Learn to build and continuously improve machine learning models with Data Scientist Harsha Viswanath, who will cover problem formulation, exploratory data analysis, feature engineering, model training, tuning and debugging, as well as model evaluation and productionizing.
12 lessons, 8 hours total length
- Introduction to The Elements of Data Science
- What is Data Science?
- Knowledge Check 1
- Problem Formulation and Exploratory Data Analysis
- Knowledge Check 2
- Data Processing and Feature Engineering
- Knowledge Check 3
- Model Training, Tuning, and Debugging
- Knowledge Check 4
- Model Evaluation and Model Productionizing
- Knowledge Check 5
- The Elements of Data Science: In Summary