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EncartaLabs

Large Language Models using Huggingface

( Duration: 3 Days )

This Large Language Models using Huggingface training course, will show you how to use Transformers in Natural Language Processing and leverage the capabilities available on Huggingface.

In this Large Language Models using Huggingface workshop, You'll learn how transformer models work and their limitations, as well as how to fine-tune a pre-trained model using the Trainer API or Keras. We'll cover sharing models and tokenizers on the Hugging Face Hub and how to create your own dataset and perform a semantic search with FAISS using the Datasets library.

  • Basic knowledge of programming concepts and syntax in a language such as Python or JavaScript. General familiarity with APIs is also recommended.

COURSE AGENDA

1

TRANSFORMER MODELS

  • Natural Language Processing
  • Transformers, what can they do?
  • How do Transformers work?
  • Encoder models
  • Decoder models
  • Sequence-to-sequence models
  • Bias and limitations
2

USING TRANSFORMERS

  • Behind the pipeline
  • Models
  • Tokenizers
  • Handling multiple sequences
  • Putting it all together
3

FINE-TUNING A PRE-TRAINED MODEL

  • Processing the data
  • Fine-tuning a model with the Trainer API or Keras
  • A full training
  • Fine-tuning, Check!
4

SHARING MODELS AND TOKENIZERS

  • The Hugging Face Hub
  • Using pre-trained models
  • Sharing pre-trained models
  • Building a model card
  • Part 1 completed!
  • End-of-chapter quiz
5

THE DATASETS LIBRARY

  • What if my dataset isn't on the Hub?
  • Time to slice and dice
  • Big data? Datasets to the rescue!
  • Creating your own dataset
  • Semantic search with FAISS
  • Datasets

Encarta Labs Advantage

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  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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