Deep Learning Course: Version 2

Fastai Deep Learning Course: Version 2

Dates of Course

• Deep Learning Version 2 (Oct 2017 to Apr 2018)
  • Part 1: Oct - Dec 2017
  • Part 2: Mar - May 2018

Forums

• Discourse: part1-v2
• Discourse: part1-v2 beginner
• Discourse: part2-v2

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Deep Learning Coursework (Version 2)

• Part 1 v2 (released Jan 2018)
• Part 2 v2 (released May 2018)

Deep Learning Part 1

• Lesson 1 wiki Image Recognition
• Lesson 2 wiki CNNs
• Lesson 3 wiki Overfitting
• Lesson 4 wiki Embeddings
• Lesson 5 wiki NLP
• Lesson 6 wiki RNNs
• Lesson 7 wiki CNN Architecture

Deep Learning, Part 2

• Lesson 8 Object Detection
• Lesson 9 Single Shot Multibox Detector (SSD)
• Lesson 10 NLP Classification and Translation
• Lesson 11 Neural Translation
• Lesson 12 Generative Adverarial Networks (GANS)
• Lesson 13 Image Enhancement
• Lesson 14 Super Resolution; Image Segmentation with UNET

Deep Learning Lesson Timelines

• http://forums.fast.ai/t/part-1-v2-complete-collection-of-video-timelines/11183

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Deep Learning 1: My Lesson Notes

• Lesson 1
  • Lesson 1a: Course Intro
  • Lesson 1b: CNN and resnet Architecture
• Lesson 2: resnet34, resnext50 CNNs
• Lesson 3: CNN Image Intro Overfitting
• Lesson 4: Embeddings Embeddings
• Lesson 5: NLP
• Lesson 6: RNNs
• Lesson 7: CNN Architecture

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Deep Learning 2: My Lesson Notes

• Lesson 8 Object Detection
• Lesson 9 Multi-object Detection
• Lesson 10 NLP Classification and Translation
  • Lesson 10_1
  • Lesson 10_2
• Lesson 11 Neural Translation
  • Lesson 11_1
  • Lesson 11_2
• [Lesson 12] ()
• [Lesson 13] ()
• [Lesson 14] ()

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Platforms for Using fastai (GPU required) v2

Summary of Cloud GPU Vendors (with billing)

• Paperspace setup
• AWS AMI GPU Setup
  • How to setup fastai in an Amazon AWS region without fastai AMI like in Europe
• Crestle
• Google Cloud GPU Setup for fastai
• Set up personal deep learning box (home computer)
• Microsoft Azure
• Running fast.ai notebooks with Amazon SageMaker
• Docker
  • Paperspace Docker Container
  • Fastai and Docker
• manual: bash script for setup
  • the CUDA drivers
  • Anaconda (special Python distribution)
  • Python libraries
  • fastai library
  • courses
  • data
• Other
  • FloydHub
    • https://github.com/YuelongGuo/floydhub.fast.ai
  • Google Colaboratory
  • Salamander

来源：CSDN

作者：DrogoZhang

链接：https://blog.csdn.net/weixin_40400177/article/details/103606343