Generative AI Architecture and Application Development

This course is part of Learn Generative AI with LLMs Specialization

Instructor: Edureka

What you'll learn

  •   Master Gen AI architecture and applications, and learn to use LangChain and RAG for innovative AI solutions.
  • Skills you'll gain

  •   Personally Identifiable Information
  •   Application Development
  •   Data Ethics
  •   Large Language Modeling
  •   Prompt Engineering
  •   Performance Tuning
  •   Artificial Intelligence and Machine Learning (AI/ML)
  •   Data Security
  •   Generative AI
  •   Natural Language Processing
  •   Information Privacy
  • There are 7 modules in this course

    In this immersive course, participants will journey through the comprehensive world of LLMs, gaining insights into their foundational architecture, training methodologies, and the spectrum of applications they empower. By the end of this course, you will be equipped with the knowledge to: - Grasp the architectural nuances and training intricacies of Large Language Models, setting a solid foundation for understanding their capabilities and limitations. - Apply LLMs to a variety of tasks including search, prediction, and content generation, showcasing the versatility and power of generative AI in solving complex challenges. - Leverage the LangChain library to streamline the development of LLM applications, enhancing efficiency and innovation in your projects. - Explore advanced data interaction techniques using Retrieval-Augmented Generation (RAG), enriching the functionality and intelligence of LLM outputs. - Critically assess LLM performance, employing robust evaluation strategies to ensure your AI solutions are both effective and ethically aligned. This course is designed for a wide audience, from AI enthusiasts and software developers to data scientists and technology strategists seeking to deepen their expertise in generative AI and LLMs. Whether you are new to the field or looking to expand your knowledge, this course offers a structured path to enhancing your proficiency in leveraging LLMs for innovative solutions. A basic understanding of artificial intelligence concepts and familiarity with programming concepts are beneficial but not mandatory to complete this course. Embark on this educational journey to unlock the full potential of Large Language Models and Generative AI, propelling your professional growth and positioning you at the forefront of AI innovation.

    LLMs for Search, Prediction, and Generation

    LangChain for LLM Application Development

    Interacting with Data Using LangChain and RAG

    Evaluating LLM Performance

    Gen AI for Data Privacy and Protection

    Course Wrap-up and Assessments

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