 2488 | "typeID": "Arrow", 2489 | "zOrder": "130", 2490 | "w": "76", 2491 | "h": "16", 2492 | "measuredW": "150", 2493 | "measuredH": "100", 2494 | "x": "663", 2495 | "y": "1506", 2496 | "properties": { 2497 | "color": "2848996", 2498 | "curvature": "-1", 2499 | "rightArrow": "false", 2500 | "p0": { 2501 | "x": -0.3043988890523224, 2502 | "y": 15.61235092394395 2503 | }, 2504 | "p1": { 2505 | "x": 0.49999999999999983, 2506 | "y": -1.807434204560699e-15 2507 | }, 2508 | "p2": { 2509 | "x": 75.83569320217521, 2510 | "y": 0.08671793652888482 2511 | } 2512 | } 2513 | }, 2514 | { 2515 | "ID": "403", 2516 | "typeID": "Arrow", 2517 | "zOrder": "131", 2518 | "w": "76", 2519 | "h": "118", 2520 | "measuredW": "150", 2521 | "measuredH": "100", 2522 | "x": "663", 2523 | "y": "1372", 2524 | "properties": { 2525 | "color": "2848996", 2526 | "curvature": "-1", 2527 | "rightArrow": "false", 2528 | "p0": { 2529 | "x": -0.3043988890523224, 2530 | "y": 0.11052334143073494 2531 | }, 2532 | "p1": { 2533 | "x": 0.49999999999999983, 2534 | "y": -1.8005652432870635e-15 2535 | }, 2536 | "p2": { 2537 | "x": 75.88403247511303, 2538 | "y": 117.98696431995063 2539 | } 2540 | } 2541 | }, 2542 | { 2543 | "ID": "404", 2544 | "typeID": "Arrow", 2545 | "zOrder": "132", 2546 | "w": "58", 2547 | "h": "81", 2548 | "measuredW": "150", 2549 | "measuredH": "100", 2550 | "x": "663", 2551 | "y": "1151", 2552 | "properties": { 2553 | "color": "2848996", 2554 | "curvature": "-1", 2555 | "rightArrow": "false", 2556 | "p0": { 2557 | "x": -0.3043988890523224, 2558 | "y": -0.26718288652136835 2559 | }, 2560 | "p1": { 2561 | "x": 0.4999999999999999, 2562 | "y": -1.864701424221031e-15 2563 | }, 2564 | "p2": { 2565 | "x": 57.83569320217521, 2566 | "y": 81.08671793652888 2567 | } 2568 | } 2569 | } 2570 | ] 2571 | }, 2572 | "attributes": { 2573 | "name": "New Wireframe 1", 2574 | "order": 1000000, 2575 | "parentID": null, 2576 | "notes": null 2577 | }, 2578 | "branchID": "Master", 2579 | "resourceID": "B6CA7339-F49C-4092-AE87-CEB414431247", 2580 | "mockupH": "1605", 2581 | "mockupW": "1284", 2582 | "measuredW": "1388", 2583 | "measuredH": "1635", 2584 | "version": "1.0" 2585 | } 2586 | } --------------------------------------------------------------------------------