Machine Learning Zoomcamp by DataTalksClub

Welcome to the homework repository for my Machine Learning Zoomcamp 2023! This repository contains the materials, homework assignments, and solutions for each module of the course.

Table of Contents

• About the Course
• Syllabus
• Midterm and Capstone Projects
• Saturn Cloud
• Homework Solutions
• How to Use This Repository
• Additional Resources

About the Course

The Machine Learning Zoomcamp 2023 is an immersive program that covers fundamental and advanced topics in machine learning. The course includes lectures, hands-on coding exercises, and real-world projects to enhance your practical skills.

Syllabus

1. Introduction to Machine Learning

• Module materials
• Homework
• Homework solution

2. Machine Learning for Regression

• Module materials
• Homework
• Homework solution

3. Machine Learning for Classification

• Module materials
• Homework
• Homework solution

4. Evaluation Metrics for Classification

• Module materials
• Homework
• Homework solution

5. Deploying Machine Learning Models

• Module materials
• Homework
• Homework solution

6. Decision Trees and Ensemble Learning

• Module materials
• Homework
• Homework solution

8. Neural Networks and Deep Learning

• Module materials
• Homework
• Homework solution
• Saturn Cloud

9. Serverless Deep Learning

• Module materials
• Homework
• Homework solution

10. Kubernetes and TensorFlow Serving

• Module materials
• Homework
• Homework solution

11. KServe (optional)

• Module materials
• No homework

Midterm and Capstone Projects

For more information on the projects, please refer to projects.md.

Saturn Cloud

Sign up for Saturn Cloud using this link.

How to Use This Repository

Clone this repository to your local machine to access all course materials and assignments.

git clone https://github.com/akhyar016/Machine_Learning_Zoomcamp.git

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© Akhyar Ahmed, 2023