Generative AI NLP Specialization | Level 4

Building Intelligent Solutions with Generative AI

Duration

3 Days

Level

Intermediate Level

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Welcome to the “Generative AI NLP Specialization | Level 4” course, in this comprehensive program is designed to provide you with a deep understanding of harnessing the power of Large Language Models for innovative projects and applications. From implementing cutting-edge RAG (Retrieval-Augmented Generation) and LangChain architectures to exploring a wide range of generative AI projects, you’ll gain the skills needed to navigate the intricate landscape of modern AI technologies.

By the end of this course, you’ll be equipped to design and develop advanced LLM-based applications that integrate seamlessly with various environments, ensuring responsible and impactful AI implementation.

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Developers and software engineers interested in learning GenerativeAI
AI enthusiasts and professionals aiming to build intelligent and innovative solutions
Even Data scientists and machine learning practitioners seeking to enhance their skills in working with GenAI models

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Implementing RAG & LangChain based architecture for LLMs

RAG Architecture walk through
Concepts for LangChain Projects

- Utilizing embeddings and vector data stores
- Enhancing LangChain performance

LangChain Framework
- Taking LLMs out of the box
- Integrating LLMs into new environments using memories, chains, and agents

Generative AI Projects and Applications

Applications of Generative Models

- Importance and Usefulness
- Potential Applications

Text Generation Use Cases
Building NLP Applications using OpenAI API

- Summarization, Text Classification, and Fine-tuning GPT Models

Generative AI Project Lifecycle
Using LLMs in Applications
Interacting with External Applications
Helping LLMs Reason and Plan with Chain-of-Thought
Program-aided Language Models
LLM Application Architectures
RAG Method
Responsible AI Considerations
Lab: Using RAG & LangChain modules – Developing a question-answering application with RAG, LangChain, OpenAI, and Hugging Face Spaces

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Participants should have attended Generative AI NLP Specialisation | Level 3 course or have an equivalent knowledge.

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Generative AI NLP Specialization | Level 4

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