Course Link: https://www.udemy.com/course/automating-ml-pipelines-for-song-recommendation-system/
What you’ll learn:
Understand the Math Behind ML Algorithms: You will learn the mathematical concepts that underlie popular machine learning algorithms.
Implement Machine Learning Algorithms: You will gain hands-on experience in coding and applying various machine learning algorithms.
Design and Build MLFlow Tracking: You will learn how to use MLFlow for tracking and managing machine learning experiments effectively.
Implement Microservices with Docker: You will learn how to create and manage microservices for automating machine learning pipelines using Docker.
Automate Model Training and Evaluation: You will learn to use Airflow triggers to automate the process of training and evaluating machine learning models.
Set Up Git CI/CD for a Song Recommender App: You will learn how to implement CI/CD for a song recommendation web app.