Blog
Classify Jira Tickets with GenAI on Amazon Bedrock
Replace traditional NLP approaches with prompt engineering and large language models for Jira ticket text classification. A code sample walkthrough.
Evaluating LLM Systems: Best Practices
A guide to implementing evaluation frameworks across every stage of LLM-augmented system development, from embeddings through production monitoring.
Optimizing CTR Model Training on 1B+ Datapoints
How I cut a click-through rate model's training time from ~2 days to 15 hours on 3TB of tabular data in TensorFlow 2, by working through four bottlenecks — I/O, data loader preprocessing, GPU communication overhead, and kernel launch times.
Run a PyTorch Model on AWS Inferentia2
A hands-on walkthrough of training a small multilayer perceptron (MLP) to predict California housing prices, then compiling it with the AWS Neuron SDK and running inference on an Amazon EC2 inf2.xlarge instance.