Artificial Intelligence

Machine Learning Training

Master algorithms, neural networks, and predictive modeling with hands-on projects.

Machine Learning AI

Course Overview

Machine Learning is undeniably one of the most influential and powerful technologies in today’s world. It continues to make headlines and drive innovation across industries.

This course is designed as a comprehensive introduction to Machine Learning concepts, covering fundamental ideas from regression to neural networks, ensuring you understand the core without getting lost in abstraction.

Foundations & Regression

  • Linear Algebra Review
  • Linear Regression (One Variable)
  • Linear Regression (Multi Variable)
  • Logistic Regression
  • Regularization Techniques

Neural Networks

  • Neural Networks Representation
  • Backpropagation Learning
  • Practical Advice for ML
  • ML System Design

Advanced Algorithms

  • Support Vector Machines (SVM)
  • Dimensionality Reduction (PCA)
  • Anomaly Detection
  • Recommender Systems
  • Large Scale Machine Learning

Capstone Project

Photo OCR Application

Build an Optical Character Recognition (OCR) system to detect and read text from images using ML algorithms.