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H2O ai Large Language Models (LLMs) - Level 2 · LearnSpace
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H2O ai Large Language Models (LLMs) - Level 2

Курс от H2O.ai
Средний≈ 3.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Continue your exploration of Large Language Models (LLMs) with Andreea Turcu's foundational Level 2 course! Specially designed for those with foundational knowledge, this course delves deep into optimizing Natural Language Processing (NLP) models through robust data practices. Discover the critical role of clean data and effective data preparation techniques essential for NLP model quality. Using LLM DataStudio, navigate supported workflows, customize interfaces, and implement quality control measures. Learn to set up projects and leverage collaboration features to enhance team efficiency. Master QnA dataset creation, ensuring accuracy through validation and quality assurance processes. Perfect fine-tuning with H2O LLM Studio, where you'll tailor models to specific tasks. Explore workflows, employ data augmentation strategies, and select optimal architectures from pre-trained models. Delve deeper into advanced techniques like Quantisation and LoRA for model compression, optimizing your NLP applications for real-world deployment. Earn your LLM Certification Level 2, showcasing your expertise in data preparation, fine-tuning, and model optimization. This certification is ideal for professionals that are aiming to excel in specialized roles within NLP, machine learning, and data engineering. Join Andreea Turcu in this course and elevate your skills in harnessing LLMs for cutting-edge NLP projects, where you’ll dive into practical applications of language models and supercharge your AI career!

Навыки, которые вы освоите

Data CleansingFine-tuningLarge Language ModelingData ManagementData ValidationData QualityCollaborative SoftwareVerification And ValidationModel OptimizationNatural Language ProcessingData PreprocessingAI Workflows

Программа курса

4 модулей · 14 учебных материалов

01Getting Started with LLM Data Prep3 материалов
Mastering Data Prep for Enhanced Language Model PerformanceВидеоKey Functions in Language Model Data PreparationВидеоLLM DataStudio: Streamline Language Model Data PrepВидео
02Mastering LLM DataStudio6 материалов
LLM DataStudio Interface & Curation AutomationВидео

Учитесь у экспертов

Andreea Turcu

Head of Global Training

H2O ai Large Language Models (LLMs) - Level 2
В каталоге вашей программы

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Новые знания — в удобное для вас время.

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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 3.4 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Индонезийский, Испанский, Японский, Венгерский

Часть программы вашего университета
Mastering LLM Data Preparation with LLM DataStudio: A Step-by-Step GuideВидео
LLM DataStudio: Projects & Workflow MasteryВидео
LLM DataStudio: Prepping Q&A DatasetsВидео
Fine-Tuning Principles for Large Language ModelsВидео
Synthetic Datasets and Language Model BackbonesВидео
03Fine-Tuning Your Large Language Models4 материалов
Fine-Tuning with Quantization and LoRAВидеоLLM Optimization - Techniques and InsightsВидеоA Journey through H2O.ai's LLM StudioВидеоDeploying LLM Models with H2O LLM StudioВидео
04Course Completion Quiz1 материалов
LLM Level 2 - QuizЗадание