Generative AI in Software Development

Aperçu

Course Description:

Dive into the world of Generative AI in software development with this comprehensive course, designed to provide software engineers and AI enthusiasts with the necessary knowledge and practical skills. The course covers foundational AI concepts, essential models like GPT and Copilot, and offers hands-on experience through APIs and real-world demonstrations.

Gain expertise in AI-driven code generation, debugging, and emerging techniques such as embeddings, retrieval-augmented generation (RAG), and fine-tuning, while examining the future of AI-driven development and ethical considerations.

Target Audience:

• Software Engineers integrating AI into development workflows.
• AI Enthusiasts leveraging Generative AI for coding and automation.
• Data Scientists and Developers interested in AI-driven debugging and optimization.
• Product Managers exploring AI's impact on software engineering.
• Anyone seeking practical applications of tools like GitHub Copilot and ChatGPT.

Learning Objectives:

• Understand Generative AI models and their software development applications.
• Utilize AI tools for code generation, debugging, and optimization.
• Apply advanced AI techniques, including embeddings, RAG, and fine-tuning.
• Implement AI-powered automation while considering ethical implications.
• Analyze AI's evolving role in software engineering and human-AI collaboration.

Module 1:

Foundations of Generative AI
Acquire a solid grounding in AI, machine learning, and deep learning principles, specifically tailored for software engineers. Explore core Generative AI models such as GPT and LLaMA, and see practical applications with AI APIs like OpenAI and Mistral.

Module 2:

AI in Software Engineering
Advance your understanding with AI-driven coding, debugging, and advanced Generative AI concepts.

Delve into AI development tools like GitHub Copilot, explore embeddings and fine-tuning, and scrutinize the ethical implications of AI in software engineering. Gain insights into the future of AI automation and human-AI collaboration.

University:

Provider:

Coursera

Categories:

Generative AI Courses, ChatGPT Courses, Software Development Courses, GitHub Copilot Courses, Gemini Courses, Embeddings Courses, Retrieval Augmented Generation Courses, LLaMA Courses.

Matières