DeepBrainz Products and Technologies

DeepBrainz Universal AI (DBZ uAI) is a DeepBrainz Product

DeepBrainz Universal AI for ALL
DeepBrainz Universal AI for ALL

DeepBrainz Universal AI (DBZ uAI) - Product Overview

DeepBrainz (DeepBrainz AI), A DPIIT/DIPP Recognized AI Startup Company, An End-to-End Deep Learning (AI/ML) Platform & AI-first SaaS for Automatic (Medical Imaging) Disease Diagnosis & Treatment (Healthcare), Fully Autonomous-Vehicles (Smart Mobility), Conversational AI.


Our Primary Intention is to "Advance, Build, Democratize Tomorrow's State-of-the-art AI for All, to Access & Use, for Empowering Humanity Universally"i.e. Offering Globally Our End-to-End AI Platform (i.e. as AIaaS, MLaaS, MLOps, AIOps, AutoML, AutoAI) & AI-first SaaS for Everyone to Access & Use, for Empowering Human Lives Socially & Economically with the following features, viz


  • Interpretability - Explainability - Transparency for Uncertainty; 
  • Robustness - Fairness - Ethics for Bias.
  • Distributed (Online) Learning, Security, and Privacy.


End-to-End AI Platform: Infrastructure /Platform related problem focus areas:

  1. AI Explainability or Interpretability,
  2. Bias and Fairness in Data and Algorithms,
  3. Generalizability or Generalization of AI Learning,
  4. Labeling and Annotation of Massive Training Datasets​,
  5. Creation & Acquisition of such Massive Datasets.


AI-first SaaS: Application related problem focus areas:

  1. To have an automatic diagnosis & treatment of diseases
  2. To have an automatic & more prominent perception, prediction, localization, planning, controlling of vehicles
  3. To have the greater good of a human-machine conversation


Our Popular Techniques:

  1. Various model transparency approaches viz LIME, SHAP, Attention Techniques, Generalized Additive Models GAMs, Single feature models, SOTA (Cutting-edge) Researches, etc.
  2. Transfer Learning, Approximation of generalized structures (approaches), meta-learning techniques/approaches (AutoML), Neural Architecture Searches, etc.
  3. In-stream supervision, Reinforcement Learning (Deep Reinforcement Learning) (Unsupervised Learning Methods), GANs (Semi-supervised Learning Methods), etc.
  4. One-shot (Imitation) learning, etc.
  5. Various Cloud AI/ML Technologies, and AI/ML OSS such as TensorFlow, PyTorch, and other cutting-edge technologies, SOTA AI Techniques.
  6. Various SOTA AI (Cutting-edge) Researches, Best practices, Sociocultural setting changes, etc.


We differentiate ourselves from the competition through the greatest power of "Data, Technologies, Strategies, Operations & Talents" to our In-house AI Capability, Data/AI Strategy for Strategic Data Acquisition, Unified Data Warehouses with our primary objectives as follows via OKRs;


  • To do Perception, Prediction, Localization, Planning, Control of Autonomous Vehicles (Self-driving cars) on Objects (Images/Videos) captured from Sensors and other digital devices of Autonomous Vehicles and be directly engaged in technologies and businesses that are core to the autonomous driving field with technologies that we develop are autonomous stack development, simulation, data management, validation, labeling, HDMaps, etc., businesses that we do are autonomy software stack supplier, last-mile and last-meter delivery, Robo-taxis, shuttles, long haul trucking, mining vehicles, agricultural vehicles, service vehicles, etc., to be engaged in the development of a software-based product or service that will form a core piece of our current or intended business.


  • To do (Medical Imaging) Image Recognition (Classification), Object Detection, Segmentation, etc. concerning Automatic Disease Detection (Medical Imaging /Radiology for Automatic Medical Diagnosis & Treatment) such as Diabetic Retinopathy, Cancer Detection, Heart /Cardiac Diseases Detection, Brain (Disorders) Diseases Detection, COVID-19 Detection (Healthcare) on Electronic Health Records (EHR), Higher-dimensional, video and multi-modal data.


  • To do detect and fix the toxic online conversations & its Bias Detection, Image Generation & Deepfake Detection, Gender Bias Resolution, Auto-Reply Suggestions with Q&A Systems, Audio Recognition (Conversational AI). 


  • While we do perform the above tasks, we're very much concerned about Interpretability, Fairness, and Ethics,  Distributed Learning, Security, and Privacy.

DeepBrainz Universal AI (DBZ uAI)
AI Pilot Project: Core AI Product MVAIP as A Universal AI Platform

Additional Information about our Product

DeepBrainz Universal AI (DBZ uAI)


(Under Development)


An AI Pilot Project: Our Core AI Product (MVP - Minimum Viable AI Product) as A Universal AI Platform


DBZ uAI is currently being evolved with AIaaS (MLaaS) as AutoML


DBZ uAI's Core Modules with Descriptions: 


  • uXAI for AI Explainability and Interpretability with various model transparency approaches viz LIME, SHAP, Attention Techniques, Generalized Additive Models GAMs, Single feature models, SOTA (Cutting-edge) Researches, etc.
  • uFairAI for Bias and Fairness in Data and Algorithms with SOTA (Cutting-edge) Researches, Best practices, Sociocultural setting changes, etc.
  • uGenAI for Generalizability or Generalization of AI Learning via Transfer Learning, Approximation of generalized structures (approaches), meta learning techniques/approaches (AutoML), etc.
  • uLabeler, uAnnotator for Labeling and Annotation of Massive Training Datasets with In-stream supervision, Reinforcement Learning (Deep Reinforcement Learning) (Unsupervised Learning Method), GANs (Semi-supervised Learning Method), etc.
  • uGenerator, uDataCollector for Creation and Acquisition of such Massive Datasets with One-shot (Imitation) learning, etc.


(We're working on with the following: Getting Calibrated for Ongoing tracking studies, Adopting sophisticated data strategy, Thinking laterally, Being a trailblazer to solve a high-impact use case with nascent techniques)

DeepBrainz AI Products & Technology (Under Development)

DeepBrainz AI improves people's lives by "AI for ALL" Impact

DeepBrainz AI Technologies -
"AI for ALL" is the Key Strategy to "Empowering Humanity Universally"
DeepBrainz AI Technologies -
"AI for ALL" is the Key Strategy to "Empowering Humanity Universally"
DeepBrainz AI Technologies -
"AI for ALL" is the Key Strategy to "Empowering Humanity Universally"

DeepBrainz Universal AI (DBZ uAI) for ALL

DeepBrainz Universal AI is as a Software, Platform, Infrastructure to deliver Best Value of AI

DeepBrainz Universal AI (DBZ uAI), A Universal End-to-End Deep Learning (ML/AI) Platform for Everyone such as A Consumer AI (DBZ uAI Consumer) for End-users & Enterprise AI (DBZ uAI Enterprise) for Enterprises.


DBZ uAI is currently being developed as an MVP that's recently evolved from its Prototype Design and Implementation using open source tools such as TensorFlow (Keras) Ecosystem & PyTorch Ecosystem.


DeepBrainz Universal AI (DBZ uAI), is as Minimum Viable AI Product that's being built with Our In-House AI Team.

 

DeepBrainz Universal AI (DBZ uAI)


An AI Pilot Project: Our Core AI Product as a Universal AI Platform, Infrastructure, Software​

DBZ uAI as AIaaS via AutoML as SaaS + IaaS +  PaaS + MLaaS


Building DBZ uAI with the following internal modules:​


DBZ uAI Core Modules

  1. uXAI for AI Explainability or Interpretability,
  2. uFairAI for Bias and Fairness in Data and Algorithms,
  3. uGenAI for Generalizability or Generalization of AI Learning,
  4. uLabeler, uAnnotator for Labeling and Annotation of Massive Training Datasets​,
  5. uGenerator, uDataCollector for Creation & Acquisition of such Massive Datasets,


DBZ uAI High-level Modules

  1. uAI Predictor, uAI Forecaster, uAI Learner for Machine Learning & Deep Learning, 
  2. uAI Perceptor for Machine Perception, 
  3. uAI Lingo for Natural Language Processing & Understanding, 
  4. uAI Recommender for Recommendation Systems,
  5. uAI Converser Bot​ for Conversational AI


And, DBZ uAI is currently able to solve the following Use Cases (Tasks) using the most effective Evaluation Metrics with Success Metrics (Objectives), ML Methods & (Massive) Datasets;


DeepBrainz Universal AI (DBZ uAI) is as a Software, Platform, Infrastructure to deliver Best Value of AI via Auto ML for ALL


DeepBrainz Universal AI (DBZ uAI), is Our AI Product as a Software, Platform, Infrastructure, incorporates the services of Auto Large-Scale ML & Deep Learning for Computer Vision, NLP, Next-In Predictions, Collaborative Filtering, Robotics with Ethical Policies, Open & Authentic Large-Scale Datasets as Unified Data Warehouse with Strategic Data Acquisition via AI/Data Strategies, Auto ML/Data Infrastructure for In-House AI Capability that provides AI-as-a-Service for ALL, via Custom AI Algorithms Development, with "AI for ALL" Strategic Policies.


Use Cases that DeepBrainz Universal AI will solve: AI Tools, Analytics, Anomaly Detection, Autonomous Driving, Big Data, Cognitive Reasoning, Computer Vision, Content Generation, AI Paas, CRM, Face, Image, Object Recognition/Detection/Classification, NLP, NLU, RPA, Software Tools, Speech Recognition, Conversational AI Bots


DeepBrainz Universal AI (DBZ uAI) with the Revenue Generating and Marketing Strategies such as B2B, B2C, and B2D which are being utilized in accordance with the use-cases, DeepBrainz Universal AI aim to solve for  the enterprises, the consumers (End-Users), and the developers respectively. The business revenue models evolve and change over the use of data for AI. 


As the AI Landscape can be divided into two segments in the following:        

Infrastructure/Platform: We're planning to run in the back-end and provide computational services to others. For such cases, the business model, we plan to follow will be generally based on API calls.     

Application: We do plan to have applications in the B2C and B2B space, then later in B2D. Significant activity, however, is seen in the B2B space where we also plan to offer SaaS-based subscription services.  


We additionally do plan for the development of a tailored-made solution and then make you pay monthly running costs as well as operational support, training, as we are also an AI development team specialized in building tailored-made solutions for clients.   

It's the known fact, "The more people using AI, the faster it learns."     

AI solutions are priced by transaction or completed computation via Serverless Computing. You'll be required to pay as much as you use AI i.e. "Pay-as-you-go" method.    


We are still working for an entirely new ecosystem and emerging business model. 

DeepBrainz AI - Overview

DeepBrainz Technologies (DeepBrainz AI), A DPIIT (DIPP) Recognized AI & Technology Startup Company.


DeepBrainz, A Universal AI Platform for Enterprises, End-users & Everyone.


Advancing, Building, Democratizing Tomorrow's State-of-the-art AI and Cutting-edge Technologies for ALL through Innovation, Research, and Product/Technology Development, for "Empowering Humanity Universally" via "AI for ALL" Strategic Policy.


As AI is revolutionizing every industry and having a profound impact on Humanity, a greater impact than electricity, the most important thing humanity ever worked on and is fundamentally changing everything the way worked, DeepBrainz AI is a Hard/High Tech & AI Company that is planning to become Global Industries and Markets Tech Leader to scale across Industries, and Markets as Both Horizontal and Vertical Markets.


We DeepBrainz have just started building MVP as "DeepBrainz Universal AI (DBZ uAI)" that is for Enterprises such as Healthcare, etc., End Users (Consumers), Developers, Researchers. And, We're exploring the best ML and Deep Learning Methods and will soon have Models on Production.


DeepBrainz AI is currently "Standing on the shoulders of giants" i.e following the top AI giants in the global industry.

DeepBrainz Universal AI for Everyone (DBZ uAI for ALL)

DeepBrainz Universal AI from DeepBrainz AI

DeepBrainz Universal AI is as a Software, Platform, Infrastructure to deliver Best Value via Auto ML

DBZ uAI (DBZ uAI Consumer & DBZ uAI Enterprise)

DeepBrainz Universal AI for Autonomous Systems

DeepBrainz Universal AI for Autonomous Systems

DeepBrainz Universal AI for Autonomous Systems

DeepBrainz Universal AI is as a Software, Platform, Infrastructure to deliver Best Value via Auto ML

DBZ uAI: DBZ uAI Consumer AV & DBZ uAI Enterprise AV for Autonomous Systems (Vehicles)   


  • DeepBrainz does Perception, Prediction, Localization, Planning, Control of Autonomous Vehicles (Self-driving cars) on Objects (Images /Videos) captured from Sensors and other digital devices i.e camera of Autonomous Vehicles.
  • DeepBrainz is directly engaged in technologies and businesses that are core to the autonomous driving field. 
  • Technologies that we develop are autonomous stack development, simulation, data management, validation, labeling, HDMaps, etc.
  • Businesses that we do are OEM autonomy stack suppliers, last-mile and last-meter delivery, Robo-taxis, shuttles, long haul trucking, mining vehicles, agricultural vehicles, service vehicles, etc.
  • DeepBrainz is also engaged in the development of a software-based product or service that will form a core piece of our current or intended business.


Note

We think about commercial applications and policymaking, a use-case-based approach. We are going to see a spectrum of use cases that emerge from autonomous vehicles. 

  1. The first element of the use-case-based approach is, "Where will the autonomous vehicles operate?" Requirements for hardware and software are very different for driving in urban environments versus highway-type environments. 
  2. The second element is, "Who owns these vehicles?" Is it going to be individuals, or are they going to be owned by private fleets? It is crucial since the operating models and economics are going to be very different. 
  3. The final element is, "What is being transported?" Is it individuals, or is it different types of goods? Depending upon the choice to all of these, we're going to see a whole different set of applications and use cases that are more likely to happen within this year 2020. 
  4. We'll tie all these elements together to give you a couple of examples of these use cases. If we talk about transport of people in an urban environment [with AVs] owned by a professional company instead of a private person, then we are talking about the use case of the Robo-taxis. 
  5. One question that always being asked is, "Is there going to be a model of autonomous cars in the future, where people own autonomous vehicles, the autonomous vehicle takes them to work, and then they put it into the mobility-as-a-service system to work for them?" 
  6. The math suggests that it is difficult for this vehicle to compete with a professional-fleet provider. The reason is that the professional-fleet provider just because of economies of scale and purchasing power of not buying only one car, but many will get a different purchase price. They will be much more professional in terms of servicing and maintaining the fleet. And likely, the utilization of the car is going to be higher, too. So they will be able to operate at a different cost point in comparison to a private person who owns an AV and brings that into the system to work as a Robo-taxi. Most likely, we do not see the model for Robo-taxis, but professional-fleet providers are providing that. 
  7. Other examples of use cases would be highway applications for long distances for goods transport. We talk about "platooning," at least as a bridging technology, where you have two trucks, and the second one platoons behind the first one. You don't need a driver in the second one anymore. It just brakes and accelerates in line with the one that's in front of it. You will have two trucks in the beginning; potentially, it will increase to a train of different vehicles. Eventually, you will be able to take the driver out of each one of these trucks. When we look at the numbers, initially, platooning is going to help with the total cost of ownership for a fleet provider, driving down 10 percent of the cost. Later on, when you take out all the drivers, and you have this concept of platooning trains, you can go as high as a 40 percent reduction on the total cost of ownership. 


We're still exploring various use cases that suit for India to have the AI Transformation in every aspect and are yet to be validated to implement in India. 


(Under Development) 


Source Credit: We especially thank so much to McKinsey Insights for providing such great insights that made us more informed. We also thank everyone for your interest in DeepBrainz.

DeepBrainz Universal AI for Healthcare

DeepBrainz Universal AI for Autonomous Systems

DeepBrainz Universal AI for Autonomous Systems

DeepBrainz Universal AI is as a Software, Platform, Infrastructure to deliver Best Value via Auto ML

DeepBrainz Universal AI (DBZ uAI) with DBZ uAI Consumer Health & DBZ uAI Enterprise Health is Our Core AI Product as a Software, Platform, Infrastructure to deliver Best Value of Auto ML for Healthcare


Here are some of the solutions that DeepBrainz AI is planning to deliver AI with Interoperability in the Healthcare Industry as follows: 


Medical Image Analysis (incl. Radiology)

  • Image Processing
  • Diagnostic accuracy by learning from the previous examples
  • Content-based medical image indexing, and wavelet analysis for solid texture classification


Virtual Assistants

  • Conversational AI
  • Targeted Tele-medicine Database


Predictive Medicine

  • Prognosis and Diagnosis Accuracy
  • Disease/Condition Predictions
  • Precision Medicine


Drug Discovery

  • Computational drug discovery vide computer model simulations Forecasting on compounds and their action
  • Simplify and Shorten time for drug certification


Medical Devices

  • Health Trackers
  • AI-enabled diagnostic devices


Patient Management

  • Patient Data Analytics
  • Real-time case prioritization
  • Assisted diagnosis and prescription
  • Personalized Medications and Care
  • A propensity to Pay and Insurance Analytics


Healthcare Management

  • Brand Management and Marketing
  • Healthcare System Analysis - sift through the data to highlight mistakes in treatments, workflow inefficiencies, and helps area healthcare systems avoid unnecessary patient hospitalization


Automation

  • Call Center Automation
  • Paperwork Automation
  • Audit Automation
  • Process Automation


Training

  • AR/VR Simulations and Training for Customer Support and Staff


Genetics & Genomics

  • Integration and analysis of different kinds of data with genomic data in disease research
  • genomic data in disease research
  • Genetic sequences mapping and shorten the time for efficient data processing
  • Gene Analytics and Editing


Note: Certain Most Important Use Cases are yet to be modernized and so the use cases mentioned here are subject to change and evolve over the Data. (Under Development)

DeepBrainz Universal AI for Conversational AI

DeepBrainz Universal AI for Autonomous Systems

DeepBrainz Universal AI for Conversational AI

DeepBrainz Universal AI for Conversational AI Bot

DeepBrainz Universal AI for Conversational AI Bot as  (DBZ uAI Consumer Bot & DBZ uAI Enterprise Bot) is a Conversational AI


(Under Development)

For our product at DeepBrainz, please do contact us at support@deepbrainz.com
DeepBrainz AI Products

Our Products at DeepBrainz

To know further about our product at DeepBrainz, please do contact us at support@deepbrainz.com

DeepBrainz Universal AI for Enterprises
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DeepBrainz Universal AI for Consumers
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Common Patterns of AI Use Cases (For Instances)

The Seven Patterns of AI (Source: Forbes)

The Seven Patterns of AI

DeepBrainz Philosophies and Principles

DeepBrainz Philosophies and Principles 

(Yet to be Published)

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" A Solution to One Problem can deliver the Solutions to the Other Million Problems" (Under Development)

DeepBrainz Universal AI is as a Software, Platform, Infrastructure - Auto ML - Under Development
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