Notebooks - a PEFT Collection

PEFT 's Collections

Notebooks

updated Jan 9, 2024

A collection of notebooks demonstrating PEFT methods applied to various tasks

Running

15

15

Causal language modeling

🐨

Explore causal language modeling examples

Note Apply PEFT methods to causal language modeling
Running

4

4

Conditional generation

🐶

Generate text based on conditional prompts

Note Apply PEFT methods to conditional generation
Running

Diffusion

🦄

Generate images from text descriptions

Note Apply PEFT methods to train diffusion models
Running

Feature extraction

🐻

Extract features for semantic similarity analysis

Note Apply PEFT methods for a feature extraction task like semantic similarity
Running

2

2

Image classification

🐸

Classify images into categories

Note Apply PEFT methods for image classification
Running

5

5

Quantization

🐥

Provide a link to a quantization notebook

Note Combine PEFT and quantization methods to train truly large models
Running

Sequence classification

🐔

Classify sequences using various methods

Note Apply PEFT methods to sequence classification
Running

1

1

Semantic segmentation

🦉

Analyze images to label objects

Note Apply PEFT methods to semantic segmentation
Running

Token classification

🐠

Classify tokens in text data

Note Apply PEFT methods to token classification