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fast.ai v3 2019中文笔记 [fastai forum版](https://forums.fast.ai/t/fast-ai-v3-2019/39325?u=daniel) [github 版](https://github.com/EmbraceLife/shendusuipian/blob/master/fastai_v3_2019_notes_cn.md) 1. [Lesson 0 How to get GPU running](https://forums.fast.ai/t/fast-ai-v3-2019/39325/7?u=daniel) 如何启动你的第一个GPU 3. [What else do you need to get started?](https://github.com/EmbraceLife/shendusuipian/issues/64) 你需要做些什么准备? 5. [How to make...

### learn library through the whole process - the simplest or shortest whole process workflow - slightly unfolded whole process workflow - more unfolded whole process workflow - using Kaggle...

### Image classification transfer learning workflow 1. download dataset 2. create DataBunch 3. see your data 4. create CNN with pretrained model 5. fit the model with one-cycle-learning 6. see...

### An interesting and inspiring project 98:09-end [An interesting and inspiring project](https://ytcropper.com/cropped/Xf5c6c9fbe1ad59) how to transform mouse moment into images then train it with CNN 目录 Lesson 1 知识点分解 #63

### QA on fastai with multi-GPU, 3D data 97:28-98:09 [QA on fastai with multi-GPU, 3D data](https://ytcropper.com/cropped/Xf5c6c9f685251f) 目录 Lesson 1 知识点分解 #63

### How to make the most out of documents? 95:10-97:28 [How to make the most out of documents](https://ytcropper.com/cropped/Xf5c6c9d5638aac) - To experiment the doc notebook - How do I do better?...

### homework for week 1 91:00-91:35 ### Different ways to put your data into DataBunch 91:35-95:10 [Different ways to put your data into DataBunch](https://ytcropper.com/cropped/Xf5c6c9c4c91af3) How to use MNIST sample dataset?...

### How to improve model with more layers? 86:55-91:00 [How to improve model with more layers](https://ytcropper.com/cropped/Xf5c6c957044c1a) to use ResNet50 instead of ResNet34 - `data = ImageDataBunch.from_name_re(path_img, fnames, pat, ds_tfms=get_transforms(), size=299,...

### How to train the whole model in the right way? 82:32- 86:55 [How to train the whole model in the right way](https://ytcropper.com/cropped/Xf5c6c90ca38d85) How we go back to the unbroken...

### what is CNN actually learning and why previous full model training didn’t work 76:24 - 82:32 [what is CNN actually learning and why previous full model training didn’t work](https://ytcropper.com/cropped/Xf5c6c894589a28)...