14 Lectures | 00:00
34 Lectures
What is Machine Learning?
Linear Regression
Linear Regression Quiz
Linear Regression Exercise
Linear Regression Multiple Variables
Linear Regression Multiple Variables Quiz
Linear Regression Multiple Variables Exercise
Gradient Descent and Cost Function
Gradient Descent and Cost Function Quiz
Gradient Descent and Cost Function Exercise
Save Model Using Joblib And Pickle
Dummy Variables & One Hot Encoding
Dummy variable & One hot encoding Quiz
Dummy Variables & One Hot Encoding Exercise
Training and Testing Data
Logistic Regression (Binary Classification)
Logistic Regression (Binary Classification) Quiz
Logistic Regression (Binary Classification) Exercise
Logistic Regression (Multiclass Classification)
Logistic Regression (Multiclass Classification) Exercise
Decision Tree
Decision Tree Exercise
Support Vector Machine
Support Vector Machine Quiz
Support Vector Machine Exercise
Random Forest
Random Forest Quiz
Random Forest Exercise
K Fold Cross Validation
K Fold Cross Validation Quiz
K Fold Cross Validation Exercise
K Means Clustering
K Means Clustering Quiz
K Means Clustering Exercise
This course uses a project-based learning approach to teach you Python using two real-life projects (1) Hospitality domain data analysis and (2) Medical data extraction. Learning Python through projects helps you understand real-life applications of this awesome programming language. You will also have two solid projects that you can add to the resume ad you work on end-to-end implementation. Total beginners, as well as people familiar with Python, will benefit from this course.
A practical beginner’s course that will prepare you for the data analyst, business analyst, or Power BI developer job market through a true end-to-end Power BI project carefully curated to provide you with real organizational experience & business context.