UdacityのDeep learning基礎講座のSirajのCoding challenges 、更なるスキルアップを図るにはうってつけと思いつつも受講中はスルーしてました。。 ( ̄ー ̄;
修了できたのを機にこれからやろうと思い、とりあえずソースコードの在り処をまとめてみました。
$ git clone --recursive git@github.com:tanakatsu/udacity-dlnd-siraj-coding-challenges-collection.git
でコードをまとめてダウンロードできます。(約1.3Gあります)
あとは、やるだけです (๑•̀д•́๑)
と、言い訳ができないように追い込んでいきます。。
目次はこちら(↓)です。"Runner up" = 準優勝ってことを初めて知りました。
Week1 How to Make a Prediction [video]
- Coding challenge: https://github.com/llSourcell/linear_regression_demo
- Winning code: https://github.com/ludobouan/linear-regression-sklearn
- Runner up code: https://github.com/amanullahtariq/MLAlgorithm/tree/eca367287f7874e08a790ce0b0c21567e0b38a22/Challenge/LinearRegression
Week2 How to Make a Neural Network [video]
- Coding challenge: https://github.com/llSourcell/Make_a_neural_network
- Winning code: https://github.com/ludobouan/pure-numpy-feedfowardNN
- Runner up code: https://github.com/jiexunsee/Neural-Network-with-Python
Week3 How to Do Sentiment Analysis [video]
- Coding challenge: https://github.com/llSourcell/How_to_do_Sentiment_Analysis
- Winning code: https://github.com/jovianlin/siraj-intro-to-DL-03/blob/master/Siraj%2003%20Challenge.ipynb
- Runner up code: https://github.com/erilyth/DeepLearning-Challenges/tree/master/Sentiment_Analysis
Week4 How to Do Mathematics Easily [video]
- Coding challenge: https://github.com/llSourcell/how_to_do_math_for_deep_learning
- Winning code: https://github.com/alkaya/earthquake-cotw
- Runner up code: https://github.com/sibyjackgrove/Earthquake_predict/blob/master/earthquake_predict_for_GitHub.ipynb
Week5 How to Make Data Amazing [video]
- Coding challenge: https://github.com/llSourcell/How_to_Make_Data_Amazing
- Winning code: https://github.com/alkaya/TFmyValentine-cotw
- Runner up code: https://github.com/mdalai/Deep-Learning-projects/tree/master/wk5-speed-dating
Week6 How to Make an Image Classifier [video]
- Coding challenge: https://github.com/llSourcell/how_to_make_an_image_classifier
- Winning code: https://github.com/erilyth/DeepLearning-Challenges/tree/master/Image_Classifier
- Runner up code: https://github.com/jiexunsee/Simple-Inception-Transfer-Learning
Week7 How to Predict Stock Prices Easily [video]
- Coding challenge: https://github.com/llSourcell/How-to-Predict-Stock-Prices-Easily-Demo
- Winning code: https://github.com/etai83/lstm_stock_prediction (コードが削除されている。。)
- Runner up code: https://github.com/AndysDeepAbstractions/How-to-Predict-Stock-Prices-Easily-Demo/blob/master/stockdemo.ipynb
Week8 How to Generate Art [video]
- Coding challenge: https://github.com/llSourcell/How-to-Generate-Art-Demo
- Winning code: https://github.com/erilyth/DeepLearning-Challenges/tree/master/Art_Generation
- Runner up code: https://github.com/michalpelka/How-to-Generate-Art-Demo/blob/master/demo.ipynb
Week9 How to Generate Music [video]
- Coding challenge: https://github.com/llSourcell/How-to-Generate-Music-Demo
- Winning code: https://github.com/jiexunsee/rudimentary-ai-composer
Week10 How to Make a Text Summarizer [video]
- Coding challenge: https://github.com/llSourcell/How_to_make_a_text_summarizer
- Winning code: https://github.com/rtlee9/recipe-summarization
- Runner up code: https://github.com/scollins83/teal_deer
Week11 How to Make a Language Translator [video]
- Coding challenge: https://github.com/llSourcell/How_to_make_a_language_translator
- Winning code: https://github.com/Nemzy/language-translation/blob/master/neural_machine_translation.ipynb
- Runner up code: https://github.com/erilyth/DeepLearning-Challenges/tree/master/Language_Translation
Week12 How to Make a Chatbot [video]
- Coding challenge: https://github.com/llSourcell/How_to_make_a_chatbot
- Winning code: https://github.com/xkortex/Siraj_Chatbot_Challenge
- Runner up code: https://github.com/erilyth/DeepLearning-Challenges/tree/master/Text_Based_Chatbot
Week13 How to Win Slot Machines [video]
- Coding challenge: https://github.com/llSourcell/how_to_win_slot_machines
- Winning code: https://github.com/xkortex/how_to_win_slot_machines/blob/master/WallStBandits.ipynb
- Runner up code: https://github.com/esha-sg/Intro-DeepLearning-Siraj-Week13
Week14 How to Generate Images [video]
- Coding challenge: https://github.com/llSourcell/how_to_generate_images
- Winning code: https://github.com/Nemzy/video_generator
- Runner up code: https://github.com/niazangels/vae-pokedex
Week15 How to Generate Video [video]
- Coding challenge: https://github.com/llSourcell/how_to_generate_video
- Winning code: https://github.com/llSourcell/how_to_generate_video/pull/2 (Coding challengeのコードへのプルリク。マージ済み)
Week16 How to Convert Text to Images [video]
- Coding challenge: https://github.com/llSourcell/how_to_convert_text_to_images
Week17 How to Learn from Little Data [video]
- Coding challenge: https://github.com/llSourcell/How-to-Learn-from-Little-Data