- New York City, New York
- https://nathanmatare.com
Highlights
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DSPy: The framework for programming—not prompting—language models
Python 3.8+ toolbox for submitting jobs to Slurm
TensorDict is a pytorch dedicated tensor container.
ML Collections is a library of Python Collections designed for ML use cases.
Machine Learning Engineering Open Book
Reverb is an efficient and easy-to-use data storage and transport system designed for machine learning research
A curated list of awesome model based RL resources (continually updated)
[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.
⚡ Flashbax: Accelerated Replay Buffers in JAX
tree is a library for working with nested data structures
Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models" (ICLR 2024)
[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios (awesome MCTS)
🕹️ A diverse suite of scalable reinforcement learning environments in JAX
OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.
Training and serving large-scale neural networks with auto parallelization.
A TensorFlow Serving solution for use in SageMaker. This repo is now deprecated.
An example Flight SQL Server implementation - with DuckDB and SQLite back-ends.
NeuralMMO / environment
Forked from openai/neural-mmoNeural MMO - A Massively Multiagent Environment for Artificial Intelligence Research
A tool for recording RL trajectories.
A multi-backend implementation of the Keras API, with support for TensorFlow, JAX, and PyTorch.
Effortless plugin and play Optimizer to cut model training costs by 50%. New optimizer that is 2x faster than Adam on LLMs.
Evaluating long-term memory of reinforcement learning algorithms
An unofficial implementation of the paper "Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning"