Master Generative AI with Java and Spring Boot | Spring AI

Overview

Welcome to Master Generative AI with Java and Spring Boot | Spring AI, the ultimate course for Java and Spring developers looking to harness the power of Artificial Intelligence (AI) in their applications. This comprehensive course is tailored to empower you with the skills and knowledge to build intelligent, feature-rich applications using Spring AI and the Spring ecosystem.

Syllabus

• Introduction to Generative AI
Overview of Generative AI concepts
Applications and use cases
Introduction to popular generative models
• Setting Up Your Development Environment
Java Development Kit (JDK)
Spring Boot and Spring Tool Suite
Integrated Development Environment (IDE) setup
• Fundamentals of Java for AI
Java language essentials
Object-oriented programming in Java
Working with data structures
• Introduction to Spring AI
Overview of Spring AI capabilities
Integrating AI into Spring applications
Understanding Spring ecosystem
• Building Generative Models with Java
Deep learning fundamentals
Implementing neural networks in Java
Introduction to TensorFlow and Deeplearning4j
• Integrating AI with Spring Boot
Setting up a Spring Boot project for AI
Building RESTful APIs for AI integration
Using Spring Data for AI model storage
• Advanced Generative AI Techniques
Generative Adversarial Networks (GANs)
Variational Autoencoders (VAEs)
Fine-tuning and transfer learning
• Deploying and Managing AI Models
Packaging models for production
Monitoring and logging AI applications
Scaling AI applications with Spring Cloud
• Case Studies and Practical Applications
Image and video generation
Natural Language Processing (NLP) tasks
Real-world AI application examples
• Best Practices and Future Trends
Ethical considerations in Generative AI
Latest trends in AI and machine learning
Continuous learning and staying updated
• Capstone Project
Define a project using generative AI
Design and implement the application
Present and evaluate project outcomes

Taught by

Shabbir Dawoodi

Subjects

Programming