Tag: machine-learning
All the articles with the tag "machine-learning".
Serving ML Models in Production with FastAPI + ONNX
Published: at 10:00 AMLearn how to serve machine learning models in production using FastAPI and ONNX Runtime. Export a Hugging Face NLP model to ONNX, build a REST inference endpoint, benchmark performance against native PyTorch, and containerize the service with Docker.
Fine-tuning LLMs with LoRA: A Practical Guide
Published: at 10:00 AMA practical guide to fine-tuning Large Language Models with LoRA (Low-Rank Adaptation). Learn how parameter-efficient fine-tuning works, why it dramatically reduces compute and memory, and how to implement it end-to-end using Hugging Face PEFT and Transformers, including QLoRA for consumer GPUs.
Introduction to Hugging Face Transformers
Published: at 10:30 AMA practical introduction to the Hugging Face Transformers library. Learn to use the high-level pipeline API for common NLP tasks, understand tokenizers and models, and run a basic fine-tuning workflow with the Trainer.