AI and Machine Learning

12 MLOps Projects to Build Real Production ML Skills

Most machine learning portfolios stop at a notebook with 94% accuracy. Hiring managers have seen that a hundred times, and…

By Shivank Agarwal

How to become an AI research scientist

If you're more interested in asking why a model works than just using it off the shelf, a career as…

By Shivank Agarwal

What Is Model Drift? Detection & Monitoring in ML Systems

Model drift occurs when a machine learning model's performance gradually declines because real-world data or relationships have changed from the…

By Shivank Agarwal

What Is Retrieval-Augmented Generation? RAG Evaluation Metrics

Retrieval-augmented generation (RAG) combines information retrieval with large language model generation to produce answers grounded in external knowledge. Instead of…

By Shivank Agarwal