SRSudheer Ranjaninsudheerranjan.com·May 31, 2024 · 6 min readExploring AI Agents: An Introduction to CrewAIEvolution 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...00
SRSudheer Ranjaninsudheerranjan.com·May 15, 2024 · 2 min readSteps to Evaluate Fairness in Machine Learning ModelsBusinesses 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)...00
SRSudheer Ranjaninsudheerranjan.com·May 1, 2024 · 2 min readQuick Guide to Speeding Up Docker Builds for ML ApplicationsDocker 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...00
SRSudheer Ranjaninsudheerranjan.com·Apr 24, 2024 · 2 min readHow to choose the right Python base image for containerizing your ML applicationOne 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...00
