Python, Data Science & AutoML cookbooks in Google Colaboratory

AutoML Examples

• AutoKeras
• TPOT (Tree-based Pipeline Optimization Tool)
• FLAML (A Fast Library for Automated Machine Learning & Tuning)
• FLAML time series forecast

The auto-sklearn example is removed due to incompatibility to Colab runtimes.

ML Examples

• Draw AI images with Stable Diffusion model
• Visualize top 10 Covid-19 daily new cases
• Visualize some scikit-learn ML model classifications
• Keras MNIST Model
• 在 Colab 使用中文字型繪圖的最簡易辦法 (draw Chinese texts in Colaboratory)

AutoML Experiments on Kaggle Community Competitions

I ran these scripts in local Jupyter Notebook since they usually require much longer training time. For AutoKeras I use a GTX 1660 Ti card as GPU. A screen shot of my leaderboard ranks (as of Feb 14th, 2022) can be found here.

• Titanic (FLAML)
• House Prices (FLAML)
• Digit Recognizer (AutoKeras)
• Dogs vs. Cats Redux (AutoKeras)
• Disaster Tweets (AutoKeras)

Open in DevContainer/Codespace

This repo can be opened in a Python 3.10 DevContainer which supports executing notebooks. You may need to select the Python kernel first.