🤖 Intermediate Level

AI & Machine Learning

Master machine learning algorithms, neural networks, deep learning techniques, and AI applications in modern cybersecurity systems.

⏱️
Duration

12 Weeks

📚
Lessons

36 Lessons

👥
Students

980+ Enrolled

Rating

4.9/5.0

What You'll Learn

Understand fundamental AI and ML concepts and algorithms

Build and train neural networks using modern frameworks

Apply deep learning techniques to real-world problems

Implement AI-powered security solutions

Work with popular ML libraries (TensorFlow, PyTorch, Scikit-learn)

Deploy and monitor ML models in production

Course Curriculum

Week 1-3: Machine Learning Foundations

  • Introduction to AI and ML concepts
  • Supervised vs unsupervised learning
  • Linear and logistic regression
  • Decision trees and random forests
  • Model evaluation and validation

Week 4-6: Neural Networks & Deep Learning

  • Neural network architecture
  • Backpropagation and gradient descent
  • Convolutional neural networks (CNNs)
  • Recurrent neural networks (RNNs)
  • Transfer learning and fine-tuning

Week 7-9: Advanced ML Techniques

  • Natural language processing (NLP)
  • Computer vision applications
  • Reinforcement learning basics
  • Generative adversarial networks (GANs)
  • Model optimization and hyperparameter tuning

Week 10-12: AI in Cybersecurity

  • Anomaly detection for security
  • Malware classification with ML
  • Intrusion detection systems using AI
  • Automated threat intelligence
  • AI model deployment and MLOps

Course Features

🎥

Video Lectures

36 hours of expert video content

💻

Coding Projects

12+ hands-on ML projects

📊

Datasets

Real-world datasets for practice

🎓

Certificate

Professional completion certificate

Enroll Today

$499 One-time payment
  • ✓ Lifetime access to course materials
  • ✓ Certificate of completion
  • ✓ Expert instructor support
  • ✓ Community forum access
  • ✓ Free content updates
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Prerequisites

  • Python programming experience
  • Basic mathematics (linear algebra, calculus)
  • Statistics fundamentals

Your Instructor

👩‍🔬

Dr. Niran Chen

AI Research Lead

PhD in AI from MIT | 50+ Research Papers

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