What You'll Learn
- Build end-to-end machine learning pipelines from data preprocessing to model evaluation using industry best practices
- Apply supervised, unsupervised, and ensemble ML algorithms to solve real-world regression, classification, and clustering problems
- Prevent common ML failures by handling data leakage, feature scaling, encoding, and cross-validation correctly.
- Optimize model performance using feature selection, hyperparameter tuning, and proper evaluation metrics.
- Write clean, reusable, and production-ready ML code with reproducible workflows and pipelines.
- Think like an ML engineer and design models that scale beyond notebooks into real-world systems.
Requirements
- Basic Python knowledge (variables, loops, functions) is helpful but not required
- No prior machine learning or statistics experience needed
- A computer with internet access (Windows, macOS, or Linux)
- Willingness to learn and practice with real-world datasets
Who This Course is For
- Beginners and students who want a structured, end-to-end introduction to machine learning without prior experience
- Software developers and data analysts looking to transition into machine learning and AI engineering roles
- Aspiring ML engineers who want to move beyond notebooks and learn industry-grade ML workflows
- Professionals and career switchers seeking practical, hands-on experience with real datasets and projects
- Anyone interested in AI who wants to understand how machine learning models are built, optimized, and scaled in real systems
Your Instructor
Data Science Academy
Bridging knowledge to industry with Data & AI education
4.3 Instructor Rating
1,070 Reviews
50,911 Students
24 Courses
Related Courses
More free Machine Learning courses you might be interested in
Free 100% Off
02 February 2026
Expires in 2 days
Master Python for Data Science, Machine Learning, Automation
Complete Python Guide for Data Science, Machine Learning, AI, and Automation with Practical Projects
Free 100% Off
02 February 2026
Expires in 2 days
Mastering Video Editing with AI ChatGPT for Content Creators
Supercharge Your Video Editing: Use AI ChatGPT to Generate Scripts, Titles, Descriptions, and Even …
Free 100% Off
02 February 2026
Expires in 1 day
TensorFlow Course: Basic to Advanced Neural Network & Beyond
Master TensorFlow and Deep learning — from basic neural networks to advanced models and real world …
Free 100% Off
02 February 2026
Expires in 1 day
Machine Learning & Python Data Science for Business and AI
Learn Python Programming, Data Analysis, and Machine Learning Techniques to Solve Real World Busine…
Never Miss a Coupon!
Subscribe to our newsletter to get daily updates on the latest free courses.