README.md

MLX Katalog

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

List of Default Catalog Assets

Pipelines

• Trusted AI Pipeline with AI Fairness 360 and Adversarial Robustness 360 Components
• Training and Serving Models with Watson Machine Learning
• Lightweight Python Component 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 Kubernetes Secret
• Kubernetes Model Deploy
• Create Model Config
• Model Fairness Check
• Adversarial Robustness Evaluation

Models

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

Datasets

• CodeNet
• CodeNet Language Classification
• CodeNet MLM
• Finance Proposition Bank
• Groningen Meaning Bank
• NOAA Weather Data - JFK Airport
• PubLayNet
• PubTabNet
• Thematic Clustering of Sentences
• TensorFlow Speech Commands

Notebooks

• AIF360 Bias Detection
• ART Detector Model
• ART Poisoning Attack
• CodeNet Laguage Classification
• CodeNet MLM
• JFK Airport Weather Analysis
• Qiskit Quantum Machine Learning
• Qiskit Neural Network Classifier and Regressor