Udemy – Machine Learning in Python with 5 Machine Learning Projects 2021-4

Description

Machine Learning in Python with 5 Machine Learning Projects is a Python machine learning training boot camp in which you will build 5 real world machine learning projects using Python. This step-by-step course introduces you to the world of machine learning. Machine learning is the science of computer algorithms used to automate model analysis and is also a branch of artificial intelligence.

What you will learn in Machine Learning in Python with 5 Machine Learning Projects:

• Theoretical discussion and practical implementation of linear regression using sklearn
• Theoretical discussion and practical implementation of logical regression using sklearn
• Characterization using RFECV
• Data transfer using linear and logistic regression
• Evaluation criteria for analyzing the performance of models
• Industrial relationship of linear and logistic regression
• Mathematical discussion of KNN, SVM and Naive Bayes algorithms
• Using KNN, SVM and Naive Bayes using sklearn
• Feature selection methods – Gini Index and Entropy
• Mathematics behind Decision trees and random forest
• Boost algorithms with Adaboost, Gradient Boosting and XgBoost
• Types of algorithms for categorization
• Different methods for working with unbalanced data
• Refinement of relationships and variables
• PCA and LDA
• Various algorithms used for Time Series forecasting

Course specifications

Publisher: Udemy
Instructors:  Data Is Good Academy
Language: English
Education level: Basic to advanced
Number of courses: 381
Duration: 24 hours and 11 minutes

Course topics on 2021/7:

Course prerequisites:

To make sense out of this course, you should be well aware of linear algebra, calculus, statistics, probability and python programming language.

Pictures

Course introduction video:

Installation guide

After Extract, watch with your favorite Player.

English subtitle

Quality: 720p

Old course title: Machine Learning in Python Bootcamp with 5 Capstone Projects

download link

Download Part 1 – 3 GB

Download Part 2 – 3 GB

Download Part 3 – 3 GB

Download Part 4 – 3 GB

Download Part 5 – 3 GB

Download Part 6 – 3 GB

Download Part 7 – 3 GB

Download Part 8 – 147 MB

File password (s): www.abc.com

Size

21.1 GB