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Machine Learning Fundamentals

Master the basics of ML with interactive lessons and exercises

Introduction to Machine Learning

Study setup

Learn the fundamental concepts of machine learning and how it differs from traditional programming.

10 min read

Supervised Learning Basics

Desk setup

Understand how supervised learning works with labeled datasets to make predictions.

15 min read

Feature Engineering

Work from home

Learn to select and transform features to improve model performance.

20 min read

Course Roadmap

Introduction

Completed

2

Supervised Learning

In Progress

3

Feature Engineering

Locked

4

Model Evaluation

Locked

5

Final Project

Locked

Your Progress

Overall 20%
This Week 2 lessons
Keep up the great work!
AI Assistant

AI Study Assistant

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Hi! I'm here to help you understand neural networks. What would you like to know?

2 min ago

Can you explain backpropagation in simple terms?

1 min ago
User Avatar
AI Avatar

Think of backpropagation as correcting mistakes. The network makes a prediction, compares it to the actual answer, then adjusts its weights to get closer next time.

Just now

Machine Learning Fundamentals

Master the basics of ML with interactive lessons and exercises

Introduction to Machine Learning

Study setup

Learn the fundamental concepts of machine learning and how it differs from traditional programming.

10 min read

Supervised Learning Basics

Desk setup

Understand how supervised learning works with labeled datasets to make predictions.

15 min read

Feature Engineering

Work from home

Learn to select and transform features to improve model performance.

20 min read

Course Roadmap

Introduction

Completed

2

Supervised Learning

In Progress

3

Feature Engineering

Locked

4

Model Evaluation

Locked

5

Final Project

Locked

Your Progress

Overall 20%
This Week 2 lessons
Keep up the great work!
AI Assistant

AI Study Assistant

AI Avatar

Hi! I'm here to help you understand neural networks. What would you like to know?

2 min ago

Can you explain backpropagation in simple terms?

1 min ago
User Avatar
AI Avatar

Think of backpropagation as correcting mistakes. The network makes a prediction, compares it to the actual answer, then adjusts its weights to get closer next time.

Just now