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 app 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 app 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 app 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 app 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 app 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 respond with predicted values.