Capabilities

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• Case Studies where these capabilities are used
• Data for Deep Learning | Chris Nicholson - A.I. Wiki pathmind

Input ---> Output v	Numeric	Text	Sound	Audio	Speech	Image	Video
Numeric	...predict values	..	..	..	..	..	Count Customers
Text	..	SynthPub ..Create AI	..		Synthesize Speech	Character Recognition	Captioning
Audio/Sound	..	..	..	Make music	..	..	..
Speech	..	Synthesize Speech	..	Voice Vectors	Video Dubbing	..	..
Image	..	Generated Image	..	..	..	Reconstruction	..
						Colorize,Image Classification
Video	..	..	..	..	..	Animate Photo	Colorize
Generate Video	..	..	..	Facial Animate	..	Video Synthesis	DeepFakes
Model	..	..	..	..	..	3D Model	3D Model
Database Query	..	Robot Writing	..	..	..	Recipes	Immersive Reality
Classification	..	News	Signal Processing	SoundHound	..	Colorization	Sight Items
Cluster	...cluster	Recommendation	Birdsongs	Spotify	..	..	..
Summary	..	Headlines	..	..	..	Trailer	Video Intelligence
Add Detail	..	..	..	..	..	Enhancement	Enhancement
Calendar	..	Scheduling	..	..	..	..	..
Emotion	..	Sentiment	..	..	Sentiment	..	Sentiment
					Lie Detection		Lie Detection
Prediction	...predict values	Autocomplete	..	..	..	..	Predict image
Object Revelation	..	Drug Discovery	..	..	..	Image Retrieval / Object Detection	..
		Astronomy
Conversation	..	Assistants	..	..	Assistants	..	Immersive Reality Transhumanism
Companionship	..	Friend	..	..	Friend	..	..
Segmentation	..	..	..	..	..	Recognize Object	Recognize Object
Abnormally detection	Intruder	Cybersecurity	Signals	..	..	Pathology	..

• Numeric data to Numeric data - Regression - ...predict values
• Numeric data to Numeric list - classify each data point into a specific group - ...cluster
• Numeric data to Abnormally detection - Intruder
• Text to Abnormally detection - Cybersecurity
• Text to Speech - Synthesize Speech
• Text to Classification (pre-defined classes) - News sections/filtering, Sentiment Analysis
• Text to Cluster - Recommendation engines
• Text to Calendar - Scheduling
• Text to Image - Synthesize Generated Image based on a description
• Text to Prediction - Autocomplete
• Text/Image/Video to Sentiment - Emotion detection
• Text to Text - Headlines, summaries ... ChatGPT | OpenAI
• Data (Text) to Text - Robot Writing Natural Language Generation (NLG) database analysis, news content
• Text to (Presentation) - SynthPub synthesize publishing content, formats, web, social media, and presentations
• Script (Text) Generation - Create AI synthesize test data, software code, software code, scripts
• Speech to Text - Speech End-to-End Speech, Natural Language Processing (grammar, syntax and semantics), transcripts ... Speech Recognition
• (Speech to) Text to Process to Text (to Speech) - Chatbots, Virtual Assistants, Language Translation, Conversation Modeling, Voice recognition
• (Speech to) Text to Process to Text (to Speech) - Your Friend
• (Speech to) Data - obtaining Voice Vectors to construct 3D image of face, income level, health
• (Speech to) Speech - Videos & Movie Entertainment Video audio dubbing/translation
• Sensor Signals/Speech/Video to Lie Detection - Micro-expression changes in the eyes, voice, posture, etc. determine truthfulness
• Image to Classification - Colorization, Image Classification
• Audio to Classification (predefined classes) - SoundHound, genre
• Sound to Classification (predefined classes) - Signal Processing, genre
• Video to Classification (predefined classes) - Computer Sight Items identification, Screening; Passenger, Luggage, & Cargo Image classification, Video analysis
• Sound to Cluster - grouping related items together e.g. Birdsongs
• Audio to Cluster - grouping related songs together e.g. Spotify, Pandora
• Sound/Audio to Abnormally detection - Signals, Transmission troubleshooting, Electronic warfare
• Audio Generation - Synthesize songs, Make music
• Audio to Video - Facial Animate
• Image to Video - Synthesize video by animating a photo, e.g. family photo
• Image to Abnormally detection - retina screening, cancer detection, Pathology
• Image to Text (Classification) Image classification
• Image/Video to Image/Video - Colorize B/W movies and photos
• Image/Video to Image/Video - Image Enhancement, age regression
• Image/Video to Segmentation - Recognize Object, Collision avoidance
• Image to Text - Digit recognition, Handwriting recognition, Optical Character Recognition (OCR)
• Image to Image - Image Reconstruction, complete obstructed image
• Image to Image - Photo restoration Generative Facial Prior-Generative Adversarial Network (GFP-GAN)
• Image to Database Query - Recipes
• Image/Video to 3D Model/Image/Video
• Generate Image/Video - Art/Image/Actors generation from scratch, DeepFakes
• Video to Numeric - Count Customers
• Video to Text - Captioning, Real-time sign language
• Video to Text - Video Intelligence, scenes are classified, searchable, & summarized
• Video to Video (Hologram) - Immersive Reality
• Video to Database Query - Immersive Reality
• Video to Prediction - Predict image next movie frames
• Video to Database to Video - Personal information preservation with Transhumanism

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