There is an infinite number of global and social problems that people can not solve on their own in the world. This is not related to the mental abilities and level of education, but to the fact that a person is a living being whose reasoning and actions are based on objective and subjective evaluation, moral principles, religious views and other external or internal beliefs. That’s why, a bright outburst in the form of interest among scientists over the re-creation of artificial intelligence and machine learning emerged in 1832.
Since then, machine learning has been getting more popular and more in demand every day. Unfortunately, a number of factors hampered the wide propagation and success of the creation of the ideal model of artificial thinking, the main ones of which are a long and expensive learning process, as well as a lack of trust in machine learning models.
To solve all the problems and eliminate obstacles, we developed an innovative platform NeuroSeed. Its uniqueness lies in the fact that it unites breakthrough technologies, cryptography and blockchain with the sciences which are the future of mankind, including artificial intelligence, machine learning and neural networks.
What is NeuroSeed?
NeuroSeed is a platform that unites customers, distributors, developers of machine learning models, profile validators, as well as Big Data, data storages and computing powers suppliers into a single ecosystem. Such synergy interacts as a single mechanism using blockchain technology.
In reality, any cryptocurrency is based on the technology of blockchain. However, it performs not only a technical but also a practical role specifically in our project, namely the storage of Big Data hashes and ready-made solutions along with metadata. Thus, the concept of merging several models of machine learning was created, which turned out to be extremely economical, since the accelerated by 50-200 times training of neural networks was achieved.
The NeuroSeed platform provides a user-friendly interface for users and can eliminate all misunderstandings and problems formed on the basis of distrust of artificial intelligence. We provide the world with a transparent and reliable way to exchange ML solutions and data sets between customers, storage and cloud service providers, Big Data owners and validators.
Who will NeuroSeed platform be useful for?
The NeuroSeed platform is absolutely universal for humanity, namely in the sphere:
- industrial production;
- power engineering;
- financial and insurance business;
- retail and wholesale trade;
If we talk about business and economic sphere, the algorithm of machine learning is of interest in their industries, such as:
- asset management in the securities market;
- large data analytics;
- risk management;
- optimization of the sales system;
- analysis of credit history;
- optimization of pricing policy;
- algorithmic trading on the securities market;
- forecasting of sales;
- analysis of marketing data and customer segmentation.
How will the platform participants and its components interact?
The following participants will be involved with the corresponding roles:
- Big Data providers are required to download a data set designed to improve machine learning models;
- cloud storage providers will provide their own equipment for data storage and connect their services through the application programming interface. NeuroSeed is able to collaborate with suppliers of centralized and decentralized cloud storage;
- suppliers of centralized or decentralized computing powers will provide appropriate services on their equipment and connect their own services through the application programming interface;
- developers of machine learning models are involved in developing and training ML;
- validators will perform quality assessment of Big Data and MOD models;
- distributors are wholesale implementers of API calls;
- customers are any companies and individual consumers who will buy API calls for NSD tokens in order to take advantage of the services of the market for machine learning or to implement ready-made solutions in their own systems.
The project is realized by means of blockchain technology, which for better understanding is represented in the form of a chain, the links of which are all the above-mentioned participants.
The first link, in the so-called chain, will be the Big Data providers, that are necessary for training the model, then the intelligent machine. Intelligence will be built by adding a new set of data over existing ones, and the validators, in their turn, will carry out the evaluation of new data. Storages for the dara of Big Data providers and ML developers are provided by data storage providers, and suppliers of computing power will provide the system with computing power for training the ML model. Distributors in the chain integrate ready solutions for ML clusters and implement API calls to clients.. Thus, the ecosystem will be formed, enlarged and improved.
What are the advantages of the platform?
- Implementation of the capabilities of blockchain technology for the authenticity of machine learning models and data sets.
- Reducing the cost and speeding up the initial training of machine learning models, through the re-use of ready-made solutions.
- Reducing the cost of storing and increasing the availability of embedded datasets by means of the creation of new virtual composite sets based on existing information.
- Ready-made solutions will always be relevant, as they are updated through the transfer of knowledge from one trained model to a new data set.
- A new source of liquidity for participants in the decentralized ecosystem of NeuroSeed.
What is the principle of functioning of the NeuroSeed platform?
- Controllability. Any transaction made has a cryptographic signature, the history of any operation and transactions is stored in the blockchain along with the metadata and hashes of the machine learning code and ready-made solutions.
- Independence of the platform. The NeuroSeed platform is an aggregate market, therefore it does not depend on certain suppliers taking direct part in the chain.
- Division of functions. The essence of the platform implies the separation of roles according to a certain list of operations performed by the participants.
- Reliability of data and solutions. All decisions and codes of training are backed up by users and companies with a positive reputation and well-known name, corresponding to the field of activity.
- Monetization model. Customers pay for NeuroSeed’s services, and in such a way they have access to the application programming interface and ready-made solutions for complex ML models.
- The award system. Providers of computing power and Big Data, validation services, storage services and others are proportionally awarded for any application of the solutions they provide.
What is the economic model of the NeuroSeed platform based on?
To access data sets, ready solutions, computing powers, storages of data sets and machine learning models, NSD tokens are accepted as payment, which you can also use to get unique privileges and access all functions of the NeuroSeed platform.
Internal micro-purchase, necessary to reduce additional costs, is controlled by the platform itself.
The cost of training ML models consists of the prices of data sets, computing powers and the use of ML models.
Models that are linked together in one system can be upgraded because of the need to update one ML model. The cost of updating is based on the accuracy of the model update
The special technology of motivation for validators is developed and integrated into the platform: the reputation of the validator depends on the quality of the works performed by him/her.
More about project: https://neuroseed.io/
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