AI Foundations Course – Python, Machine Learning, Deep Learning, Data Science
freeCodeCamp.org
An 11-hour introduction to machine learning made by LunarTech for freeCodeCamp. It starts with the basic vocabulary of the field and the most common algorithms, then applies them in case studies on recommender systems and predictive analytics.
The last part is career advice: building a data science career, starting a company and preparing for interviews.
What you'll learn
- Supervised and unsupervised learning, regression and classification
- The bias-variance trade-off, overfitting and regularization
- The most common machine learning algorithms
- Data analysis on a real retail dataset
- Building a recommender system
