Capabilities

• Object Revelation - Drug Discovery, Planets
• Forecasting
• Reinforcement Learning - Games, Self-driving Vehicles, Drones, Robotics, Management, Finance

Output / Input --->	Numeric	Text	Sound	Audio	Speech	Image	Video
Numeric	Predict real-value	..	..	..	..	..	Count Customers
Text	..	..	..	..	Recognizer & NLP	Character recognition	Recognizer & NLP
Sound	..	..	..	..	..	..	..
Audio	..	..	..	Make music	..	..	..
Speech	..	Synthesize speech	..	..	..	..	..
Image	..	New image	..	..	..	Reconstruction, Colorize	..
Video	..	..	..	..	..	..	Colorize
Generate Video	..	..	..	..	..	New video	DeepFakes
Model	..	..	..	..	..	3D Model	3D Model
Database Query	..	..	..	..	..	Recipes	Augmented reality
Classification (predefined)	..	News sections	Signal Processing	SoundHound	..	Colorization	Sight Items
Cluster	..	Recommendations	Birdsongs	..	..	..	..
Summary	..	Headlines	..	..	..	Trailer	..
Add Detail	..	..	..	..	..	Enhancement	Enhancement
Calendar	..	Scheduling	..	..	..	..	..
Emotion	..	Sentiment	..	..	Sentiment	..	Sentiment
Prediction	Predict real-value	Autocomplete	..	..	..	..	Predict image
Conversation	..	Assistants	..	..	Assistants	..	..
Companionship	..	Friend	..	..	Friend	..	..
Software	..	Machine Ideas	..	..	..	..	..
Abnormally detection	Intruder	Cyber detection	Signals	..	..	Pathology	..

• Numeric data to Numeric data - Linear Regression - Predict real-value
• Numeric data to Abnormally detection - Intruder
• Text to Abnormally detection - Cyber detection
• Text to Speech - Synthesize speech
• Text to Classification (pre-defined classes) - News sections
• Text to Cluster - Recommendations
• Text to Abnormally detection
• Text to Text - Headlines, summaries
• Speech to Text - Speech Recognizer & NLP, Natural Language Processing (grammar, syntax and semantics), , transcripts
• Text to Calendar - Scheduling
• Text to Image - Synthesize New image based on a description
• Image to Video - Synthesize New video based on a picture
• Text to Prediction - Autocomplete
• Video to Prediction - Predict image next movie frames
• Text/Image/Video to Sentiment - Emotion detection
• (Speech to) Text to Process to Text (to Speech) - Chatbot, Virtual Assistants, Language Translation, Conversation Modeling
• (Speech to) Text to Process to Text (to Speech) - Your Friend
• Image to Classification - Colorization
• Audio to Classification (predefined classes) - SoundHound, genre
• Sound to Classification (predefined classes) - Signal Processing, genre
• Video to Classification (predefined classes) - Computer Sight Items identification
• Sound to Cluster - grouping related items together e.g. Birdsongs
• Audio to Cluster - grouping related songs together e.g. Pandora
• Sound/Audio to Abnormally detection - Signals, Transmission troubleshooting, Electronic warfare
• Image to Abnormally detection - retina screening, cancer detection, Pathology
• Image/Video to Segmentation - Object recognition, Collision avoidance
• Image to Text - Digit recognition, Handwriting recognition, Optical Character recognition (OCR)
• Image to Database Query - Recipes
• Video to Database Query - Augmented reality
• Video to Text - Captioning, Real-time sign language
• Generate Text - Synthesize test data, Software code, Scripts
• Generate Audio - Synthesize songs, Make music
• Generate Image/Video - Art/Image/Actors generation from scratch, DeepFakes
• Image to Image - Image Reconstruction, complete obstructed image
• Image/Video to 3D Model/Image/Video
• Video to Numeric - Count Customers
• [Image/Video to Image/Video - Colorize B/W movies and photos
• [[Image/Video to Image/Video - Image Enhancement, age regression
• Code to Code - Machine Ideas