HRDC Registration Number: 10001464068
Duration: 35 Hours (5 Days)
Course Overview
This comprehensive 5-day program provides a practical introduction to Generative AI through OpenAI, HuggingFace, and LangChain. The course covers foundational concepts in AI and neural networks, advanced topics in prompt engineering, transformer models, and hands-on development of AI-driven applications. Participants will explore Retrieval-Augmented Generation (RAG), memory management, and observability techniques to optimize real-world AI applications.
Who Should Attend
Industries:
- Technology
- Finance
- Healthcare
- Retail
- Education
Participants:
- Data Scientists
- AI Developers
- Machine Learning Engineers
- Software Engineers
- IT Professionals
Why Choose This Course
This HRDC-claimable course (Reg. No: 10001464068) equips participants with hands-on experience and in-depth knowledge of leading AI frameworks to create, optimize, and manage Generative AI applications in professional environments.
Learning Outcomes
Participants will:
- Train and optimize machine learning models using Keras and TensorFlow.
- Utilize OpenAI's ChatGPT for diverse AI tasks.
- Apply advanced prompt engineering techniques.
- Implement transformer models using the HuggingFace library.
- Build and manage AI applications with LangChain, embedding, and RAG systems.
- Configure tools and agents for AI workflows and implement observability techniques.
Prerequisites
- Basic knowledge of Python programming.
Lab Setup
- Software: Python, OpenAI API access, HuggingFace Transformers library, LangChain.
- Tools: ChromaDB, Pinecone, LangSmith, LangGraph, and related libraries.
Teaching Methodology
- Interactive lectures with theoretical insights.
- Hands-on labs for practical applications.
- Real-world case studies and group exercises.
- Practical development and optimization sessions.
