Notebooks - a PEFT Collection

PEFT 's Collections

Notebooks

updated Jan 9, 2024

A collection of notebooks demonstrating PEFT methods applied to various tasks

Running

19

19

Causal language modeling

🐨

Explore causal language modeling techniques

Note Apply PEFT methods to causal language modeling
Running

4

4

Conditional generation

🐶

Explore conditional text generation examples

Note Apply PEFT methods to conditional generation
Running

Diffusion

🦄

Explore Diffusion models with example notebooks

Note Apply PEFT methods to train diffusion models
Running

Feature extraction

🐻

Explore feature extraction with LoRA

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

2

2

Image classification

🐸

Classify images using example notebooks

Note Apply PEFT methods for image classification
Running

6

6

Quantization

🐥

Explore quantization examples with Flan-T5, OPT, and Whisper

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

Sequence classification

🐔

Explore sequence classification examples

Note Apply PEFT methods to sequence classification
Running

1

1

Semantic segmentation

🦉

View semantic segmentation examples

Note Apply PEFT methods to semantic segmentation
Running

Token classification

🐠

Explore token classification examples

Note Apply PEFT methods to token classification