Learn the Foundations of Machine Learning and Artificial Intelligence

As you know, machine learning and artificial intelligence (AI) are transforming the world around us. Mastering these tools can open doors to exciting career opportunities.

We just published a course on the freeCodeCamp.org YouTube channel that will teach you all about machine learning and AI in an engaging, comprehensive, and hands-on way. This 11-hour course isn’t just a crash course. It’s a deep dive into everything from foundational concepts to advanced topics like recommender systems and predictive analytics.

With step-by-step explanations, real-world case studies, and guidance from experienced professionals, this course ensures you’ll gain both theoretical knowledge and practical implementation skills. Plus, it includes a career roadmap for building a data science career, launching a startup, and preparing for interviews in the AI field. Tatev and Vahe from Lunar Tech developed this course.

What You’ll Learn

Here are the different sections covered in this course.

1. Machine Learning Roadmap for 2024
   Start with a clear guide on the skills, tools, and frameworks you’ll need to succeed in the evolving landscape of AI.

2. ML Basics
   Dive into essential concepts such as supervised vs. unsupervised learning and regression vs. classification models.

3. Key Principles of Machine Learning
   Understand critical topics like the bias-variance trade-off, overfitting, and regularization, which form the backbone of effective machine learning models.

4. Top Machine Learning Algorithms
   Explore the most widely used algorithms in the field, from linear regression to neural networks, and learn their applications.

5. Case Studies and Projects

   • Superstore Data Analytics Project: Analyze real-world datasets and uncover insights using data analysis techniques.

   • Linear Regression Case Study: See how linear regression models work in practice as prediction tools.

   • MLOps with a Movie Recommendation System: Learn how to deploy machine learning models for real-world applications.

6. Career Guidance and Workshops

   • How to Become a Data Scientist Without Experience: A workshop tailored to those starting from scratch.

   • How to Build a Startup: Insights into leveraging machine learning for entrepreneurial ventures.

   • Machine Learning Interview Prep: Prepare for technical interviews with expert tips and practice scenarios.

This course is perfect for beginners as well as those with some experience in programming or data science. The blend of practical projects and professional advice makes it an invaluable resource for anyone looking to excel in this exciting field. Whether you’re interested in understanding the science behind Netflix recommendations or building a robust predictive model, this course has something for you.

Watch the full course on the freeCodeCamp.org YouTube channel (11-hour watch).

Source: freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More