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 module is tailored to equip you with the foundational programming knowledge and theory required to excel in the bootcamp. By covering essential Python concepts and tools, this module will...
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4 Lessons
$100.00
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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7 Lessons
$100.00
In this module, you will explore key concepts of transformer architecture, embeddings, attention mechanisms, and tokenization. You’ll gain a deeper understanding of semantic similarity and how it is calculated using...
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5 Lessons
$100.00
In this module, you will explore the fundamentals of prompt engineering, including key concepts like in-context learning, designing effective prompts, and using various prompting techniques. You will learn how to...
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5 Lessons
$100.00
Prompt Engineering for Everyone is designed to provide you with a comprehensive understanding of how to effectively interact with large language models (LLMs) by crafting well-structured prompts. Through an exploration...
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80 Lessons
$100.00
In this module, you’ll uncover how vector databases power modern applications, focusing on their mechanics and practical uses. You’ll explore types of searches, understand Approximate Nearest Neighbor (ANN) algorithms like...
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6 Lessons
$100.00
Unlock the power of LangChain and take your LLM application development skills to the next level. In this module, you’ll discover how to harness LangChain’s core features, including prompts, retrieval,...
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11 Lessons
$100.00
In this module, you’ll delve into the core principles of Large Language Models (LLMs), with a focus on fine-tuning and transfer learning. You’ll explore methods like prompt tuning, prefix tuning,...
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5 Lessons
$100.00
In this module, you will learn how to evaluate LLMs by exploring benchmark datasets like MMLU and HELM, which evaluate LLMs across various tasks. You will then explore how to...
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5 Lessons
$100.00
In this module, you will explore the practical aspects of building enterprise-level LLM applications and Retrieval-Augmented Generation (RAG) systems. You’ll gain insights into advanced techniques for building RAG architecture and...
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5 Lessons
$100.00
In this module, you’ll create a functional LLM application by choosing one of three exciting projects. You can build a Basic Chatbot that answers general queries, develop a Chatbot Agent...
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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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21 Lessons
$100.00