Machine Learning with Python Training (beginner to advanced)

Deep dive into Machine Learning with Python Programming. Implement practical scenarios & a project on Recommender System

Development Data Science Udemy
Category Label Platform
Machine Learning with Python Training (beginner to advanced)

Free Courses : Machine Learning with Python Training (beginner to advanced)

Machine Learning with Python - Course Syllabus

1. Introduction to Machine Learning

  • What is Machine Learning?

  • Need for Machine Learning

  • Why & When to Make Machines Learn?

  • Challenges in Machines Learning

  • Application of Machine Learning

2. Types of Machine Learning

  • Types of Machine Learning

       a) Supervised learning

       b) Unsupervised learning

       c) Reinforcement learning

  • Difference between Supervised and Unsupervised learning

  • Summary

3. Components of Python ML Ecosystem

  • Using Pre-packaged Python Distribution: Anaconda

  • Jupyter Notebook

  • NumPy

  • Pandas

  • Scikit-learn

4. Regression Analysis (Part-I)

  • Regression Analysis

  • Linear Regression

  • Examples on Linear Regression

  • scikit-learn library to implement simple linear regression

5. Regression Analysis (Part-II)

  • Multiple Linear Regression

  • Examples on Multiple Linear Regression

  • Polynomial Regression

  • Examples on Polynomial Regression

6. Classification (Part-I)

  • What is Classification

  • Classification Terminologies in Machine Learning

  • Types of Learner in Classification

  • Logistic Regression

  • Example on Logistic Regression

7. Classification (Part-II)

  • What is KNN?

  • How does the KNN algorithm work?

  • How do you decide the number of neighbors in KNN?

  • Implementation of KNN classifier

  • What is a Decision Tree?

  • Implementation of Decision Tree

  • SVM and its implementation

8. Clustering (Part-I)

  • What is Clustering?

  • Applications of Clustering

  • Clustering Algorithms

  • K-Means Clustering

  • How does K-Means Clustering work?

  • K-Means Clustering algorithm example

9. Clustering (Part-II)

  • Hierarchical Clustering

  • Agglomerative Hierarchical clustering and how does it work

  • Woking of Dendrogram in Hierarchical clustering

  • Implementation of Agglomerative Hierarchical Clustering

10. Association Rule Learning

  • Association Rule Learning

  • Apriori algorithm

  • Working of Apriori algorithm

  • Implementation of Apriori algorithm

11. Recommender Systems

  • Introduction to Recommender Systems

  • Content-based Filtering

  • How Content-based Filtering work

  • Collaborative Filtering

  • Implementation of Movie Recommender System

Related Posts:
  1. Livewire untuk fullstack laravel
  2. Dasar Pemrograman Intro to Coding
  3. Sistem admin di firebase
  4. Cara Menulis kode yang bersih (Clean Code)
  5. Aplikasi Forum Flutter

You can support us by donate with buy us a coffee. We appreciate your donation to our work for share free udemy courses.

Get courses alert everyday on our Telegram Channel. Join Now

Insidelearn Telegram Channel

Share this courses to your friends, community.

10,000+ People trust Insidelearn! Get courses alert on Telegram or Discord.