Machine Learning

By DigiGrowHub Mentor Categories: Advanced Technology

About Course

The Machine Learning market is expected to reach USD $30.64 Billion by 2024, at a Compound Annual growth rate(CAGR) of 42.8-percent, indicating the increased adoption of Machine Learning among companies. By 2024, the demand for Machine Learning engineers is expected to grow by 11-percent.

Course Content

Module 1 : Machine Learning With Python

Home
Basics
Python Ecosystem
Methods for Machine Learning
Data Loading for ML projects
Understanding Data with Statistics
Understanding Data with visualization
Preparing Data
Data Feature Selection

Module 2 :ML Algorithms – Classification

Module 3 : ML Algorithms- Clustering

Module 4 : ML Algorithms – KNN Algorithm

Module 5 : ML With Python – Resources

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Machine Learning

About Course

Course Content

Module 1 : Machine Learning With Python

Home

Basics

Python Ecosystem

Methods for Machine Learning

Data Loading for ML projects

Understanding Data with Statistics

Understanding Data with visualization

Preparing Data

Data Feature Selection

Module 2 :ML Algorithms – Classification

Introduction

Logistic Regression

Support vector Machine (SVM)

Naive Bayes

Random Forest

ML Algorithms- Regression

Linear Regression

Module 3 : ML Algorithms- Clustering

Overview

K- means algorithm

Mean Shift Algorithm

Hierarchical Clustering

Module 4 : ML Algorithms – KNN Algorithm

Finding Nearest Neighbors

Performance Metrics

Automatic Workflows

Improving Performance of ML Models

Module 5 : ML With Python – Resources

Machine Learning With Python – Quick Guide

Machine Learning With Python – Resources

Machine Learning With Python – Discussion