Blog Topic · 5 posts

Machine Learning.

5 posts under machine learning, grouped by year.

2026

1 post

Sep 27
PyTorch DDP for Fine-Tuning Gemma 4 on Multiple GPUs
How PyTorch DistributedDataParallel works and when it is the right tool for LoRA fine-tuning Gemma 4, with a complete torchrun script, memory math for the 12B model, and the failure modes that hang multi-GPU jobs. #pytorch #machine-learning #ai

2024

1 post

Jan 6
Chat with SQLite Database
A lightweight Python agent built with LangChain and OpenAI function calling that translates natural-language questions into SQLite queries and generates HTML reports. #portfolio #ai #openai

2023

2 posts

2020

1 post

Jul 12
Machine Learning Best Practices For Your Company
An onboarding checklist for ML and data engineering teams on Git hygiene, secret handling, DVC, notebook discipline, and experiment tracking. #machine-learning #devops