PDF Publication Title:
Text from PDF Page: 004
Future Internet 2021, 13, 61 4 of 13 2. 3. 4. 5. 6. 7. 8. Teams can be from almost anywhere in the world. The ability to rapidly scale up and down is required. A stable and highly usable analytics software platform: Teams in XPRIZE competi- tions will need to be able to not just access data but analyze it. It should be familiar to many users and extendable. Isolated and secure analytics software platform: Since awards in XPRIZE competi- tions can be multi-millions of dollars, teams and their work need to be effectively isolated from each. In addition, since we are providing the infrastructure for teams to run arbitrary code, we need to make sure that what we provide is not abused—not used as a base for attacks or noncompetition-related work such as crypto-mining. A scalable analytics compute platform: While the common goal is to democratize data access and the ability to analyze that data, should a team wish to purchase more capacity, the platform should enable that. Control of data: Contest sponsors and others want to be able to protect the data they provide and know who accesses it. The data should remain within the analytics platform, with it being difficult and time consuming to copy it outside of the analytics platform. Access to data needs to be recorded and attributable to a team. Manageability: The common infrastructure needs to be maintainable by a relatively small staff. Reasonably fast implementation: The infrastructure needs to be scaled up in a reasonably fast amount of time in order to make a difference in the pandemic. Costs: Costs should be minimized when possible. We will refer to these requirements as we make design decisions. With more detailed requirements, we enumerate what decisions need to be made. The following components and processes need to be implemented in order to make the Data Collaborative viable: 1. User Analytics Software Platform 2. Team Isolation 3. Naming Design and Infrastructure 4. User Authentication 5. Protecting Data in Transit 6. Logging and Monitoring 7. Team Infrastructure Instantiation Process We document the design options and final choices for each item above in the next section. 2.5. Design Choices In the previous sections, we generated a set of requirements and a set of compo- nents and processes that need to be designed in order to create the Data Collaborative. In this section, we go through each required component, discussing the possible design options, choosing an option, and then justifying that decision in terms of the requirements defined above. These decisions will be framed, wherever possible, in terms of Cloud Design patterns. 2.5.1. User Analytics Software Platform Requirement #2 (a stable and highly usable analytics software platform) drove our selection for an analytics software platform. Notebooks have become a crucial tool for data scientists [26] as a way of developing analytics code, visualizing analytics results, and sharing insights. NBView, a tool that estimates the number of publicly available notebooks, estimates that there are almost 10 million notebooks publicly available today on GitHub alone [27]. Platforms that offer similar functionality to our goals such Kaggle [6,7], CoCalc [10,11], and Nextjournal [12] all offer support for notebooks. Some sort of notebook seemed to be an obvious choice for the Data Collaborative. We looked at two choices for the standard Data Collaborative notebook. The first choice was a Jupyter notebook [28], which is a web-based platform for analytics. The otherPDF Image | Future Internet
PDF Search Title:
Future InternetOriginal File Name Searched:
futureinternet-13-00061.pdfDIY PDF Search: Google It | Yahoo | Bing
NFT (Non Fungible Token): Buy our tech, design, development or system NFT and become part of our tech NFT network... More Info
IT XR Project Redstone NFT Available for Sale: NFT for high tech turbine design with one part 3D printed counter-rotating energy turbine. Be part of the future with this NFT. Can be bought and sold but only one design NFT exists. Royalties go to the developer (Infinity) to keep enhancing design and applications... More Info
Infinity Turbine IT XR Project Redstone Design: NFT for sale... NFT for high tech turbine design with one part 3D printed counter-rotating energy turbine. Includes all rights to this turbine design, including license for Fluid Handling Block I and II for the turbine assembly and housing. The NFT includes the blueprints (cad/cam), revenue streams, and all future development of the IT XR Project Redstone... More Info
Infinity Turbine ROT Radial Outflow Turbine 24 Design and Worldwide Rights: NFT for sale... NFT for the ROT 24 energy turbine. Be part of the future with this NFT. This design can be bought and sold but only one design NFT exists. You may manufacture the unit, or get the revenues from its sale from Infinity Turbine. Royalties go to the developer (Infinity) to keep enhancing design and applications... More Info
Infinity Supercritical CO2 10 Liter Extractor Design and Worldwide Rights: The Infinity Supercritical 10L CO2 extractor is for botanical oil extraction, which is rich in terpenes and can produce shelf ready full spectrum oil. With over 5 years of development, this industry leader mature extractor machine has been sold since 2015 and is part of many profitable businesses. The process can also be used for electrowinning, e-waste recycling, and lithium battery recycling, gold mining electronic wastes, precious metals. CO2 can also be used in a reverse fuel cell with nafion to make a gas-to-liquids fuel, such as methanol, ethanol and butanol or ethylene. Supercritical CO2 has also been used for treating nafion to make it more effective catalyst. This NFT is for the purchase of worldwide rights which includes the design. More Info
NFT (Non Fungible Token): Buy our tech, design, development or system NFT and become part of our tech NFT network... More Info
Infinity Turbine Products: Special for this month, any plans are $10,000 for complete Cad/Cam blueprints. License is for one build. Try before you buy a production license. May pay by Bitcoin or other Crypto. Products Page... More Info
CONTACT TEL: 608-238-6001 Email: greg@infinityturbine.com (Standard Web Page)