Join our Generative AI Training in Chennai with Placement at SLA Institute to learn key skills such as Python programming, regression, classification, decision trees, clustering, dimensionality reduction, neural networks, Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), transformers, Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Large Language Models (LLMs), TensorFlow, PyTorch, Scikit-Learn, Hugging Face Transformers, Data Cleaning and Preprocessing, Data Visualization Techniques, Big Data Technologies, and so on.
Module 1: Python Fundamentals
Core Python Concepts:
- Data Types and Variables
- Control Flow (if/else, loops)
- Functions
- Object-Oriented Programming (Classes, Objects, Inheritance)
- Working with Files
- Modules and Packages
Data Structures:
- Lists, Tuples, Dictionaries, Sets
- Working with data structures in Python
Module 2: Web Fundamentals
Introduction to the Web:
- Client-Server Architecture
- HTTP Protocol
- URL Structure
HTML, CSS, and JavaScript:
- Basic HTML, CSS, and JavaScript concepts
- Working with HTML elements, CSS selectors, and JavaScript DOM manipulation
- Introduction to front-end frameworks (optional)
Module 3: Python Web Frameworks (Flask)
Introduction to Flask:
- Setting up a Flask development environment
- Routing and Request Handling
- Templates (Jinja2)
- Working with Forms
- Session Management
- Building simple web applications with Flask
Module 4: Python Web Frameworks (Django)
Introduction to Django:
- Setting up a Django project
- Models (Object-Relational Mapping)
- Views
- URLs
- Templates
- Forms
- Building more complex web applications with Django
Module 5: Database Interaction
Introduction to Databases:
- Relational databases (SQL)
- Database design concepts
- Working with Databases in Python:
- Connecting to databases (SQLite, PostgreSQL)
- SQL queries (SELECT, INSERT, UPDATE, DELETE)
- Object-Relational Mapping (ORM) with Django and Flask
Module 6: RESTful APIs
Introduction to RESTful APIs:
- REST principles
- Designing and building RESTful APIs with Flask/Django
- Consuming external APIs
- API security
Module 7: Front-End Technologies
JavaScript:
- Advanced JavaScript concepts (DOM manipulation, AJAX)
- JavaScript libraries (jQuery)
- Introduction to front-end frameworks (React, Angular, Vue.js – optional)
Front-end Development Best Practices:
- User interface design principles
- Responsive web design
Module 8: Deployment
Deploying Web Applications:
- Local development servers
- Cloud platforms (AWS, Google Cloud, Azure)
- Containerization (Docker)
- Continuous Integration/Continuous Deployment (CI/CD)
Module 9: Best Practices
Web Development Best Practices:
- Security considerations (OWASP Top 10)
- Code quality and maintainability
- Testing and debugging
- Scalability and performance
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