Future Technology
Machine Learning and AI Starter Course
Step into the world of AI
A beginner-friendly introduction to Machine Learning concepts and practical AI applications.
Start Your AI Journey
Register your interest for the upcoming AI Starter Course.
Course Syllabus (Total 8 Hours)
Lesson 1: ML Fundamentals & Supervised Learning (2 Hours)
• What is Machine Learning? Supervised vs Unsupervised
• Classification vs Regression
• Linear Regression & SVM
• Decision Trees & Random Forests
Lesson 2: Unsupervised Learning & Neural Networks (2 Hours)
• Clustering with K-Means
• Introduction to Artificial Neural Networks (ANN)
• What is Learning? (Loss Functions & Optimization)
• Understanding Backward Propagation
Lesson 3: Deep Learning: CNN & RNN (2 Hours)
• Convolutional Neural Networks (CNN) for Images
• Recurrent Neural Networks (RNN) for Sequence Data
• Building a Simple Image Classifier
• Introduction to Time Series Analysis
Lesson 4: Transformers & Modern AI (2 Hours)
• Introduction to Transformer Architecture
• The Attention Mechanism Explained
• Fine-tuning Pre-trained Models
• Course Wrap-up: The Future of AI