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A data science competition platform is used by businesses to host data science challenges that are hard to solve for one group.
| | This article needs additional citations for verification .(April 2018) |
A data science competition platform is used by businesses to host data science challenges that are hard to solve for one group.
Historically, crowdsourcing challenges have been known to solve very complex problems. [1] The Netflix Prize is one such competition. Since then there have been several platforms developed on the idea of data science competitions. Research has been completed on how competition can improve research performance. Companies like JPMorgan Chase also run internal contests involving large numbers of employees. [2]
Examples of data science competition platforms include Bitgrit, [3] Correlation One, Kaggle, InnoCentive, Microprediction, [4] AIcrowd, [5] and Alibaba Tianchi. [6] Alibaba's competition platform was used in KDD 2017.
Topcoder is a crowdsourcing company with an open global community of designers, developers, data scientists, and competitive programmers. Topcoder pays community members for their work on the projects and sells community services to corporate, mid-size, and small-business clients. Topcoder also organizes the annual Topcoder Open tournament and a series of smaller regional events.
Collaborative intelligence characterizes multi-agent, distributed systems where each agent, human or machine, is autonomously contributing to a problem solving network. Collaborative autonomy of organisms in their ecosystems makes evolution possible. Natural ecosystems, where each organism's unique signature is derived from its genetics, circumstances, behavior and position in its ecosystem, offer principles for design of next generation social networks to support collaborative intelligence, crowdsourcing individual expertise, preferences, and unique contributions in a problem solving process.
Alibaba Group Holding Limited, branded as Alibaba, is a Chinese multinational technology company specializing in e-commerce, retail, Internet, and technology. Founded on 28 June 1999 in Hangzhou, Zhejiang, the company provides consumer-to-consumer (C2C), business-to-consumer (B2C), and business-to-business (B2B) sales services via Chinese and global marketplaces, as well as local consumer, digital media and entertainment, logistics and cloud computing services. It owns and operates a diverse portfolio of companies around the world in numerous business sectors.
Crowdsourcing involves a large group of dispersed participants contributing or producing goods or services—including ideas, votes, micro-tasks, and finances—for payment or as volunteers. Contemporary crowdsourcing often involves digital platforms to attract and divide work between participants to achieve a cumulative result. Crowdsourcing is not limited to online activity, however, and there are various historical examples of crowdsourcing. The word crowdsourcing is a portmanteau of "crowd" and "outsourcing". In contrast to outsourcing, crowdsourcing usually involves less specific and more public groups of participants.
Figure Eight was a human-in-the-loop machine learning and artificial intelligence company based in San Francisco.
Citizen sourcing is the government adoption of crowdsourcing techniques for the purposes of (1) enlisting citizens in the design and execution of government services and (2) tapping into the citizenry's collective intelligence for solutions and situational awareness. Applications of citizen sourcing include:
Kaggle is a data science competition platform and online community for data scientists and machine learning practitioners under Google LLC. Kaggle enables users to find and publish datasets, explore and build models in a web-based data science environment, work with other data scientists and machine learning engineers, and enter competitions to solve data science challenges.
Anthony John Goldbloom is the founder and former CEO of Kaggle, a data science competition platform which has used predictive modelling competitions to solve data problems for companies, such as NASA, Wikipedia, Ford and Deloitte. Kaggle has operated across a range of fields, including mapping dark matter and HIV/AIDS research. Kaggle has received considerable media attention following news that it had received $11.25 million in Series A funding from a round led by Khosla Ventures and Index Ventures.
DARPA Shredder Challenge 2011 was a prize competition for exploring methods to reconstruct documents shredded by a variety of paper shredding techniques. The aim of the challenge was to "assess potential capabilities that could be used by the U.S. warfighters operating in war zones, but might also identify vulnerabilities to sensitive information that is protected by shredding practices throughout the U.S. national security community". The competition was sponsored by the Defense Advanced Research Projects Agency (DARPA), a research organization of the United States Department of Defense. Congress authorized DARPA to award cash prizes to further DARPA’s mission to sponsor revolutionary, high-payoff research that bridges the gap between fundamental discoveries and their use for national security.
Crowdsourcing software development or software crowdsourcing is an emerging area of software engineering. It is an open call for participation in any task of software development, including documentation, design, coding and testing. These tasks are normally conducted by either members of a software enterprise or people contracted by the enterprise. But in software crowdsourcing, all the tasks can be assigned to or are addressed by members of the general public. Individuals and teams may also participate in crowdsourcing contests.
Government crowdsourcing is a form of crowdsourcing employed by governments to better leverage their constituents' collective knowledge and experience. It has tended to take the form of public feedback, project development, or petitions in the past, but has grown to include public drafting of bills and constitutions, among other things. This form of public involvement in the governing process differs from older systems of popular action, from town halls to referendums, in that it is primarily conducted online or through a similar IT medium.
Google DeepMind Technologies Limited is a British-American artificial intelligence research laboratory which serves as a subsidiary of Google. Founded in the UK in 2010, it was acquired by Google in 2014 and merged with Google AI's Google Brain division to become Google DeepMind in April 2023. The company is based in London, with research centres in Canada, France, Germany, and the United States.
PrecisionFDA is a secure, collaborative, high-performance computing platform that has established a growing community of experts around the analysis of biological datasets in order to advance precision medicine, inform regulatory science, and enable improvements in health outcomes. This cloud-based platform is developed and served by the United States Food and Drug Administration (FDA). PrecisionFDA connects experts, citizen scientists, and scholars from around the world and provides them with a library of computational tools, workflow features, and reference data. The platform allows researchers to upload and compare data against reference genomes, and execute bioinformatic pipelines. The variant call file (VCF) comparator tool also enables users to compare their genetic test results to reference genomes. The platform's code is open source and available on GitHub. The platform also features a crowdsourcing model to sponsor community challenges in order to stimulate the development of innovative analytics that inform precision medicine and regulatory science. Community members from around the world come together to participate in scientific challenges, solving problems that demonstrate the effectiveness of their tools, testing the capabilities of the platform, sharing their results, and engaging the community in discussions. Globally, precisionFDA has more than 5,000 users.
Artificial Intelligence for Digital Response (AIDR) is a free and open source platform to filter and classify social media messages related to emergencies, disasters, and humanitarian crises. It has been developed by the Qatar Computing Research Institute and awarded the Grand Prize for the 2015 Open Source Software World Challenge.
AliGenie is a China-based open-platform intelligent personal assistant launched and developed by Alibaba Group, currently used in the Tmall Genie smart speaker. The platform was introduced in 2017, along with the Tmall Genie X1, at Alibaba's 2017 Computing Conference in Hangzhou.
Platform capitalism is an economic and business model in which digital platforms play a central role in facilitating interactions, transactions, and services between different user groups. This model of capitalism has emerged and expanded with the rise of the Internet and digital technologies, transforming various sectors of the economy from retail and transportation to media and labor markets. Four main facets of platform capitalism are: crowdsourcing, sharing economy, gig economy and platform economy. Key characteristics of platform capitalism include:
Toloka is a crowdsourcing platform and microtasking project launched by Yandex in 2014 to quickly markup large amounts of data, which are then used for machine learning and improving search algorithms. The proposed tasks are usually simple and do not require any special training from the performer. Most of the tasks are designed to improve algorithms that are used by modern technologies spanning self-driving vehicles, smart web searches, advanced voice assistants and e-commerce. Upon completion of each task the performer receives a reward based on the volume of images, videos, and unstructured text. The service has two app versions – for Android and iOS.
Smart Agriculture Competition is an annual greenhouse challenge and agricultural productivity competition launched by the largest agriculture technology platform Pinduoduo to encourage the use of data-driven tools to improve agricultural productivity and environmental sustainability.
Luohan Academy is a research institute founded by Alibaba Group in Hangzhou, China, in 2019. The academy is dedicated to advancing the understanding and application of the social sciences and artificial intelligence (AI) to help solve some of the world's most pressing economic and social challenges.