Github Repos | Joshua Berkowitz

3 Articles

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Chronos Forecasting: Teaching Language Models to Speak the Language of Time

Time is one of the most fundamental dimensions in data analysis, yet predicting what comes next remains one of computing's most persistent challenges. Whether forecasting tomorrow's stock prices, next...

Amazon Science Deep Learning Forecasting Foundation Models Machine Learning Open Source PyTorch Time Series Transformers Zero-Shot Learning

Nov 6, 2025

0 12254

TorchAO: A PyTorch-Native Shortcut To Smaller, Faster Models

TorchAO is PyTorch's native toolkit for model efficiency: it unifies post-training quantization (PTQ), quantization-aware training (QAT), float8 (FP8) training, and structured sparsity in one coherent...

deep learning FP8 model efficiency open source PyTorch QAT quantization sparsity TorchAO

Nov 4, 2025

0 9867

TorchTitan: Democratizing Large-Scale Distributed Training with PyTorch

TorchTitan: Democratizing Large-Scale Distributed Training with PyTorch A comprehensive look at PyTorch's native solution for production-ready LLM pre-training Distributed training of large language m...

AI Infrastructure Context Parallel Distributed Training Float8 FSDP2 Large Language Models Open Source Pipeline Parallel PyTorch Tensor Parallel torch.compile TorchTitan

Oct 7, 2025

0 21406

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