Python for AI & Production Systems: From Fundamentals to Deployment

           COURSE OVERVIEW 

This comprehensive 6-week program is designed for technology students who want to master the most in-demand skills in the AI industry. You will learn to build complete, production-ready AI systems that can be deployed in the real world.

              WHAT YOU WILL LEARN 

• Python Fundamentals – Variables, control flow, functions, OOP, and modules
• Data Science & SQL – NumPy, Pandas, data visualization, and SQL database management
• API Development with FastAPI – Build robust REST APIs to serve your AI models
• Deep Learning with PyTorch/TensorFlow – Neural networks, model training, and evaluation
• End-to-End Capstone Project – Build an AI-powered system that integrates everything

             COURSE STRUCTURE 

Week 1: Python Fundamentals & Environment Setup
- Python syntax, data types, operators
- Conditional statements and loops
- Functions and modules
- Git/GitHub, VS Code, Jupyter Notebook

Week 2: Data Handling & SQL
- Data structures (Lists, Tuples, Dictionaries, Sets)
- File I/O (CSV, JSON)
- Object-Oriented Programming (OOP)
- SQL queries, joins, and SQLAlchemy

Week 3: Data Science Toolkit
- NumPy for numerical computing
- Pandas for data manipulation
- Data visualization with Matplotlib/Seaborn
- Exploratory Data Analysis (EDA)

Week 4: APIs & Backend Development
- Building REST APIs with FastAPI
- HTTP requests and authentication
- Pydantic for data validation
- Serving model predictions via API

Week 5: AI & Deep Learning Fundamentals
- Machine Learning concepts
- Neural Networks with PyTorch/TensorFlow
- Training, evaluation, and optimization
- Transfer learning and pre-trained models

Week 6: Capstone Project
- Build an AI-powered Customer Support Agent
- Integrate SQL database, LLM, and FastAPI
- Project presentation and documentation

=== PREREQUISITES ===

• Basic understanding of programming concepts
• A computer with internet access
• Curiosity and willingness to learn!

=== LEARNING RESOURCES ===

📹 Video tutorials for each module
📄 PDF lecture notes and lab manuals
📝 Quizzes after each week
🏗️ Hands-on projects and capstone
📜 Certificate upon completion

=== COURSE OUTCOME ===

By the end of this course, you will have built a deployable AI system and gained the skills to work as a Python developer, data engineer, or AI engineer in the industry.

=== COURSE DETAILS ===

Duration: 6 Weeks (approx. 5-10 hours per week)
Level: Intermediate
Certificate: Yes