Course Details
Course Description:
The Large Language Models (Using Huggingface) is a 3-day developer class on working with Large Language Models. Students will learn how to use Transformers in Natural Language Processing and leverage the capabilities available on Huggingface.
Students will 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. The course will 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.
This 3-day course will take your Natural Language Processing projects to the next level.
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
USING TRANSFORMERS
Behind the pipeline
Models
Tokenizers
Handling multiple sequences
Putting it all together
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!
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
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
To take this 3-day course, students should have taken our AI Workbench class or have basic knowledge of programming concepts and syntax in a language such as Python or JavaScript. General familiarity with APIs is also recommended.
We offer live-instructor group training classes for your team.
Upskill your team from the comfort of your office or online.
Benefits of Group Training Include:
- Experienced Professional Instructor Trains Your Team
- Content Focused On Your Team's Needs
- Convenient Scheduling and Class Setup
- Significant Per/Student Cost Savings
- Online, On-Site and Blended Options Available
Virtual Live Instructor
Financing Available
Free Repeat
Testimonials
This was the class I needed.
The instructor Jeff took his time and made sure we understood each topic before moving to the next. He answered all of our questions, and I don't know about the rest of the students, but was very pleased with this experience.
I finally understand how to use Excel.
-Amanda T (Yale New Haven Hospital).
Great class!
We were able to cover a lot of information in one day without getting overwhelmed.
-Maria R (Microsoft).
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