Никита Балаганский – Compressors библиотека для уменьшения моделей

Валентин Малых – Секретный Доклад

Artem Zholus – IGLU Competition @ NeurIPS 2021: Grounded Language Understanding with RL

Александр Мамаев – Text-To-Speech with Catalyst

Артем Чумаченко – как создать курс с нуля? Deep Learning with Catalyst

Catalyst experiments logging with Wandb

Catalyst experiments logging with Neptune

Anton Pechenko - Real Pendulum: обучи своего DIY робота с помощью RL (DataFest 2020)

Fedor Chervinskii - RL in Industrial Robotics (DataFest 2020)

Boris Voskresenskii - RL for the adaptive speed regulation on a metallurgical pickling line

Yauheni Kachan - Super-Resolution with Catalyst (Datafest 2020)

Anatoly Potapov - Pre-training Transformers with Catalyst (Datafest 2020)

Lokesh Nandanwar - Multilingual Text detection in Video/Images (Datafest 2020)

Shangtong Zhang - Off policy evaluation (Datafest 2020)

Alexander Grishin - Controlling the overestimation bias with TQC (Datafest 2020)

Aleksei Petrenko - SampleFactory and high-throughput reinforcement learning (Datafest 2020)

Семинар 4. Object Detection & Image Segmentation.

Лекция 4. Object Detection & Image segmentation.

Лекция 3. CNN.

Семинар 2. Введение в PyTorch.

Лекция 2. Регуляризация и фреймворки.

Семинар 1. Введение в нейронные сети.

Лекция 1. Введение в нейронные сети.

Aleksei Shabanov - Metric Learning with Catalyst (DataFest 2020)

Nikita Balagansky - Pruning with Catalyst (DataFest 2020)

Kirill Vishnyakov - How Catalyst-powered projects advanced my academic career (DataFest 2020)

Hristo Vrigazov - Multi-task learning in the real world with Catalyst (DataFest 2020)

Yury Kashnitsky - Firing a cannon at sparrows: BERT vs. logreg (DataFest 2020)

NeurIPS 2019: Learn to Move – Walk Around 2nd place solution, Catalyst.RL

Debug

Logs and visualizations

Example cifar simple.Debug

Example: cifar simple

Catalyst’s YAML config structure

YAML syntax. Brief introduction

Typical file structure

Jupyter API vs Config API. Config

Jupyter API vs Config API. Jupyter

Basic components