srishtipithadia / katalog

MLX Katalog is a project to hold the default content samples to bootstrap Machine Learning eXchange.

MLX Katalog

MLX Katalog is a project to hold the default content to bootstrap Machine Learning Exchange.

List of Default Katalog Assets

Pipelines

• Trusted AI Pipeline with AI Fairness 360 and Adversarial Robustness 360 components
• Training and Serving Models with Watson Machine Learning
• Lightweight python components example
• The flip-coin pipeline
• Hyperparameter tuning using Katib
• Nested pipeline example
• Pipeline with Nested loops

Pipeline Components

• Generate Dataset Metadata
• Create Dataset Volume
• Echo Sample
• Create Secret - Kubernetes Cluster
• Kubernetes Model Deploy
• Create Model Config
• Model Fairness Check
• Adversarial Robustness Evaluation

Models

• MAX Human Pose Estimator
• MAX Image Caption Generator
• MAX Image Resolution Enhancer
• MAX Object Detector
• MAX Optical Character Recognition
• MAX Question Answering
• MAX Recommender System
• MAX Text Sentiment Classifier
• MAX Toxic Comment Classifier
• MAX Weather Forecaster

Datasets

• Finance Proposition Bank
• Groningen Meaning Bank - Modified
• NOAA Weather Data - JFK Airport
• PubLayNet
• PubTabNet
• IBM Debater® Thematic Clustering of Sentences
• TensorFlow Speech Commands

Notebooks

• AIF360 Bias detection example
• ART detector model
• ART poisoning attack
• jfk-airport-analysis