Machine Learning – YouTube Playlist

By user Categories: Self-Paced, YouTube
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About Course

This course focuses on machine learning from scratch. Raghavendra, an expert in AI, ML, and Data Engineering will be taking you through various machine learning concepts, different types of machine learning algorithms, python libraries used in machine learning, and more.

What Will You Learn?

  • The importance of Scikit Learn in AI
  • Various functionalities and applications Scikit Learn
  • Unsupervised and supervised learning functions
  • Binary or multiclass classification tasks
  • Key concepts of logistic regression using Scikit Learn.
  • How to solve a binary classification problem using logistic regression.

Course Content

Introduction to machine learning

Introduction to Scikit learn

Learn the types of Machine Learning Algorithms

Learn simple linear regression using scikit learn

Step-by-step demonstration of Multiple Linear regression

Master Logistic Regression Using Scikit Learn

Evaluation Metrics for Classification Models

Decision Trees for classification

Predicting Employee Attrition using Decision Trees

Predicting the amount spend by a customer using Decision Tree Regressor

Introduction to Naive Bayes Classifier

Making Predictions using Naïve Bayes Algorithm: Part 1

Making Predictions using Naïve Bayes Algorithm: Part 2

Supervised Machine Learning Algorithm for Classification

Implementing Supervised Machine Learning Algorithm

K-Nearest Neighbour Algorithm

Implementing KNN Algorithm for detecting Breast Cancer

Understanding the working of K-means Clustering

Implementing K-means Clustering for Housing Dataset

Understanding Agglomerative Clustering

Agglomerative Clustering using Pollution Data in India

Bias and Variance in Machine Learning