dive-into-dl-practice
Practice dive-into-DL repo: https://github.com/TrickyGo/Dive-into-DL-TensorFlow2.0
Purpose
Review Deep leanrning and fundamental mathematical knowledge related. Also practice the tensorflow 2.0. This repo will involve two part in each chapter I go through:
- Notes: highlight and learning (e.g. bugs, do and don't)
- Code syntax
Materials
| Tutorial Title | Year | Description | Materials |
|---|---|---|---|
| Dive Into Deep Learning (Release 0.16.3) |
2021 | Main Guidebook | Gitbook [EN][CN] PDF [EN] [CN] YouTube [動手學深度學習系列 ｜李沐] |
| Official Code | 2020 | Main Code Source | Github [Tensorflow] [Pytorch] |
Schedule
| Chapter | End Date | Evernote Link | Code |
|---|---|---|---|
| Ch1 Introduction Ch2 Preliminaries |
2021/11/28 | [notes ch1-2] Dive-into-DL : kick-off | V |
| Ch3 Linear Neural Networks (3.1-3.4) | |||
| Ch3 Linear Neural Networks (3.5-3.7) | |||
| Ch5 Deep Learning Computation (5.1-5.3) | |||
| Ch5 Deep Learning Computation (5.4-5.6) | |||
| Ch11 Attention Mechanisms (11.1-11.4) | |||
| Ch11 Attention Mechanisms (11.5-11.7) | |||
| Ch11 Attention Mechanisms (11.8-11.9) | |||
| Ch15 Natural Language Processing (15.1) | |||
| Ch15 Natural Language Processing (15.2-15.3) | |||
| Ch15 Natural Language Processing (15.4-15.5) | |||
| Ch15 Natural Language Processing (15.6-15.7) | |||
| Ch15 Natural Language Processing (15.8-15.10) |