ML & AI templates

NLP

Dash is the fastest way to deploy Python-based apps for natural language processing (NLP). 

Use NLP + Dash to extract business value from large amounts of unstructured text:

• Digitized company documents
• Research articles
• Customer reviews
• Transcribed audio recordings
• Social media streams

This Dash apps demos Stanford NLP's GloVe in ~300 lines of Python code

Computer Vision

Dash is the fastest way to deploy Python-based apps for computer vision. 

Use computer vision + Dash for object detection in:

• Manufacturing defects
• Autonomous vehicles
• Machine wear
• Medical imaging
• Drone delivery

This Dash apps demos DETR object detection in ~200 lines of Python code

Clustering

Dash is the fastest way to deploy Python-based apps for dimensionality reduction. 

Use dimensionality reduction + Dash for:

• Customer cohort analysis
• Image classification
• Spatial clustering
• Word embedding
• Natural language processing

This Dash apps demos TSNE clustering in ~300 lines of Python code

Predictive Analytics

Dash is the fastest way to deploy Python-based apps for predictive analytics and forecasting. 

Use predictive analytics + Dash to put neural networks, nonlinear regressions, decision trees, SVMs, and other forecasting methods in the hands of business users.

Dash operationalizes predictive models for:

• Demand planning
• Predictive maintenance
• Disease outbreak
• Weather forecasting

This Dash apps demos Facebook’s Prophet library in ~200 lines of Python code

Voice Computing

Dash is the fastest way to deploy Python-based apps for voice computing. 

Use voice computing + Dash for:

• Audio transcription
• Speech recognition
• Intent detection
• Text-to-speech
• Signal processing

This Dash apps demos speech recognition in ~100 lines of Python code

Flask API

Deploy Flask APIs to Dash Enterprise that load trained models,  accept feature values in POST requests, and responds with predicted values.

Learn how to build & deploy simple Flask ML APIs on Dash Enterprise