Machine Learning

Course Description

Learn Machine and Data Science, then get hired. This comprehensive and project based course will introduce you to all of the modern skills of a Data Scientist and along the way, we will build many real world projects to add to your portfolio. Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world's most interesting problems.

Content

1. Introduction to AI
2. Introduction to ML - Supervised and Unsupervised Learning
3. ML KNN - Lp Norms
4. ML KNN - Euclidean and Manhattan Distance
5. ML KNN - Minkowski, Hamming and Cosine Distance
6. ML Over and Under Fitting - Cross Validation and K-Fold CV
7. Project 1 Creating the First Model using KNN and finding the Accuracy
8. ML Linear Regression
9. Project 2 based on SIMPLE LINEAR REGRESSION
10. Project 3 based on MULTIPLE LINEAR REGRESSION
11. ML HYPOTHESIS TESTING Statistics Fundamentals
12. ML Decision Tree with Gini Index
13. ML Decision Tree with Information Gain
14. Project 4 CASE STUDY based on DECISION TREE