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accelerate

🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision

awac_iql

Offline to Online RL: AWAC & IQL PyTorch Implementation

codetf

CodeTF: One-stop Transformer Library for State-of-the-art Code LLM

cointegrated-pairs-trading

Algo trading strategy, entrance task to CMF, Quantitative Analytics program, 2021

cpp-hw

C++ homeworks @ St. Petersburg State University

decision-tree

Decision Tree Implementation as a part of my ML hw @ SPbU

deep-rl-class

This repo contain the syllabus of the Hugging Face Deep Reinforcement Learning Class.

deepspeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

dhc

Distributed Heuristic Multi-Agent Path Finding with Communication - ICRA 2021

dhc-robust-mapf

Learnable MAPF. “Distributed Heuristic Multi-Agent Path Finding with Communication” (DHC) algorithm from ICRA 2021 is implemented and benchmarked in out-of-distribution (OOD) scenarios. A new robust training loop to handle communication failures is introduced.

gradient-descent-homework

Gradient Descent Homework for the ML Course @ SPbU

introtodeeplearning

Lab Materials for MIT 6.S191: Introduction to Deep Learning

jb-nucleon-configurations

kaggle-in-house-classification

Kaggle classification contest report (in Russian)

leetcode-solutions

LeetCode solutions

mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

multi-agent-pathfinding

Heuristic Search vs. Learning. "Distributed Heuristic Multi-Agent Path Finding with Communication" reproduced, trained & benchmarked with M*

open_spiel

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

optax

Optax is a gradient processing and optimization library for JAX.

ppl-kaggle-titanic

Titanic Kaggle contest

ppl-railway-station

Railway modelling

ppl-text-index

Text file processing & index creation

rhyme-bot

spbutimetableapi

Python SPbU TimeTable API.

starter-hugo-academic

🎓 Hugo Academic Theme 创建一个学术网站. Easily create a beautiful academic résumé or educational website using Hugo, GitHub, and Netlify.

talks

My public talks are presented here

tau

Pipeline Parallelism for PyTorch

tests

text-generation-inference

Large Language Model Text Generation Inference

tiktok

Entrance task for the "Tiktok for drivers" project, interactive map