Generative AI To Research, Design, Write,Create Top Projects

Complete Guide to Building, Deploying, and Optimizing Generative AI with Langchain and Huggingface

Created by: Krish Naik
Chief AI Engineer

Created by: KRISHAI Technologies Private Limited
Artificial intelligence and machine learning engineer

What Will I Learn?

• Learn to create advanced generative AI applications leveraging the Langchain framework and Huggingface's state-of-the-art models.
• Understand the architecture and design patterns for building robust generative AI systems.
• Gain hands-on experience in deploying generative AI models to various environments, including cloud platforms and on-premise servers.
• Explore different deployment strategies, ensuring scalability and reliability of AI applications.
• Develop Retrieval-Augmented Generation (RAG) pipelines to enhance the performance and accuracy of generative models by integrating retrieval mechanisms.
• Learn to seamlessly incorporate Huggingface's pre-trained models into Langchain applications, leveraging their powerful NLP capabilities.
• Customize and fine-tune Huggingface models to fit specific application requirements and use cases.
• Work on real-world projects that illustrate the application of generative AI in various domains, such as chatbots, content generation, and data augmentation.

Requirements

• Familiarity with Python programming language, including basic syntax, data structures, and functions.
• Basic understanding of machine learning concepts, including supervised and unsupervised learning, and fundamental AI principles.
• Basic knowledge of deep learning concepts and frameworks (e.g., TensorFlow or PyTorch) is advantageous but not strictly required.
• Understanding of APIs and how to interact with them, as the course will involve integrating various APIs for model deployment and usage.
• Ability to navigate and execute commands in a command line interface (CLI) or terminal.

Target audience

• Individuals passionate about AI and ML who want to expand their knowledge and skills in generative AI applications.
• Professionals looking to enhance their expertise in building and deploying generative AI models, particularly using Langchain and Huggingface.
• Developers interested in integrating advanced AI capabilities into their applications and learning about the deployment and optimization of AI models.