Machine-Learning

About the Course

Python Basics

Python Practice

Pandas Basics

Numpy Basics

Maths Basics

Statistics Basics

Part 1 - Prerequisites & Basics

Introduction

Installing the Tools

Part 2 - Tools & Installations

Preprocessing Techniques

Hands-On

Notes

Part 3 - Data Preprocessing

EDA Techniques

Part 4 - EDA

Feature Engineering Techniques

Feature Selection Techniques

Part 5 - Feature Engineering

Evaluation Metrics for Regression

Types of Regression Models

Part 6  == Regression ==>

Deep Dive

Part 6.1 - Linear Regression

Part 6.2 - KNN Regression

Evaluation Metrics for Classification

Types of Classification Models

Part 7 == Classification ==>

Part 7.1 - Logistic Regression

Notes Explanation

Part 7.2 - KNN Classification

Part 6.3 and 7.3 - Decision Tree and Random Forest

Part 8 == Clustering ==>

Part 8.1 - KMeans Custering

Pipeline Design Techniques

Part 9 - Pipelines Design

Hyperparameter tuning to improve model performance

Model Optimization Techniques

Part 10 - Model Optimization

Deployment Strategy

Deployment Frameworks

End to End Live Deployment

Part 11 - Model Deployment 

Monitor the Deployed Models

Intro to Metabase & Graphana

Part 12 - Model Monitoring

MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry.

ML Operations in Industries

Complete Life Cycle

MLOps Environment Setup

MLOps Code Integration

End to End Model Deployment & Management

Part 13 - MLOps - End to End ML Life cycle ( mlflow )

Generic Code Template

Part 14 - Master Code Template

Project -1

Project - 2

Project - 3

Project - 4

Project - 5

Part 15 - Projects

Learn to Develop machine learning models the way engineers do in industries.<ul><li>Pre-Processing</li><li>Feature Engineering</li><li>ML Algorithms</li><li>Model Optimization</li><li>Master Code Template</li><li>ETC..</li></ul>

Learn to Develop machine learning models.
PreProcessing
Feature Engineering
ML Algorithms
Model Optimization
Master Code Template

Machine Learning Program

Dashboard

Profile

Memberships

Courses

Bundle Courses

Communities

Groups

Digital Products

Physical Products

Live Products

Video Library

Audio Library

Events

Appointments

Premium Pages

Certificates

Badges

Order History

Organization Orders

Subscription

Affiliate Dashboard

Settings

Billing

iTensor

Primary Menu

Cookies

System Defaults

Primary color

Primary color hover

Heading text color

Body text color

Banner text color

Primary button text color

Primary button text hover color

Secondary button background color

Secondary button background hover color

Secondary button text color

Secondary button text hover color

Navbar item background color

Navbar item text color

Navbar item text hover color

Machine Learning Program

Course content

Course Description