Large Language Models Bootcamp
Pre-trained Large Language Models like ChatGPT offer impressive capabilities but they cannot be used in scenarios where the underlying data is proprietary and requires industry-specific knowledge. Businesses are rushing to build custom LLM applications that offer enhanced performance, control, customization and most importantly, competitive advantage.
This bootcamp offers a comprehensive introduction to get started with building a ChatGPT on your own data. By the end of the bootcamp, you will be capable of building LLM-powered applications on any dataset of your choice.
What you'll learn
- Understand core principles of generative AI and LLMs, including their application architectures and design tradeoffs.
- Develop expertise in vector databases and embeddings while working with effective data processing systems.
- Master the art of writing effective prompts and fine-tuning LLMs for specific tasks and custom applications.
- Utilize and implement orchestration frameworks like LangChain and Llama Index for structured application development.
- Deploy and manage LLM applications on platforms like Azure and Hugging Face with proper monitoring techniques.
- Build comprehensive end-to-end LLM applications with multi-agent implementations for enhanced interaction and task automation.
9 courses
Daily schedule: 9 am – 5 pm PT
Accessible for all
Syllabus
This course offers a comprehensive introduction to large language models (LLMs) and the challenges businesses face in adopting them. You’ll first explore the fundamentals of LLMs, their architecture, and core...
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5 Lessons
$100.00
Dive deep into the architecture behind LLMs by exploring attention mechanisms, transformers, and embeddings. This course will take you through key concepts in AI, how transformers generate language, and the...
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3 Lessons
$100.00
A Practical Introduction to Vector Databases provides a deep understanding of vector databases, essential for efficient storage and retrieval of vector-based data in modern large language models (LLMs). The course...
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6 Lessons
$100.00
Fundamentals of Prompt Engineering is designed to help you unlock the full potential of large language models (LLMs) by mastering the art of prompt design. In this course, you’ll learn...
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3 Lessons
$100.00
This course provides an in-depth exploration of fine-tuning large language models (LLMs), covering both the theoretical aspects and practical approaches. Learners will understand the rationale behind fine-tuning, its limitations, and...
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5 Lessons
$100.00
This course provides a comprehensive guide to building advanced applications with large language models (LLMs) using the LangChain framework. You’ll dive into the key components of LangChain, such as models,...
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9 Lessons
$100.00
In this course, you will gain a deep understanding of how to assess the quality and effectiveness of large language models (LLMs). You will explore the importance of LLM evaluation, common...
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3 Lessons
$100.00
This course provides a comprehensive guide to building enterprise-level Large Language Model (LLM) applications, with a focus on Retrieval-Augmented Generation (RAG). You’ll learn the intricacies of designing scalable, efficient pipelines...
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3 Lessons
$100.00
This course covers the essential practices and tools for managing large language models (LLMs) in production environments. It focuses on how to responsibly and efficiently handle LLMs throughout their lifecycle,...
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2 Lessons
$100.00
In this hands-on course, learners will build functional LLM applications by choosing one of three projects: a Basic Chatbot for general queries, a Chatbot Agent for personalized responses using integrated...
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4 Lessons
$100.00
Access the full recordings from the 5-day LLM Bootcamp to catch up on missed content or revisit critical discussions. These recordings allow you to review key concepts and techniques at...
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20 Lessons
$100.00