Generative AI application design and devlopement
This course on Generative AI Application Development provides a focused exploration of both fundamental and advanced Generative AI technologies. It begins with essential concepts in artificial intelligence, machine learning, and neural networks, with practical exercises using platforms like Hugging Face.
Learners will delve into natural language processing tasks such as understanding and generation, while also mastering advanced techniques like inference control and in-context learning. The course covers topics like vector embeddings, search algorithms, and large language models (LLMs), using tools like LangChain and Streamlit to build conversational UIs and enhance retrieval-based AI models.
The later modules focus on creating AI agents capable of tool interaction and multi-step reasoning. By the end, participants will gain the skills to build and optimize AI applications, from neural networks to advanced retrieval systems.
