Complete Generative AI Course With Langchain and Huggingface
Published 7/2024
Created by Krish Naik
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 136 Lectures ( 35h 27m ) | Size: 24 GB
Complete Guide to Building, Deploying, and Optimizing Generative AI with Langchain and Huggingface
What you'll 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.
Description:
Unlock the full potential of Generative AI with our comprehensive course, "Complete Generative AI Course with Langchain and Huggingface." This course is designed to take you from the basics to advanced concepts, providing hands-on experience in building, deploying, and optimizing AI models using Langchain and Huggingface. Perfect for AI enthusiasts, developers, and professionals, this course offers a practical approach to mastering Generative AI.What You Will Learn:Introduction to Generative AI:Understand the fundamentals of Generative AI and its applications.Explore the differences between traditional AI models and generative models.Getting Started with Langchain:Learn the basics of Langchain and its role in AI development.Set up your development environment and tools.Huggingface Integration:Integrate Huggingface's state-of-the-art models into your Langchain projects.Customize and fine-tune Huggingface models for specific applications.Building Generative AI Applications:Step-by-step tutorials on creating advanced generative AI applications.Real-world projects such as chatbots, content generators, and data augmentation tools.Deployment Strategies:Learn various deployment strategies for AI models.Deploy your models to cloud platforms and on-premise servers for scalability and reliability.RAG Pipelines
evelop Retrieval-Augmented Generation (RAG) pipelines to enhance AI performance.Combine generative models with retrieval systems for improved information access.Optimizing AI Models:Techniques for monitoring and optimizing deployed AI models.Best practices for maintaining and updating AI systems.End-to-End Projects:Hands-on projects that provide real-world experience.Build, deploy, and optimize AI applications from scratch.Who Should Take This Course:AI and Machine Learning EnthusiastsData Scientists and Machine Learning EngineersSoftware Developers and EngineersNLP PractitionersStudents and AcademicsTechnical Entrepreneurs and InnovatorsAI HobbyistsBy the end of this course, you will have the knowledge and skills to build, deploy, and optimize generative AI applications, leveraging the power of Langchain and Huggingface. Join us on this exciting journey and become a master in Generative AI!Who this course is for:
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.
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