In this video on Machine Learning with Python, you will understand the basics of machine learning from a short animated video and know the essential applications of machine learning. You will understand machine learning concepts and understand why mathematics, statistics, and linear algebra are crucial. We’ll then focus on some vital machine learning algorithms. We’ll also learn about regularization, dimensionality reduction, PCA. We will perform a prediction analysis on the recently held US Elections. Finally, you will study the Machine Learning roadmap for 2021? Let’s begin!

- 00:00:00 Machine Learning Basics
- 00:08:45 Top 10 applications of machine learning
- 00:13:40 Machine Learning Tutorial Part-1
- 01:15:10 Machine Learning Tutorial Part-2
- 02:10:47 Mathematics for Machine Learning
- 04:01:00 Linear Regression Analysis
- 04:20:37 Logistic Regression
- 04:38:35 Confusion Matrix
- 04:58:31 Decision Tree in Machine Learning
- 05:20:30 Random Forest
- 05:50:29 K Nearest Neighbors
- 06:16:56 Support Vector Machine
- 06:35:57 Regularization in ML
- 07:05:03 PCA
- 07:35:16 US Election Prediction
- 08:03:49 Machine Learning roadmap 2021

#python #machine-learning #artificial-intelligence #data-science #developer

13.80 GEEK