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Exploring AI Agents: An Introduction to CrewAI

May 31, 2024 · 6 min read · Evolution of AI Agents from LLMs You might have experimented with Large Language Models from OpenAI and Hugging Face. They excel at predicting the next word using the vast data they are trained on. They are great for simple tasks, but what about comp...

Steps to Evaluate Fairness in Machine Learning Models

May 15, 2024 · 2 min read · Businesses prioritize metrics that impact their bottom line, while data scientists often focus on accuracy. However, bias in a model can lead to allocative harms (unequal distribution of benefits) and representation harms (downplaying certain groups)...

Quick Guide to Speeding Up Docker Builds for ML Applications

May 1, 2024 · 2 min read · Docker builds are essential for deploying ML applications in a consistent and portable way. However, slow build times can significantly hinder development and deployment workflows, as well as streamlined CI/CD pipelines. Here are some strategies I fo...

How to choose the right Python base image for containerizing your ML application

Apr 24, 2024 · 2 min read · One often-overlooked aspect of deploying Machine Learning solutions with Docker is selecting the right base image. Discovering vulnerabilities in base images post-deployment in security-conscious organizations may result in building the ML models aga...