Enroll Course: https://www.udemy.com/course/mastering-advanced-mlops-on-gcp-cicd-kubernetes-kubeflow/
Are you looking to elevate your machine learning projects to production-ready status? The ‘Beginner to Advanced MLOps on GCP-CI/CD, Kubernetes Jenkins’ course on Coursera is an exceptional resource designed to take you through the entire lifecycle of ML deployment and automation. Covering a comprehensive range of tools and technologies, this course equips you with practical skills to manage, deploy, and monitor ML models effectively.
The course begins with foundational concepts like experiment tracking using MLFlow and Comet-ML, ensuring your models are reproducible and well-managed. It then delves into data and code versioning with DVC and Git, crucial for maintaining consistency across project iterations. You’ll learn how to automate workflows using Jenkins, GitHub Actions, and GitLab CI/CD, streamlining your deployment pipeline.
A significant highlight is the focus on cloud infrastructure, primarily using GCP, alongside local testing with Minikube. The course guides you through containerization with Docker and deployment via Kubernetes and Google Cloud Run, ensuring your ML services are scalable and reliable.
Data engineering concepts are covered using PostgreSQL, Redis, and Airflow, enabling efficient data processing and feature storage. Monitoring tools like Prometheus and Grafana are introduced for real-time performance tracking, coupled with Alibi-Detect for data drift detection.
Finally, the course explores API development with FastAPI and Flask, integrating ChatGPT for advanced chatbot applications, along with API testing and documentation tools like Postman and SwaggerUI.
Whether you’re an aspiring data scientist, ML engineer, or DevOps specialist, this course provides hands-on experience to build, deploy, and monitor end-to-end ML solutions. I highly recommend it for anyone serious about mastering MLOps in a cloud environment. Enroll today and transform your ML workflows into robust, scalable systems!
Enroll Course: https://www.udemy.com/course/mastering-advanced-mlops-on-gcp-cicd-kubernetes-kubeflow/