Complete MLOps Bootcamp | From Zero to Hero in Python 2022 from Udemy

Overview

Are you on the hunt for a comprehensive and hands-on guide to MLOps (Machine Learning Operations)? Well, you’re in luck! This course is here to teach you everything related to MLOps, covering model development to cloud deployment, and even web applications development. With MLOps estimated to be valued at $126 billion by 2025, learning about this subject matter can greatly enhance your professional opportunities.

This course features visual training, downloadable study guides, hands-on exercises, and real-world labs, ensuring that you’ll be able to implement an end-to-end MLOps project. Topics covered include MLOps fundamentals, model versioning with MLFlow, Auto-ML and low-code MLOps, containerized ML workflows with Docker, deploying ML in production through APIs, and MLOps in Azure Cloud. By the end of the course, you’ll not only gain valuable knowledge and confidence, but you’ll also have an entire MLOps project developed from the ground up. Start enhancing your MLOps skills today and unlock a world of potential job opportunities!

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Skills you’ll learn

1. Master MLOps fundamentals and address traditional ML model management challenges.
2. Utilize MLOps tools to implement end-to-end projects.
3. Implement model versioning and registration using MLFlow.
4. Automate ML model development with Auto-ML and Low-code libraries like Pycaret.
5. Achieve model interpretability, explainability, auditability, and data drift management.
6. Containerize ML workflows with Docker for efficient distribution.
7. Deploy ML models in production using APIs, FastAPI, Flask, and Azure Cloud.
8. Develop and deploy ML web applications with Gradio, Flask, HTML, Docker, and Azure.

Summary

Embark on an enriching learning journey with the comprehensive MLOps Bootcamp, expertly crafted to elevate your Python skills to new heights in 2022. Under the proficient guidance of Data Bootcamp, this popular course boasts an impressive 121 lessons and has successfully transformed the abilities of 3,885 eager students. With a well-deserved rating of 4.3 out of 5, this captivating bootcamp is sure to make you a Python hero in no time!