Machine Learning Basics

Learning roadmap

A guided path from your first task to a portfolio-ready project.

1. 1

   What is Machine Learning

   3 lessons

   • ✓Types of Machine Learning
   • ✓Supervised vs Unsupervised Learning
   • ✓The ML Workflow Overview
2. 2

   Data Preparation Basics

   3 lessons

   • ✓Loading and Exploring Datasets
   • ✓Cleaning and Handling Missing Values
   • ✓Feature Scaling and Encoding
3. 3

   Your First Models

   3 lessons

   • ✓Training a Linear Regression Model
   • ✓Evaluating Regression Performance
   • ✓Training a Classification Model
4. 4

   Model Evaluation

   3 lessons

   • ✓Train-Test Split and Cross Validation
   • ✓Metrics for Classification
   • ✓Overfitting and Underfitting
5. 5

   Improving Your Models

   3 lessons

   • ✓Hyperparameter Tuning with GridSearch
   • ✓Feature Selection Techniques
   • ✓Handling Imbalanced Data
6. 6

   Capstone Project

   3 lessons

   • ✓Predicting House Prices
   • ✓Building an End-to-End Pipeline
   • ✓Model Interpretation and Deployment

اختر خطتك

وصول غير محدود لكل الدورات، +500 مهمة تدريبية ومرشدك الشخصي بالذكاء الاصطناعي (AI).