DSW use cases

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This topic provides a list of documents about use cases for Data Science Workshop (DSW).

Case Name

Description

Fairness analysis

Shows how to use the responsible-ai-toolbox in DSW of Alibaba Cloud PAI to analyze model fairness. This example evaluates a model that predicts whether an annual income exceeds 50K based on gender and race.

Error analysis

Shows how to use the responsible-ai-toolbox in DSW of Alibaba Cloud PAI to perform error analysis on a model. This example predicts whether the annual income of various population groups in a census dataset is greater than 50K.

Use EasyVision for object detection

Shows how to use EasyVision in DSW for object detection.

Use EasyTransfer for text classification

Shows how to use EasyTransfer in DSW for text classification. This includes model training, evaluation, prediction, export, and deployment.

Use EasyASR for speech recognition

Shows how to use the EasyASR algorithm package in DSW for speech recognition.

Use EasyASR for speech classification

Shows how to train a speech classification model in DSW using the EasyASR algorithm package.

AIGC text-to-image model fine-tuning and WebUI deployment

Shows how to fine-tune an AIGC Stable Diffusion model in Alibaba Cloud DSW using the open source Diffusers library. This document also explains how to launch a WebUI based on the open source Stable-Diffusion-WebUI library to perform model inference.

Lightweight fine-tuning and inference for a ChatGLM model

This document uses ChatGLM as an example to show how to train, fine-tune, and perform inference on the model in Alibaba Cloud DSW.

Quickly launch Stable Diffusion WebUI using DSW

Shows how to quickly launch the Stable Diffusion WebUI in Alibaba Cloud DSW using the Stable-Diffusion-WebUI library to perform inference on Stable Diffusion models.

DSW: Full-parameter fine-tuning of Llama2-7B

Shows how to use Alibaba Cloud DSW to perform full-parameter fine-tuning on the Llama-2-7B-Chat model.

Generate an AI singer using the open source so-vits-svc library

Shows how to generate an AI singer end-to-end in Alibaba Cloud DSW using the open source so-vits-svc library.

AI image restoration

Shows how to perform interactive image restoration in Alibaba Cloud DSW.