H2O.ai
Large Language Models Specialization
H2O.ai

Large Language Models Specialization

Master Advanced LLM Techniques With H2O.ai Tools. Learn to develop, fine-tune, and optimize large language models using H2O.ai's comprehensive GenAI ecosystem while mastering essential NLP techniques.

H2O.ai University
Andreea Turcu

Instructors: H2O.ai University

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Get in-depth knowledge of a subject
Intermediate level

Recommended experience

1 month
at 1 hour a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

1 month
at 1 hour a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Foundations and evolution of large language models, including transformer architecture and pre-training.

  • Data preparation and fine-tuning techniques using LLM DataStudio.

  • Advanced NLP workflows, including model evaluation and customization with H2O.ai tools like h2oGPT.

Details to know

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Taught in English
Recently updated!

November 2024

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Specialization - 3 course series

What you'll learn

  • Understand the definition and role of language models in natural language understanding.

  • Explore the evolution and techniques commonly used in language models.

  • Identify real-world applications of language models across various industries.

  • Master the basics of neural networks, deep learning, and transformer architecture.

Skills you'll gain

Category: large language models
Category: Generative AI
Category: generative ai
Category: Large Language Models

What you'll learn

  • Learn to prepare and clean datasets for NLP, ensuring high-quality data to improve model outcomes.

  • Explore LLM DataStudio’s workflows, customize interfaces, and implement efficient data management strategies.

  • Apply advanced fine-tuning techniques in H2O LLM Studio to optimize language models for specific NLP tasks.

Skills you'll gain

Category: LLMs
Category: Large Language Models

What you'll learn

  • Build custom h2oGPT models using H2O ai tools and techniques.

  • Employ various evaluation methods to effectively assess model performance.

  • Understand and utilize the functionalities of LLM EvalGPT.

  • Analyze and navigate the components of the H2O ai Generative AI Ecosystem.

Skills you'll gain

Category: Artificial Neural Networks
Category: LLMs
Category: large language models
Category: Large Language Models

Instructors

H2O.ai University
H2O.ai
12 Courses243 learners

Offered by

H2O.ai

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