The Neuromation Platform will use distributed computing along with blockchain proof of work tokens to revolutionize AI model development.
The revolution is long overdue: deep learning employs artificial neural networks of extremely large capacitance and, therefore, requires highly accurate labeling. Collecting large datasets of images, text and sound is easy, but describing and annotating data to make it usable has traditionally been challenging and costly. Crowdsourcing was applied to the problem of dataset creation and labeling a few years ago, employing large numbers of humans to correct mistakes and improve accuracy. It proved slow, expensive and introduced human bias. Besides, there were tasks that humans simply could not do well, such as estimating distances between objects, quantifying lighting in a scene, accurately translating text, and so on.
We propose a solution whose accuracy is guaranteed by construction: synthesizing large datasets along with perfectly accurate labels. The benefits of synthetic data are manifold. It is fast to synthesize and render, perfectly accurate, tailored for the task at hand, and can be modified to improve the model and training itself. It is important to note that real data with accurate labels is still required for evaluating models trained on synthetic data, in order to guarantee acceptable performance at inference time. However, the amount of validation data required is orders of magnitude smaller than training data!
The Neuromation Platform provides an exchange and an ecosystem where participants can either contribute or purchase the components of an AI model. The Neuromation Platform will combine technological and business elements to efficiently train large-scale Deep Learning Systems on synthetic data. Platform user experience is divided into the following categories: Synthetic Data Set Module Machine Learning Module User Module.
The main sale starts
Attention. There is a risk that unverified members are not actually members of the team
$105 168 167
Primary clients for this platform is AI system developers. Real market size for this platform is not as huge. Researchers are already involved in another AI ecosystem. No information about current stage of platform development. Stages of platform development is connected with attracted money. All working examples was made in Russia, despite of the fact, that nominally company is based in Tallinn.
No first revenue from clients. The miner will receive reward in NeuroTokens, but this function is not developed yet. Neuromation Lab is crucially depends on the quality of the models and industrial solution, however, nowadays we could not predict that. Projects goal is not matched with the financial projections of the project. 55% of projected revenue based on unconfirmed assumptions.
At the first glimpse, company has a strong team. However, in fact, it seems, that all members of team work remotely. And also almost top managers are involved in other projects, which mean, that none of them is not fully dived into Neuromation. Further, is exact information about key team members.
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