Erlemar / awesome-catalyst-list

Awesome Catalyst list

Contents

• Tutorials and Pipelines
• Tools
• Repositories
• Videos and Lectures
• Talks and Conferences

Tutorials and Pipelines

1. Catalyst-info – blog with a lot of useful catalyst tips
2. Classification tutorial with Notebook API
3. Segmentation tutorial with Notebook API
4. Table data regression with Notebook API
5. Classification pipeline with Config API
6. Segmentation pipeline with Config API
7. Bert NLP-classification pipeline with Config API
8. Notebook API tutorial for segmentation in Understanding Clouds from Satellite Images Competition

Tools

1. MLComp – distributed DAG framework for machine learning with UI
2. Catalyst.RL – A Distributed Framework for Reproducible RL Research

Repositories

1. NeurIPS 2018: AI for Prosthetics Challenge – 3rd place solution
2. NeurIPS 2019: Learn to Move - Walk Around – starter kit
3. NeurIPS 2019: Animal-AI Olympics - starter kit
4. ID R&D Anti-spoofing Challenge – 14th place solution
5. NeurIPS 2019: Recursion Cellular Image Classification - 4th place solution
6. MICCAI 2019: Automatic Structure Segmentation for Radiotherapy Planning Challenge 2019 – 3rd place solution of Task 3: Organ-at-risk segmentation from chest CT scans and 4th place solution of Task 4: Gross Target Volume segmentation of lung cancer
7. APTOS 2019 Blindness Detection – 7th place solution

Videos and Lectures

1. Catalyst-team YouTube channel

Talks and Conferences

1. ML-REPA #2 (rus) and slides (eng) – Wokrshop: Dive into Catalyst on ML-REPA