Blog Posts | Joshua Berkowitz

3 Articles

2025 × PyTorch ×

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 21516

Github Repos

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 22803

Github Repos

vLLM TPU’s Unified Backend is Revolutionizing LLM Inference

The latest vLLM TPU release is enabling developers to run open-source LLMs on TPUs with unmatched performance and flexibility. Powered by the tpu-inference backend, this innovation ensures a smooth, h...

attention kernels JAX LLM inference open source PyTorch TPU tpu-inference vLLM

Oct 18, 2025

0 33044

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