Machine Learning Concepts and Application of ML using Python

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English + .srt | Duration: 160 lectures (63h 24m) | Size: 16.5 GB

Learn core concepts of Machine Learning. Apply ML techniques to real-world problems and develop AI/ML based applications

What you'll learn:

Learn the A-Z of Machine Learning from scratch

Build your career in Machine Learning, Deep Learning, and Data Science

Become a top Machine Learning engineer

Core concepts of various Machine Learning methods

Mathematical concepts and algorithms used in Machine Learning techniques

Solve real world problems using Machine Learning

Develop new applications based on Machine Learning

Apply machine learning techniques on real world problem or to develop AI based application

Analyze and implement Regression techniques

Linear Algebra basics

A-Z of Python Programming and its application in Machine Learning

Python programs, Matplotlib, NumPy, basic GUI application

File system, Random module, Pandas

Build Age Calculator app using Python

Machine Learning basics

Types of Machine Learning and their application in real-life scenarios

Supervised Learning - Classification and Regression

Multiple Regression

KNN algorithm, Decision Tree algorithms

Unsupervised Learning concepts & algorithms

AHC algorithm

K-means clustering & DBSCAN algorithm and program

Solve and implement solutions of Classification problem

Understand and implement Unsupervised Learning algorithms

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