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mlops

Hybrid cloud-edge ML system for predictive rain control with automated retraining, monitoring, and Raspberry Pi hardware actuation.

A generic implementation roadmap that can facilitate MLOps for any ML problem in detail. This roadmap is intended for reducing problem solutioning, and using problem solving instead.

📝 The "EduAvenues" Project Description "A production-grade MLOps prototype for automated student essay evaluation. This system leverages 30 years of pedagogical expertise to audit LLM outputs using Chain-of-Thought (CoT) and RAG, ensuring academic rigor and trust in AI-driven grading pipelines."

Public pages of the ANR project "FATES-MLOps"

Full MLOps: DVC + MLflow + GitLab CI + K8s + Monitoring

This is the code repository associated with my development notes notebook.

I need it to improve development efficiency. I study concepts, prototype solutions, save them here along with their comments. When needed, I know where I can quickly find code examples to reuse.

Simulation of a real hospital scenario with a ML model in production

This repository showcases an end-to-end machine learning project implemented with a focus on MLOps.

MLflow deployment plugin for Knative targets

Fork of Rubrix for natural language processing machine learning dataset labeling and RLHF (reinforcement learning human feedback) and active learning. Original license was Apache 2.0 which allows Argilla.io to modify the software without sharing it with the community.

this project it to practice all concepts and knowledge in the course mlops-zoomcamp

Bash scripts for building and running a Docker container locally with Apache Airflow Standalone.

Not suitable for production environment. Use it for local development and testing only!

Yet another one news recommender for MLOps & Production course by ods.ai