Topic: [BOUNTY]⚡️Neuromation.io⚡- Distributed Synthetic Data Platform (Referral system) (Read 2251 times)

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Neuromation Research: Pediatric Bone Age Assessment with Convolutional Neural Networks

Over time, the NeuroNuggets and Neuromation Research series will serve to introduce all AI researchers whom we have collected in our wonderful research team. Today, we are presenting our very own Kaggle master, Alexander Rakhlin! Alexander is a deep learning guru specializing in problems related to medical imaging, which usually means segmentation, object detection, and generally speaking convolutional neural networks, although medical images are often in 3D and are not necessarily RGB images, as we have seen when we discussed imaging mass-spectrometry.

You may have already met Alexander Rakhlin here in our research blog: he has authored a recent post with a general survey of AI applications for healthcare. But today we have great news: Alexander’s paper, Pediatric Bone Age Assessment Using Deep Convolutional Neural Networks (a joint work with Vladimir Iglovikov, Alexander Kalinin, and Alexey Shvets), has been accepted for publication at the 4th Workshop on Deep Learning in Medical Image Analysis (DLMIA 2018)! This is already not the first paper on medical imaging under Neuromation banners, and this is a great occasion to dive into some details of this work. Similar to our previous post on medical concept normalization, this will be a serious and rather involved affair, so get some coffee and join us!
https://medium.com/neuromation-io-blog/neuromation-research-pediatric-bone-age-assessment-with-convolutional-neural-networks-ad539ffb671f

Contents:

*Letter from the CEO
*Introduction
*Neuromation Labs Update
*Development Update
*NTK Update

https://medium.com/neuromation-io-blog/neuromation-q2-quarterly-report-4e77790659db

The Labs will seed the Neuromation platform market with initial data generators and datasets. We will also encourage our Labs partners to provide further services through the platform  thus building the initial market. We have already launched two Labs and have more in progress. Working off real world examples allows us to generalize similar approaches across industries and incorporate these approaches into our platform making it more powerful with each Lab.

Pushing the frontier of what is possible: Creativity and Artificial Intelligence



Since its inception, Neuromation has been working with creative professionals to find innovative use cases for artificial intelligence. Our goals are to improve the quality of work output while streamlining and simplifying the creative process across a range of use cases; and to use cutting edge tools to allow designers, makers and builders to expand the realm of what is possible.

https://medium.com/neuromation-io-blog/pushing-the-frontier-of-what-is-possible-creativity-and-artificial-intelligence-ca49f4258341

Neuromation offers a unique solution that unites market resources the scientific community and commercial and private entities into an integrated marketplace  the Neuromation Platform. To address the most critical issue Neuromation focuses on synthetic datasets that have been proven to yield compelling results.

Neuromation CEO Yashar Behzadi at the AMA session



As the Neuromation Platform develops and our team grows, we start a new series of Ask Me Anything sessions in our Telegram chat. This week we have had a special guest — newly appointed CEO Yashar Behzadi has joined the session in order to answer questions from Neuromation community. We have picked the most interesting questions for those who have missed the live session.
https://medium.com/neuromation-io-blog/neuromation-ceo-yashar-behzadi-at-the-ama-session-f5ed11817f53

There exist few projects in the cryptocurrency universe that are as exciting and carry as much potential as our partner Neuromation. By combining blockchain technology, distributed computing systems, and a democratized platform, they present a solution that could have dramatic impact in every industry around the globe. The Neuromation team burst into 2018 by raising over 73 million dollars, hitting their hardcap goal in less than a day during their ICO. They have received a variety of positive press coverage from major news outlets and have already launched a functioning version of their revolutionary platform, and things have only just begun.

To grasp the full potential of Neuromation, it is important to understand some key concepts about the nature of what their team is offering with the platform that they have built. In the realm of AI, the phrase deep learning has attained nearly buzz-word status, with little elaboration to the layman about what it actually is. In its simplest form, deep learning is the process of feeding a computer a vast amount of data, and then the computer uses it to make decisions about other data. This brings us to our next often used phrase, neural networks. The previously mentioned data is fed through neural networks, which are sets of algorithms designed to recognize patterns, whether they be text, sound, images, etc. Combining these two together and you get deep neural networks, which are networks that are complex enough to deal with classifying enormous datasets.

The inherent issue with such enormous datasets is that the process of labeling them alone requires immense manpower and large time investments. For Neuromation to scale across the globe and across industries, the process of labeling large amounts of gathered data would need to be greatly expedited to a point beyond human capability. This hurdle led to the ultimate decision of training deep neural networks using synthetic data. Synthetic data presents several benefits over real data in that rather than having to manually label a large number of real images, a 3D model is rendered once, and different textures (surfaces) can be applied to the model. The synthetic modeling also gives complete control of the scene, and thus provides the ability to provide labeling that would be impossible to do by hand, such as knowing the exact distance from the camera to every object.

However, even with the switch to synthetic data, great numbers of 3D scenes will need to be rendered, and then the deep neural networks must be trained on these images. These processes both require an immense amount of computational power. Simply purchasing an adequate number of GPUs to power the platform would be impossible and renting cloud-based systems that provide computational power is costly. Enter the world of blockchain and crypto-mining. Neuromation solves the issue of computational power by utilizing distributed computing, along with blockchain proof-of-work tokens, to completely revolutionize AI model development. Currently, crypto-miners earn much less than rentable, cloud-based GPU farms. The Neuromation platform was created to unite miners seeking to earn more on their equipment and AI startups, researchers, and any companies with a need for processing large datasets or training of modern machine learning models. Miners are able to earn 3 to 5 times more from “knowledge mining” on the Neuromation platform than with traditional cryptocurrency mining. In turn, this will provide companies with access to algorithmic training structures that could otherwise not afford it.

The Neuromation platform has game-changing implications in nearly every industry imaginable. For example, the team first began with object detection in retail. Large brands pay to ensure their products remain on shelves, even in specific places on shelves, and retailers employ large staffs to make sure that all items are stocked and displayed correctly. The Neuromation answer to those laborious and costly process would be to install inexpensive cameras that capture images, perhaps a single frame per minute, and transmit them to a server, where a recognition model verifies brands and placement. While a single image every minute does not seem like a lot, consider that it would be virtually impossible to have this sort of check going on utilizing human labor, especially across many stores.

In the realm of healthcare, Neuromation has already announced an exciting partnership with Longenesis, a blockchain-based Life Data Marketplace. Longensis aims to empower individuals, rather than corporations, to store and monetize their personal data such as medical history, lab work results, and other sensitive, valuable information in a blockchain system. This will allow healthcare application developers direct access to secure, personalized data. Additionally, it will provide higher security and privacy to patients, as well as a reduction in administrative work for doctors, allowing them to focus more on patient care. Together, Neuromation and Longenesis will provide both the data and computational power necessary to train AI models to dramatically improve healthcare throughout the world.

The possibilities and implications for the Neuromation technology are nearly endless. By creating a platform that allows miners to make better use of their rigs for more profit, while simultaneously providing AI researchers and entrepreneurs a much more affordable means of harnessing vast computer power for implementation of their ideas, Neuromation is propelling us into the future of democratized artificial intelligence. We at HappyMod could not be more excited to be so closely affiliated with their wonderful team. Our team witnessed firsthand through handling their ICO the amount of interest and passion surrounding this project and look forward to continue working with them. There is much to come from the Neuromation and HappyMod camps soon that we cannot wait to show you.

Disruption by Blockchain Part 11: Maxim Prasolov – Neuromation



Our new Disruption by Blockchain series aims to highlight companies that are leveraging the incredible potential of blockchain technology to disrupt and revolutionize their industry. Through one on one interviews, we'll speak directly with industry leaders to cut beyond the hype and get directly to the heart of practical use cases and examples of how it will change the world, one industry at a time.
https://www.disruptordaily.com/disruption-blockchain-part-11-maxim-prasolov-neuromation/

Reserved.

I would also be happy to write about you on my blog for Bounty rewards. Is it possible?

Why not provide a bounty of article programs to create this excellent project promotion? so everyone can know the project platform

Hello!

We wrote an article about you on our website.
Check it here:
http://icoholic.me/the-neuromation-platform/

Hi! Yes, of course. If your friend purchase some tokens in BTC with help of your referral link, so we convert BTC in ETH and then in bonus in tokens.

Hello! Thanks for your opinion. Nice to hear that.
Unfortunately no. There is no such plans yet.

This project have very good potential, looking forward to the project!
Btw, Should you get social bounty ? Many people'll know this project if you do it
Good luck

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Dear friends! We invite you to take part in translation of our ANN Thread and creation of topics in your local languages.

ANN Thread Bounty Specifics:

• Only one translation per one user is reserved. Applications for the translations to multiple languages will not be accepted
• BitcoinTalk Newbies will not be accepted for translation
• Only original translation is allowed. No Google Translate
• The reserved translations are processed based on the first reserve demand
• The payment will be awarded after verification
• The Translation Bounty is limited to the ANN thread
• Neuromation won't reward any bounty for Website or Whitepaper translation during this campaign
• The translation must be clear and easy to read
• The translators have 48 hours to provide the translation. Starting from the confirmation message
• If no confirmation message is sent, or no translation provided within 48 hours, the reservation will be cancelled
• All contacts ONLY at email [email protected]. Messages sent through the forum or Telegram will not be considered.

What Do You Need To Do?

• Translate BBCode of the first message in Neuromation ANN Thread - https://goo.gl/NKrPHz
• Translate Neuromation ANN Thread, Part 1.pptx - https://goo.gl/CMgAQD
• Translate Neuromation ANN Thread, Part 2.pptx - https://goo.gl/E9B9ck
• Create your own local Neuromation ANN Thread using translated BBCode document and pictures from Neuromation ANN Thread, Part 1.pptx and Neuromation ANN Thread, Part 2.pptx

See below how to do this.

How To Create Local Neuromation ANN Thread?

Step #1

• Please send your applications at [email protected] in the following format:BitcoinTalk Nickname, link to your profile on the forum, 3-4 links to previous translations
• If you suits us, so you get a confirmation via email and your nickname appeare in the list of confirmed translators here in bounty topic
• Now you have to provide translations to [email protected] during the next 48 hours. Starting from the confirmation message
• If translations are not provided within 48 hours, the reservation will be cancelled

Step #2

• Once you confirmed as a translator, please Copy the first Google Docs file (File -> Make a copy -> Ok) - https://goo.gl/NKrPHz
• Make translation of text in English ONLY, NOT BBCode tags!
• If BBCode is disordered, so the translation will not taken into account

Step #3

• Copy the second Google Docs file (File -> Make a copy -> Ok) - https://goo.gl/CMgAQD
• Make translation of editable text ONLY!
• If Slides are disordered, so the translation will not taken into account

Step #4

• Copy the third Google Docs file (File -> Make a copy -> Ok) - https://goo.gl/E9B9ck
• Make translation of editable text ONLY!
• If Slides are disordered, so the translation will not taken into account

Step #5

• Send the link to both your translations at email [email protected]
• Once the translations are confirmed, you have to create Local Neuromation ANN Thread during the next 24 hours
• If translation is not provided within 48 hours, the reservation will be cancelled
• Use please BBCode you translated and pictures you converted from Neuromation ANN Thread, Part 1.pptx and Neuromation ANN Thread, Part 2.pptx (File -> Download as... -> JPEG image)
• Then send us the link to your local thread (topic) and your ETH-address for a review and confirmation at email [email protected]
• Once your local ANN Thread is confirmed, the payment will be sent immediately

Bounty per translation and local ANN Thread creation = 50 70$ in ETH at the rate at the time of confirmation by the Bounty Manager.

The Required Languages:

• Chinese Simplified
• Japanese
• Turkish
• Russian - reserved for TitanFalls
• Spanish - reserved for ChiNgadOr
• Hindi - reserved for Blocks
• German - waiting for confirmation from Kryptowolf512
• Arabic - reserved for sayedtaha
• Dutch
• Italian
• Filipino
• Vietnamese - reserved for minmin88

Thank you very much and welcome onboard!

[BOUNTY]⚡️Neuromation.io⚡- Distributed Synthetic Data Platform (ANN Thread) - https://bitcointalksearch.org/topic/bountyneuromationio-distributed-synthetic-data-platform-ann-thread-2510205