Hugging Face & Transformers Workshop

Master the Hugging Face ecosystem and Transformer models for state-of-the-art NLP applications.

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Workshop Details

Workshop Highlights

Transformer Architectures

Deep dive into BERT, GPT, and other transformer models

Hugging Face Ecosystem

Master the Transformers, Datasets, and Tokenizers libraries

Model Fine-Tuning

Adapt pre-trained models to your specific tasks and domains

Real-world Projects

Build practical NLP applications you can showcase

Learning Outcomes

By the end of this workshop, you will be able to:

  • Work with Hugging Face Transformers library
  • Fine-tune pre-trained models for custom tasks
  • Process and prepare datasets for NLP tasks
  • Deploy transformer models in production
  • Optimize model performance and efficiency
  • Create end-to-end NLP pipelines

Workshop Agenda

Day 1: Foundations

Introduction to Transformers

Attention mechanisms and transformer architecture

Hugging Face Ecosystem

Transformers, Tokenizers, and Datasets libraries

Model Hub & Pipelines

Exploring and using pre-trained models

Text Processing

Tokenization and dataset preparation

Day 2: Advanced Topics

Model Fine-Tuning

Adapting models to custom tasks and domains

Task-Specific Architectures

Text classification, NER, QA, and generation

Model Optimization

Quantization, distillation, and pruning

Deployment

Serving models with Inference API and ONNX

Models & Techniques You'll Master

BERT & Variants

Master BERT, RoBERTa, DistilBERT and other encoder models for classification and understanding tasks.

GPT & Decoders

Work with GPT, GPT-2, and other decoder models for text generation and completion.

Seq2Seq Models

Use T5, BART and other sequence-to-sequence models for translation and summarization.

Efficient Models

Implement distilled, quantized, and pruned models for production environments.

Why This Workshop?

Practical Skills

Hands-on experience with the most popular NLP library in the industry

State-of-the-Art

Work with cutting-edge transformer models like BERT and GPT

Production Ready

Learn to optimize and deploy models for real-world applications

Complete Workflow

From data preparation to model deployment in one framework

Performance Tuning

Techniques to improve model efficiency and accuracy

Certification

Earn a recognized certificate upon completion

Ready to Master Transformers with Hugging Face?

Join our intensive 2-day workshop and gain practical skills at the forefront of NLP development.

Register Now