Course Overview
Dive deep into the world of Artificial Intelligence and Deep Learning. This comprehensive course covers neural networks, computer vision, natural language processing, and cutting-edge AI technologies. Build intelligent applications using TensorFlow, PyTorch, and other industry-standard frameworks.
What You'll Learn
Neural Networks & Deep Learning
Master the fundamentals of neural networks, backpropagation, and deep learning architectures
Computer Vision
Implement image recognition, object detection, and computer vision applications
Natural Language Processing
Build chatbots, sentiment analysis, and language models using NLP techniques
TensorFlow & PyTorch
Master industry-standard frameworks for building and deploying AI models
Course Curriculum
- Introduction to Artificial Intelligence and Machine Learning
- Mathematics for AI: Linear Algebra, Calculus, Statistics
- Neural Network Fundamentals
- Perceptrons and Multi-layer Networks
- Backpropagation and Gradient Descent
- Activation Functions and Loss Functions
- Overfitting, Regularization, and Optimization
- Introduction to TensorFlow and PyTorch
- Convolutional Neural Networks (CNNs)
- Recurrent Neural Networks (RNNs) and LSTM
- Transformer Architecture and Attention Mechanisms
- Generative Adversarial Networks (GANs)
- Autoencoders and Variational Autoencoders
- Transfer Learning and Pre-trained Models
- Model Architecture Design and Optimization
- Image Classification and Object Detection
- Semantic Segmentation and Instance Segmentation
- OpenCV and Computer Vision Applications
- Natural Language Processing Fundamentals
- Text Preprocessing and Feature Extraction
- Sentiment Analysis and Text Classification
- Named Entity Recognition and POS Tagging
- Chatbots and Language Models
- Reinforcement Learning and Q-Learning
- Advanced Deep Learning Techniques
- Model Deployment and Production
- MLOps and Model Monitoring
- Edge AI and Mobile Deployment
- Ethics in AI and Responsible AI
- Capstone Project: End-to-End AI Application
- Industry Case Studies and Career Guidance
