fastai course v3 notes

目录结构

file name	info	update date
Regular_expressions.md	正则表达式	2019/3/15
How_tos.md	策略以及相关知识点	2019/3/16

Jupyter Notebooks Viewer

• fastai Deep Learning
  • lesson01_pets
  • lesson02_make_datasets
  • lesson03_image_segmentation
  • lesson03_head_pose
  • lesson03_imdb
  • lesson03_planet
  • lesson04_CollaborativeFiltering
  • lesson05_collaorative_filtering
  • lesson06_pets_more
  • lesson06_rossmann_pro
  • lesson06_rossmann
  • lesson07_cnn_define
  • lesson07_image_restoration
  • lesson07_image_supperres01
  • lesson07_wgan
  • lesson07-human-numbers-NLP
  • lesson07-superres-imagenet-CV
  • cnn
  • image_triacks
  • lsuv
  • previews
  • tricks
• fastai numerical-linear-algebra
  • basic_markov_chains
  • Matrix_decompositions
  • NMF_and_SVD
  • PageRank
• AerialCactusIdentification
• fastai NLP
  • basics_data_processing
  • BERT
  • imdb
  • LanguageModeling
  • SVD_NMF
  • TF-IDF
  • transformer_LM
  • ULMFiT_fwd中文语言模型
  • ULMFiT_bwd中文语言模型

参考资料

1. Fast.ai v3 2019课程中文版笔记 - Part 1 (2019) / UTC+8 China / SE Asia - Deep Learning Course Forums
2. Practical Deep Learning for Coders, v3 | fast.ai course v3
3. fastai/fastai: The fastai deep learning library, plus lessons and tutorials
4. hardikvasa/google-images-download: Python Script to download hundreds of images from 'Google Images'. It is a ready-to-run code!
5. The Top 10 Algorithms in Applied Mathematics
6. Machine Learning is Fun! – Adam Geitgey – Medium
7. 九五要当学霸 - 知乎
8. NMF_tutorial_ICME-2014.pdf
9. BashBook
10. command-line-data-awk-sed-join-date
11. bash
12. sql
13. hiromis/notes
14. Deep Learning Lesson 1 Notes - Part 1 (2019) - Deep Learning Course Forums

论文

1. One-Cycle Policy Fitting paper
2. LNCS 8689 - Visualizing and Understanding Convolutional Networks