Machine Learning Platform for AI:Overview

References

• Deploy Stable Diffusion for AI image generation with EAS in a few clicks

• Overview

• Text content moderation solution

PAI-Designer

• Recommendation

  • Use ALS to predict ratings of songs (old version)

  • Recommend products based on object features

  • Use FM-Embedding for matching recall

  • Create an FM recommendation model based on the Alink framework

  • Use collaborative filtering to recommend products

  • Use Bipartite GraphSAGE for matching recall

• Intelligent risk control

  • Implement public opinion risk management based on the reviews from a takeaway platform

  • Use graph algorithms to manage financial risks

  • Predict credit scores by using a scorecard model

  • Predict system anomalies by monitoring system metrics

  • Monitor user churn

• Classification

  • Use TensorFlow to develop an image classification model

  • Automatically classify tags

  • Classify news based on text analysis

• Predict heart disease

• Predict the repayment ability of agricultural loan applicants based on linear regression

• Predict the performance of students in examinations

• Build models to predict the hazy weather

• Build a model to predict the output power of a power plant

• Identify electricity theft and leakage

PAI-DSW

• Use WebIDE to debug code online

• Use EasyVision to detect objects

• Use EasyTransfer to develop a text classification model

• Use EasyASR for speech recognition

• Use EasyASR for speech classification

• Use EasyCompression to compress models

PAI-DLC

• Submit a standalone training job that uses PyTorch

• Use NAS to submit standalone PyTorch migration learning jobs

• Use PAIIO to read data from and write data to MaxCompute tables

SDK