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Stop wasting time scrolling. We've analyzed ratings, student reviews, and course content to bring you the definitive list of the top 5 ML courses on Udemy in 2026.
Whether you're a complete beginner or looking to level up your AI skills ā there's a course here for you.
| # | Course Name | Instructor | Rating | Students | Hours | Best For |
|---|---|---|---|---|---|---|
| 1 | Machine Learning A-Z⢠| Kirill Eremenko | ā 4.5 | 800,000+ | 44+ hrs | All levels |
| 2 | Python for Data Science & ML Bootcamp | Jose Portilla | ā 4.6 | 500,000+ | 25 hrs | Beginners |
| 3 | ML, Data Science & Deep Learning with Python | Frank Kane | ā 4.8 | 162,000+ | 15 hrs | Intermediates |
| 4 | Deep Learning A-Z⢠| Kirill Eremenko | ā 4.5 | 331,000+ | 22.5 hrs | Deep Learning |
| 5 | Complete Machine Learning with Python | Anthony Ng | ā 4.7 | 24,000+ | 18 hrs | Project Builders |
šØāš« Instructor: Kirill Eremenko & Hadelin de Ponteves ā Rating: 4.5/5 | š„ Students: 800,000+ | ā±ļø Duration: 44+ hours
The undisputed king of Udemy ML courses. If you want one course that covers everything ā this is it.
š” Pro Tip: This course uses both Python and R, making it ideal if you're aiming for data science roles that require R knowledge.
šØāš« Instructor: Jose Portilla ā Rating: 4.6/5 | š„ Students: 500,000+ | ā±ļø Duration: 25 hours
Perfect for beginners who want practical, industry-ready skills fast.
š” Best for: Complete beginners with basic Python knowledge who want a clean, structured starting point.
šØāš« Instructor: Frank Kane (Sundog Education) ā Rating: 4.8/5 | š„ Students: 162,000+ | ā±ļø Duration: 15 hours
The highest-rated course on this list. 100+ lectures covering ML, deep learning, and TensorFlow in a compact package.
š„ Highlighted Note: A 4.8-star rating from 162K+ students means this course is genuinely exceptional ā not just popular.
šØāš« Instructor: Kirill Eremenko & Hadelin de Ponteves ā Rating: 4.5/5 | š„ Students: 331,000+ | ā±ļø Duration: 22.5 hours
If you want to specialize in deep learning ā this field is exploding in 2026 ā this is your course.
š” Pro Tip: Pair this with Machine Learning A-Z (same instructors) for the ultimate ML + DL combo.
šØāš« Instructor: Anthony Ng & Rob Percival ā Rating: 4.7/5 | š„ Students: 24,000+ | ā±ļø Duration: 18 hours
What makes this course stand out? š 12 real-world projects.
š¢ Best for: Developers who learn best by building ā you'll graduate with a ready-to-show portfolio.
| Your Goal | Recommended Course |
|---|---|
| š Complete Beginner | Python for Data Science Bootcamp (#2) |
| š Most Comprehensive | Machine Learning A-Z (#1) |
| ā” Best Rating + Compact | ML, Data Science & Deep Learning (#3) |
| š§ Deep Learning Focus | Deep Learning A-Z (#4) |
| š¼ Build a Portfolio | Complete ML with Python (#5) |
In 2026, machine learning skills are no longer optional ā they're a career superpower. Whether you're starting from zero or want to go deeper into neural networks, Udemy has a course that fits your goals and budget.
šÆ Our top pick: Start with Machine Learning A-Z⢠for the most complete learning experience ā 800,000+ students can't be wrong.
š£ Ready to start? Grab any of these courses on sale ā Udemy frequently offers them for under ā¹500 during flash sales!