| | 1 | = High Speed Training Using Binary Neural Networks = |
| | 2 | |
| | 3 | == Group Members == |
| | 4 | |
| | 5 | 1. Daniel Chen |
| | 6 | |
| | 7 | [[Image(danc.jpg)]] |
| | 8 | |
| | 9 | 2. Thomas Forzani |
| | 10 | |
| | 11 | [[Image(tommy.jpg)]] |
| | 12 | |
| | 13 | 3. Daniel Maevsky |
| | 14 | |
| | 15 | [[Image(danm.jpg)]] |
| | 16 | |
| | 17 | 4. Sachin Mathew |
| | 18 | |
| | 19 | [[Image(sachin.jpg)]] |
| | 20 | |
| | 21 | 5. Serena Zhang |
| | 22 | |
| | 23 | [[Image(serena.jpg)]] |
| | 24 | == Project Objective == |
| | 25 | |
| | 26 | Training machine learning systems is currently very slow. Recent work has shown promise by using simpler representations of numbers than the commonly used floating point ones. In this project, you will create and measure neural networks which use only binary or integer numbers for both training and inference. |
| | 27 | |
| | 28 | == Development Tools Tutorials == |
| | 29 | |
| | 30 | == Week 1 Activities == |
| | 31 | |
| | 32 | [https://docs.google.com/presentation/d/1RacpXFXgnrbfuTrUJmhdKABNJ4D6nbjjCVDK3W8Fzu0/edit?usp=sharing Week 1 Presentation] |
| | 33 | |
| | 34 | == Week 2 Activities == |
| | 35 | |
| | 36 | [https://docs.google.com/presentation/d/1sPBUJf8OATPKtLhxKbufTU9dVUyItVfr9jIvgMQvtqg/edit?usp=sharing Week 2 Presentation] |
| | 37 | |
| | 38 | == Week 3 Activities == |
| | 39 | |
| | 40 | [https://docs.google.com/presentation/d/1SKaIFPJUmYUxOwUa-isUcRrnHBNPNAq0yf2tFx5pAD4/edit?usp=sharing Week 3 Presentation] |
| | 41 | |
| | 42 | == Week 4 Activities == |
| | 43 | |
| | 44 | [https://docs.google.com/presentation/d/1fL6GJDtEQ_PtlSndp4l-BwxMY57pVM4OYI6-OkQiZEc/edit?usp=sharing Week 4 Presentation] |
| | 45 | |
| | 46 | == Week 5 Activities == |
| | 47 | |
| | 48 | [https://docs.google.com/presentation/d/1Zor6SwwcivbXRUgpEb-t6XiYQA9dL3bq-k8Az_6m5Ko/edit?usp=sharing Week 5 Presentation] |
| | 49 | |
| | 50 | == Week 6 Activities == |
| | 51 | |
| | 52 | [https://docs.google.com/presentation/d/15Y1JGtS5UCx1i00piun8xBHsRTDiZzBVAvAaJeV2X9g/edit?usp=sharing Week 6 Presentation] |
| | 53 | |
| | 54 | == Week 7 Activities == |
| | 55 | |
| | 56 | [https://docs.google.com/presentation/d/1i7mzpqnQjDt-FlM01lJUAbcRHxdb9FaG9yb-Te4cR9U/edit?usp=sharing Week 7 Presentation] |
| | 57 | |
| | 58 | == Week 8 Activities == |
| | 59 | |
| | 60 | [https://docs.google.com/presentation/d/1ExcI6KQ36Qtzls1ak8qFVQxoUHsDNOnBnDgq9vaiYjA/edit?usp=sharing Week 8 Presentation] |
| | 61 | |
| | 62 | == Final Presentation == |
| | 63 | |
| | 64 | [ Final Presentation] |
| | 65 | |
| | 66 | == Research Poster == |
| | 67 | |
| | 68 | [ Research Poster] |
