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POLICY UPDATE: Senior leaders from the world’s leading research..
AI Programming with Python
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Course Content
Introduction to AI and Python for AI Development
Overview of Artificial Intelligence
Setting Up Python for AI Development
Python Programming Essentials for AI
Data Handling, Processing, and Visualization
Working with Data using Pandas
Data Visualization
Handling Large Datasets
Machine Learning Fundamentals
Introduction to Machine Learning
Building Machine Learning Models with Scikit-Learn
Hyperparameter Tuning and Model Optimization
Deep Learning with TensorFlow and PyTorch
Understanding Neural Networks
Building Deep Learning Models with TensorFlow and Keras
Implementing Deep Learning Models with PyTorch
Natural Language Processing (NLP)
Introduction to NLP and Text Processing
Feature Engineering for NLP
Building NLP Models with Transformers
Computer Vision and Image Processing
Basics of Image Processing
Implementing Convolutional Neural Networks (CNNs)
Transfer Learning for Computer Vision
Reinforcement Learning and AI Applications
Basics of Reinforcement Learning
Implementing Q-Learning and Deep Q Networks (DQN)
AI for Real-World Applications
AI Model Deployment and Cloud Integration
Exporting and Deploying AI Models
Cloud AI Services (Google AI, AWS, and Azure)
Optimizing AI Models for Production
Capstone Project, Assessment & Certification
AI Project Development
Practical Assignments & Case Studies
Certification Exam
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