The Complete Generative AI and Python Programming Bootcamp

Overview

Are you interested in learning Python, but not sure where to start? Has Generative AI left you confused, unsure how to keep up as new AI tools emerge every day?

Syllabus

• Introduction to Python Programming
Overview of Python and its uses
Setting up Python environment and tools
Python syntax and basic programming concepts
• Python Fundamental Concepts
Variables, data types, and operators
Control flow structures: loops and conditionals
Functions and modular coding
Error handling and debugging
• Data Structures in Python
Lists, tuples, and sets
Dictionaries
Handling and manipulating data structures
• Working with Python Libraries
Introduction to Python libraries
Pandas for data manipulation
NumPy for numerical operations
Matplotlib for data visualization
• Introduction to AI and Machine Learning
Fundamentals of AI and machine learning
Overview of AI applications and tools
Setting up a machine learning environment
• Deep Dive into Generative AI
Understanding generative models
Overview of neural networks and deep learning
Introduction to transformers and their applications
• Building Generative Models with Python
Implementing basic generative models
Introduction to GANs (Generative Adversarial Networks)
Working with pre-trained models
• Leveraging Python for AI Projects
Creating AI-driven applications
Using Python libraries such as TensorFlow and PyTorch
Building and deploying AI models
• Staying Updated with Emerging AI Tools
Overview of recent AI tools and innovations
Strategies for continuous learning and adaptation
Ethical considerations in AI development
• Capstone Project
Design and implement a generative AI project
Incorporate Python programming skills
Peer review and project presentation
• Additional Resources and Next Steps
Recommended readings and online resources
Career opportunities in Python and AI
Networking and community engagement in AI fields

Taught by

Andrei Dumitrescu, Video School, Phil Ebiner and Crystal Mind Academy

Subjects

Programming