DBRAIN BRINGING NEW IDEAS TO ARTIFICIAL INTELLIGENCE (AI).

zubbykay (39)in #ico • 8 years ago (edited)

INTRODUCING DBRAIN

The essence of AI (artificial intelligence) is to create machines which are so intelligent that they can work and act just like humans do by learning from experience and adjusting to new inputs. Also AI is virtually on the rise since after it's discovery as it is now regarded as the "next big thing". AI is all about data and the data involved is of optimum importance because its analysis and further modification yield the final product which is globally appreciated.
The data earlier stated when modified can be used in the production of quite a number of amazing products. But Dbrain however focuses on using the data for the production of AI Apps.

WHAT IS DBRAIN?

Dbrain is a platform which operates on blockchain system which makes use of data from raw dataset for machine learning to produce AI APPS. Dbrain uses blockchain as well as crytocurrency to facilitate the production cycle and by operating on blockchain system, it aids the management of high-quality data labelling, security, intellectual property rights as well as international micropayments.

HOW IS THE AI APPS PRODUCED ?

The platform links up crowdworkers and data scientists for the production of the AI App. The crowdworkers initiates the process of data transformation by doing data labelling and validation then after which the data scientists futher transforms the resultant data to train NN (neural network) and then build AI App.

Dbrain focuses on delivering the best when it comes to AI which is why they adopted the blockchain system which gives the advantage of helping meet many of the challenges said to be associated with AI.

CHALLENGES OF AI AND HOW Dbrain FOCUSES ON SOLVING THEM

#1. High-quality datasets: high-quality dataset is said to contribute about 80% to AI App success and it is said to be more important in machine learning than algorithms. Poorly labelled dataset is said to adversely effect NN (neural network) thus affecting the general AI progress negatively. Dataset is said to be still labelled by hand and is done by crowdworkers therefore leveraging the the labour of the crowdworkers is said to be the most effective solution but however the use of existing data-labelling tools do not guarantee a quality production.
Dbrain however guarantees quality dataset by implementation of "Subjective Proof of Crowdwork Protocol (SPOCK) which aids in the validation of data quality automatically and in return guarantees real-time as well as fair and transparent billing to workers and the data owners.

#2. Security and trust: this is said to be a major challenge associated with AI production because sharing of sensitive data to third parties posses certain security risks. Some AI developers are said to replicate thirs party software within a short time interval when given access to someone else's data and the data owners are said to lose revenue when such happens. Dbrain assures security and trust by preventing leakage at all staves of AI App development via the implementation of the Protocol for Indirect Controlled Access to Repository Data (PICARD). Also Dbrain ensures data scientists train AI models without downloading the datasets.

#3. Abundant crowdwork supply: Dbrain in this context will act as a channel to pull in more crowdwork force by reducing labelling of data cost for their clients and then on the other hand providing a more better income status for the crowdworkers.

#4. Last-mile infrastructure: AI platform is regarded as useless if it does not get to the end users. Also Dbrain is said to offer solution to this by allowing users to deploy and share AI solutions. And they will also make the AI model available to users via convenient on-demand APIs without incurring development and infrastructure costs.

USES OF DBRAIN

Dbrain has a variety of uses ranging from its use for development of image recognition app, medical data processing, video surveillance amongst others.

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