MLOPs
MLOPs: Sentiment Analysis …
Emotion Classification API Summary
A production-ready MLOps solution for text emotion classification using a fine-tuned DistilBERT model.
Key Features
- 🚀 FastAPI service for low-latency inference
- 🤗 Hugging Face model hosting (AfroLogicInsect/emotionClassifier)
- 🔄 Automated CI/CD pipeline with GitHub …
Building a …
A comprehensive guide to developing, optimizing, and deploying a robust speech transcription service
Overview
In this technical deep-dive, we’ll explore the development of a production-grade Speech-to-Text system built on OpenAI’s Whisper model. The project demonstrates advanced ML …
Monitoring Behavioral …
Why Your ML Models Are Quietly Failing
Picture this: You deploy a machine learning model that predicts customer conversions with 85% accuracy. Six months later, you discover it’s performing at 65% accuracy, and you have no idea when the decline started or what caused it.
This scenario plays …