AI and Machine Learning Bootcamp

Description

This advanced boot camp is for professionals aiming to master AI and machine learning. Learn the mathematics behind machine learning algorithms, implement real-world applications, and create AI-driven solutions. Perfect for data scientists, engineers, and AI enthusiasts looking to upskill or switch careers.

What You Will Learn

1. Foundations of Machine Learning
   • Linear Regression, Logistic Regression
   • Clustering (K-Means, DBSCAN)
   • Decision Trees and Random Forests
2. Deep Learning
   • Neural Networks
   • Convolutional Neural Networks (CNNs) for Computer Vision
   • Recurrent Neural Networks (RNNs) for Time Series and NLP
3. Natural Language Processing (NLP)
   • Text Preprocessing and Tokenization
   • Sentiment Analysis
   • Chatbot Development
4. Tools and Frameworks
   • Python: Numpy, Pandas, Matplotlib
   • TensorFlow and PyTorch
   • OpenCV for image processing
5. Real-World Applications
   • Predictive Analytics for Business
   • AI in Healthcare
   • Recommender Systems

Course Outline

Week 1-4: Introduction to AI and Machine Learning

• Math for ML: Linear Algebra, Probability, Statistics
• Implementing regression models in Python

Week 5-8: Deep Learning

• Building neural networks with TensorFlow
• Image classification with CNNs

Week 9-12: NLP and Advanced Topics

• Sentiment analysis project
• Building and deploying a chatbot

Week 13-16: Capstone Project

• Develop a custom AI application (e.g., fraud detection, sentiment analysis).

What You Will Get

• Hands-On Projects: 3 projects, including a deployable AI model.
• Networking Opportunities: Access to industry experts and peer forums.
• Certification: AI and Machine Learning Specialist certificate.
• Lifetime Resources: Code templates, datasets, and exclusive videos.