Survey of 28 participants for The Oscars which was used to improve navigation, information hierarchy and labeling, and test cases. Visualizations all generated by Optimal Workshop then placed into an OmniGraffle deck for exporting to PDF.
This document provides a conceptual sitemap for the Oscars.org website. It outlines the main sections and subsections of the site including Awards, Calendar, Showcase, Museum, Education, and more. For each section, it lists the page titles and provides a brief description of the content and purpose of each page. It is intended as an overview for planning the site structure and content, not a final design.
ARDC - Introduction to Thematic Data Commons - La Trobe 080823Richard Ferrers
The document introduces the Australian Research Data Commons (ARDC), a national organization that provides data infrastructure to support researchers. It discusses the ARDC's mission to accelerate research through high-quality data assets and its programs, including thematic research data commons focused on people, planet, and humanities/indigenous research. It provides examples of these commons and resources on the ARDC website to help researchers find data, tools, and other resources.
The document outlines Africa's Artificial Intelligence Initiative called Cirrus. It discusses impediments to AI development like technical debt, energy use, and lack of data infrastructure. It proposes addressing these by bringing together specialized expertise in areas like hardware, software, and data engineering. Cirrus would consist of various components including infrastructure, research programs, and the Cirrus FOUNDRY to help startups. The Cirrus FOUNDRY Fund is described as providing capital to support startup portfolios. An example application of using AI in materials science is discussed through collaborations that could accelerate discovery.
Citizen science projects are research activities that allow non.docxsleeperharwell
Citizen science projects are research activities that allow non-scientists to participate in data collection and make contributions to many areas of science from ecology to astronomy. These projects are sponsored by individuals, organizations and universities. Activities vary widely from observing and counting birds to completing surveys on pet behavior.
You will be creating a presentation researching one citizen science project from the list below (or you may search the internet for a citizen science project of your choosing). You do not have to participate in the study to complete your assignment, but many of these projects are available for citizen participation all over the world.
Surfrider Foundation's Blue Water Task Force
Project goal is to monitor water quality at local beaches, bays, and ponds.
http://www.surfrider.org/programs/clean-water
Wildwatch Kenya
Project goal is to count, identify and track the giraffes in conservation field sites through trail camera photos.
https://www.zooniverse.org/projects/sandiegozooglobal/wildwatch-kenya
The Great Backyard Bird Count
Citizens collect data on the highest number of birds of each species seen together at one time.
http://gbbc.birdcount.org/
Topics you should include in your presentation:
Slide 1
Title Slide with Name, Course and Date
Slides 2-3- Introduction
Introduction and background on your chosen citizen science project, including what questions are being asked and who is asking them. Include a summary of why you chose this project:
What is the problem(s) the researchers are trying to solve?
Complete additional research to determine what is known about the problem(s).
What questions would you like answered?
Include supporting images
Slides 4-5
Describe any observations or experiments that have been conducted to answer the research question(s). How will this help answer the questions being asked? Include any supporting images.
Slides 6-7
Add additional interesting facts you gathered about the citizen project (this may require additional research). Include any relevant images.
Slides 8-9 - Conclusion
Summarize your project findings.
Why do scientists need the help of citizens to accurately answer their questions?
What are some of the pros and cons of using citizens to collect data?
Why is this research important?
What are the possible real world applications?
Slide 10—References
Please provide your sources in APA format including the link to your citizen project.
SLP Assignment Expectations
For this SLP assignment you will develop a PowerPoint Presentation that is approximately 1-10 slides in length and addresses the requirements outlined above. Place the text containing the answers to the questions above in the slide area, summarizing each topic using bullet points (in your own words, you may expand in more detail using the notes area). Use 4-5 bullet points per slide. Avoid using lengthy sentences and paragraphs. Maintain.
Using the Research Graph and Data Switchboard for cross-platform discoveryamiraryani
RDA EU Webinar - DDRI WG / April2017
Overview:
Driven by the rapid development of data storage technology, the number of data repositories is growing fast. Researchers now have access to a range of data infrastructures such as discipline-specific repositories and national (regional) data infrastructures. The problem is that these infrastructures are often operating in silos; that is, they do not connect their datasets to related research information in other platforms.
One solution to this problem is the work undertaken by the Data Description Registry Interoperability (DDRI) WG of Research Data Alliance (RDA). The group has developed the Research Data Switchboard which connects datasets and related information across research data repositories using information on co-authorship and jointly funded projects.
In this webinar, Dr Amir Aryani presents an overview of the Switchboard project and discuss how it enables connecting datasets to the Research Graph -- a distributed graph of scholarly works derived by the Switchboard project. Also, we will show a live demo of traversing the graph of connections between publications, datasets, researchers and research projects across repositories and data infrastructures.
Target Audience:
Research data managers, government agency representatives, data infrastructure managers, and technologists who are interested in interoperabilities between research infrastructures
Publishing your research: Research Data Management (Introduction) Jamie Bisset
Publishing your research: Research Data Management (Introduction) (November 2013) slides. Delivered as part of the Durham University Researcher Development Programme. Further Training available at https://www.dur.ac.uk/library/research/training/
This document provides a conceptual sitemap for the Oscars.org website. It outlines the main sections and subsections of the site including Awards, Calendar, Showcase, Museum, Education, and more. For each section, it lists the page titles and provides a brief description of the content and purpose of each page. It is intended as an overview for planning the site structure and content, not a final design.
ARDC - Introduction to Thematic Data Commons - La Trobe 080823Richard Ferrers
The document introduces the Australian Research Data Commons (ARDC), a national organization that provides data infrastructure to support researchers. It discusses the ARDC's mission to accelerate research through high-quality data assets and its programs, including thematic research data commons focused on people, planet, and humanities/indigenous research. It provides examples of these commons and resources on the ARDC website to help researchers find data, tools, and other resources.
The document outlines Africa's Artificial Intelligence Initiative called Cirrus. It discusses impediments to AI development like technical debt, energy use, and lack of data infrastructure. It proposes addressing these by bringing together specialized expertise in areas like hardware, software, and data engineering. Cirrus would consist of various components including infrastructure, research programs, and the Cirrus FOUNDRY to help startups. The Cirrus FOUNDRY Fund is described as providing capital to support startup portfolios. An example application of using AI in materials science is discussed through collaborations that could accelerate discovery.
Citizen science projects are research activities that allow non.docxsleeperharwell
Citizen science projects are research activities that allow non-scientists to participate in data collection and make contributions to many areas of science from ecology to astronomy. These projects are sponsored by individuals, organizations and universities. Activities vary widely from observing and counting birds to completing surveys on pet behavior.
You will be creating a presentation researching one citizen science project from the list below (or you may search the internet for a citizen science project of your choosing). You do not have to participate in the study to complete your assignment, but many of these projects are available for citizen participation all over the world.
Surfrider Foundation's Blue Water Task Force
Project goal is to monitor water quality at local beaches, bays, and ponds.
http://www.surfrider.org/programs/clean-water
Wildwatch Kenya
Project goal is to count, identify and track the giraffes in conservation field sites through trail camera photos.
https://www.zooniverse.org/projects/sandiegozooglobal/wildwatch-kenya
The Great Backyard Bird Count
Citizens collect data on the highest number of birds of each species seen together at one time.
http://gbbc.birdcount.org/
Topics you should include in your presentation:
Slide 1
Title Slide with Name, Course and Date
Slides 2-3- Introduction
Introduction and background on your chosen citizen science project, including what questions are being asked and who is asking them. Include a summary of why you chose this project:
What is the problem(s) the researchers are trying to solve?
Complete additional research to determine what is known about the problem(s).
What questions would you like answered?
Include supporting images
Slides 4-5
Describe any observations or experiments that have been conducted to answer the research question(s). How will this help answer the questions being asked? Include any supporting images.
Slides 6-7
Add additional interesting facts you gathered about the citizen project (this may require additional research). Include any relevant images.
Slides 8-9 - Conclusion
Summarize your project findings.
Why do scientists need the help of citizens to accurately answer their questions?
What are some of the pros and cons of using citizens to collect data?
Why is this research important?
What are the possible real world applications?
Slide 10—References
Please provide your sources in APA format including the link to your citizen project.
SLP Assignment Expectations
For this SLP assignment you will develop a PowerPoint Presentation that is approximately 1-10 slides in length and addresses the requirements outlined above. Place the text containing the answers to the questions above in the slide area, summarizing each topic using bullet points (in your own words, you may expand in more detail using the notes area). Use 4-5 bullet points per slide. Avoid using lengthy sentences and paragraphs. Maintain.
Using the Research Graph and Data Switchboard for cross-platform discoveryamiraryani
RDA EU Webinar - DDRI WG / April2017
Overview:
Driven by the rapid development of data storage technology, the number of data repositories is growing fast. Researchers now have access to a range of data infrastructures such as discipline-specific repositories and national (regional) data infrastructures. The problem is that these infrastructures are often operating in silos; that is, they do not connect their datasets to related research information in other platforms.
One solution to this problem is the work undertaken by the Data Description Registry Interoperability (DDRI) WG of Research Data Alliance (RDA). The group has developed the Research Data Switchboard which connects datasets and related information across research data repositories using information on co-authorship and jointly funded projects.
In this webinar, Dr Amir Aryani presents an overview of the Switchboard project and discuss how it enables connecting datasets to the Research Graph -- a distributed graph of scholarly works derived by the Switchboard project. Also, we will show a live demo of traversing the graph of connections between publications, datasets, researchers and research projects across repositories and data infrastructures.
Target Audience:
Research data managers, government agency representatives, data infrastructure managers, and technologists who are interested in interoperabilities between research infrastructures
Publishing your research: Research Data Management (Introduction) Jamie Bisset
Publishing your research: Research Data Management (Introduction) (November 2013) slides. Delivered as part of the Durham University Researcher Development Programme. Further Training available at https://www.dur.ac.uk/library/research/training/
Commercialisation Director, Colin Hunsley, was invited to Krakow IP Symposium to talk on IP Commercialisation. IN particular, this presentation focuses on commercialising publically funded R&D and the role of IP.
Showcasing research data tools - Jisc Digifest 2016Jisc
The document summarizes several projects from Phase 3 of the Research Data Spring initiative. It describes DataVault, a platform for long-term archival of research data. It also discusses DMA Online, a dashboard that aggregates research data management information from multiple sources. Additionally, it outlines Clipper, a tool for creating and sharing clips from audiovisual materials. Finally, it presents a project that aims to incentivize data deposit by enabling researchers to publish "data papers" describing their datasets.
Technology Development and Commercialization at Argonne National Laboratoryasauers
Argonne National Laboratory is a multidisciplinary science and engineering research center operated by the University of Chicago for the U.S. Department of Energy. With an annual budget of $650 million and about 3,000 employees, including 1,000 scientists and engineers, Argonne conducts basic and applied research across various fields such as materials science, biology, computing, and energy technologies. Argonne operates several scientific user facilities and is a leader in high-performance computing. The laboratory works to transfer its science and technologies to industry through various collaborative mechanisms including licensing agreements, joint development, and proprietary work arrangements.
The Purdue University Research Repository (PURR) is a collaboration between Purdue Libraries, ITaP, and OVPR that provides data services including a virtual research environment, data publication with DOIs, and archiving. It is a free online platform for Purdue faculty, students, and staff to manage, share, and publish research data. PURR assists with data management plans, offers collaborative project spaces, publishes datasets with DOIs for increased citation and reuse, and preserves datasets for 10 years with potential for permanent inclusion in the Libraries collection. A demonstration showed how PURR can be used by researchers.
The document summarizes a presentation given at the Specialist Colleges Forum on November 15th 2013 at Exeter Academy for Deaf Education. The presentation provided information on Jisc funding opportunities including an innovation fund and £1 million for integrating new technologies in FE and skills sectors. It also described resources available through Jisc including tools for assessment, digital literacy, eSafety, green ICT, inclusivity, and technology in learning. Partnerships between organizations to create digital resources were also discussed.
Patents, Innovation and Entrepreneurship (october 15, 2014)Roger Royse
How does the patent system work? How can you use it to protect your company's intellectual property and safeguard your technology? How valuable are patents and how does your company enforce them (or defend against patent rights)? Have the recent and proposed reforms helped or hurt the startup community? Our panel will discuss these and other cutting edge issues dealing with the patent process and how your company can maximize value.
7th International Conference on Researches in Science and Technology (ICRST)Global R & D Services
Conference Name: 7th International Conference on Researches in Science and Technology (ICRST), 10-11 Nov 2016, Singapore
Conference Dates: 10-11 Nov, 2016
Conference Venue: Nanyang Technological University, Nanyang Executive Centre, Singapore
Deadline for Abstract/Paper Submissions: Nov 07, 2016
http://wasrti.org/7th-international-conference-on-researches-in-science-and-technology-icrst-10-11-nov-2016-singapore-about-37
Contact E-Mail ID: info@wasrti.org
Conference Convener: Dr Vivian L
Languages: English, Chinese, Arabic, Thai, Persian
http://wasrti.org/7th-international-conference-on-researches-in-science-and-technology-icrst-10-11-nov-2016-singapore-about-37
UK National E-Infrastructure User Requirements: Project Directors Group, May ...Martin Hamilton
The document outlines the key points from a presentation on UK National E-Infrastructure user requirements. It discusses perspectives from early career researchers based on a survey of 17,000 doctoral students, a researcher's vision for the next five years, and how stakeholders can collaborate to provide training, resources and support to realize this vision, which includes open access to materials, collaboration tools and world-class research facilities.
Using A Local Erms To Manage EjournalsPolly Khater
The document discusses the Smithsonian Institution Libraries (SIL) and their management of electronic journals. It provides details on SIL's collection strengths and services, expenditures on print and electronic journals over time, and workflows for selection, licensing, cataloging and maintaining access to ejournals. It also lists pros and cons of using an in-house developed A-Z list to provide access to ejournals, rather than a commercial link resolver service.
The document summarizes the African Open Science Platform (AOSP) which is funded by the National Research Foundation of South Africa and directed by CODATA and the Academy of Science of South Africa. The AOSP aims to promote open science and open data practices in Africa. It discusses the key stakeholders involved, challenges around open data and science in Africa such as lack of infrastructure and incentives, and the potential benefits of the platform for African research. The AOSP will focus on developing policies, assessing infrastructure needs, training and capacity building around open data sharing and management.
7th International Conference on Envirotech, Cleantech and Greentech (ECG)Global R & D Services
This document provides details about the 7th International Conference on Envirotech, Cleantech and Greentech (ECG) that will take place from November 10-11, 2016 in Singapore. It includes information about the conference venue, dates, registration fees, accommodation options, publication opportunities, and an overview of the conference themes. The conference is organized by the World Association for Scientific Research and Technical Innovation (WASRTI) and focuses on topics related to green technology, clean technology, and environmental sustainability.
This document summarizes a talk about what makes the parkrun event series successful. The speaker observed parkrun events and drew on sociological theories of infrastructure. Parkrun events are free weekly 5k runs that have standardized formats, digital tools for registration and results, and financial and community support. The speaker identifies seven key aspects that differentiate parkrun: 1) standardized format, 2) startup event funding, 3) digital tools, 4) strong community support, 5) support from public authorities, 6) branding and marketing, and 7) remaining free. The speaker argues parkrun has been successful due to its infrastructuring but could be improved through a sociological lens to address issues of accessibility and inclusion.
Bridging the Gap Between Print and Digital EnvironmentAnita Riley
Emerging technologies like QR Codes and Augmented Reality can help faculty, staff, and librarians extend services, promote resources, and widen access to instructional material to students in exciting and innovative ways. Using simple and free technologies, QR codes can be created easily and embedded almost anywhere. These oddly shaped barcode-like icons are processed by camera phones to direct the user to online websites, videos, or they can simply provide more information. Augmented reality takes existing visual or video information and adds additional layers of computer-generated graphics, pattern recognition, and other visual effects. This session will highlight how other academic institutions are using these technologies to promote, market, outreach, teach, and engage with users in new and exciting ways.
The University of Illinois Research Park provides space and resources to support technology commercialization and startup companies. It houses over 90 companies and 1400 employees. Key resources include the EnterpriseWorks startup incubator, which has supported over 145 startups, raising over $526 million in funding. The Research Park also offers office and lab space, funding assistance, student interns, equipment access, and business support programs to help startups launch and grow. As a result, it has become a vibrant innovation community and major economic engine for the state of Illinois.
The Research Data Alliance (RDA) is an international organization with over 8,900 members from 137 countries working to build the social and technical infrastructure to enable open sharing of data. The RDA has developed 32 flagship recommendations and specifications to reduce barriers to data sharing, and has seen 75 cases of adoption across multiple disciplines and countries. It convenes various working and interest groups to develop solutions to challenges in areas like reference frameworks, data stewardship, and community needs.
Between 2009 and 2012 the Higher Education Funding Council for England (HEFCE) funded a series of programmes to encourage higher education institutions in the UK to release existing educational content as Open Educational Resources (OER) and to embed open practices in the institution. The HEFCE funded UK OER Programmes were run and managed by the JISC and the Higher Education Academy. Over the course of three years about £15M (€17,5M) was invested on projects that investigated the release and collection of OERs by individuals, institutions and subject communities. The Cetis “OER Technology Support Project” provided support for technical innovation across this programme.
In this conference paper we will present our reflections on the technical approaches taken, issues raised and the lessons learnt from the Programmes and the Support Project. The issues covered include resource management, resource description, licensing and attribution, search engine optimisation and discoverability, tracking OERs, and paradata (activity data about learning resources). Technical solutions discussed will include the use of social sharing platforms such as flickr and WordPress for resource dissemination; metadata embedded in HTML documents as RDFa, microdata and using the schema.org ontology; and sharing metadata and paradata using the Learning Registry (a network of schema-free data stores). As well as describing the achievements of the programme, we will also discuss the difficulties encountered and identify areas where further work is required.
This document provides an overview of the Bolthouse Farms content management system user interface. The interface includes sections for managing blog articles, products, categories, subcategories, ads and messaging, health factors, and more. Users can publish, preview and edit content such as articles, products, images and text. The overview shows examples of drafting, editing and publishing blog posts, products, categories and subcategories.
The document provides a conceptual overview for the Bolthouse Site UX project. It outlines the site navigation structure with top-level pages for Home, Blog, Products, About Us, and Store Locator. The products section has subsections for beverages, dressings, and carrots. Each product would have its own product page. The design contains areas for latest blog posts, social media feeds, photos and articles.
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Commercialisation Director, Colin Hunsley, was invited to Krakow IP Symposium to talk on IP Commercialisation. IN particular, this presentation focuses on commercialising publically funded R&D and the role of IP.
Showcasing research data tools - Jisc Digifest 2016Jisc
The document summarizes several projects from Phase 3 of the Research Data Spring initiative. It describes DataVault, a platform for long-term archival of research data. It also discusses DMA Online, a dashboard that aggregates research data management information from multiple sources. Additionally, it outlines Clipper, a tool for creating and sharing clips from audiovisual materials. Finally, it presents a project that aims to incentivize data deposit by enabling researchers to publish "data papers" describing their datasets.
Technology Development and Commercialization at Argonne National Laboratoryasauers
Argonne National Laboratory is a multidisciplinary science and engineering research center operated by the University of Chicago for the U.S. Department of Energy. With an annual budget of $650 million and about 3,000 employees, including 1,000 scientists and engineers, Argonne conducts basic and applied research across various fields such as materials science, biology, computing, and energy technologies. Argonne operates several scientific user facilities and is a leader in high-performance computing. The laboratory works to transfer its science and technologies to industry through various collaborative mechanisms including licensing agreements, joint development, and proprietary work arrangements.
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How does the patent system work? How can you use it to protect your company's intellectual property and safeguard your technology? How valuable are patents and how does your company enforce them (or defend against patent rights)? Have the recent and proposed reforms helped or hurt the startup community? Our panel will discuss these and other cutting edge issues dealing with the patent process and how your company can maximize value.
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Conference Name: 7th International Conference on Researches in Science and Technology (ICRST), 10-11 Nov 2016, Singapore
Conference Dates: 10-11 Nov, 2016
Conference Venue: Nanyang Technological University, Nanyang Executive Centre, Singapore
Deadline for Abstract/Paper Submissions: Nov 07, 2016
http://wasrti.org/7th-international-conference-on-researches-in-science-and-technology-icrst-10-11-nov-2016-singapore-about-37
Contact E-Mail ID: info@wasrti.org
Conference Convener: Dr Vivian L
Languages: English, Chinese, Arabic, Thai, Persian
http://wasrti.org/7th-international-conference-on-researches-in-science-and-technology-icrst-10-11-nov-2016-singapore-about-37
UK National E-Infrastructure User Requirements: Project Directors Group, May ...Martin Hamilton
The document outlines the key points from a presentation on UK National E-Infrastructure user requirements. It discusses perspectives from early career researchers based on a survey of 17,000 doctoral students, a researcher's vision for the next five years, and how stakeholders can collaborate to provide training, resources and support to realize this vision, which includes open access to materials, collaboration tools and world-class research facilities.
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This document provides conceptual designs for the mobile and tablet interfaces of a digital HD solution. It includes wireframes for common pages like the home page, browse pages, title pages, as well as pages for search, menus and filters. Descriptions are provided for navigation and interactions on each page.
- The document outlines a conceptual overview for a Fox Digital HD solution, including pages for browsing movies, viewing details on titles, learning about Digital HD, and getting support.
- The pages would allow users to watch movies anytime, anywhere through early access, HD quality, and cloud storage. Sections could be rearranged on pages for browsing titles.
- Examples showed pages for the movie Taken 2 with its description, cast, trailers, social links, and related titles. Support pages provided instructions and links to retailers. Flexible areas allowed for promotions.
This document provides an overview and conceptual layout for a Disney website project. It outlines sections for the homepage, editorial categories menu, tools menu, e-ticket overlay, editorial sections, story detail pages, segmented story pages, tools page, contacts page, archive page, and mobile versions of various pages. The summaries describe the key elements and functions of each page section.
This document provides a conceptual overview and proposed sitemap for redesigning the website for the Broadway musical "Book of Mormon". The sitemap outlines various pages and sections that would be included such as pages for the show, tickets, news, gallery, rewards, and shop. It also includes mockups of what some of these pages may look like, with examples of content and interactive elements. The goal is to create a more engaging user experience with consistent calls-to-action and opportunities to share on social media.
This document outlines a folder structure for organizing project files. The top level folders include _ACCOUNT_INFO_360 for client information, _ASSETS for supplied files, and _PITCH_JOB_#### for pitch materials. Campaign folders contain subfolders for DELIVERIES, DESIGN_MOTION, DOCUMENTATION, PRESENTATION, and PRODUCTION. The DESIGN_MOTION folder holds all design files from initial concepts through final approved creative. Only approved final files are moved to the DELIVERIES folder for handoff. This structure aims to avoid duplication and allow easy retrieval of project materials.
This document provides a conceptual overview and site map for a proposed website called "Sleep Donation" that aims to raise awareness about insomnia and the ability to donate one's sleep. The site map outlines various pages and sections including a lifetime sleep calculator, sleep purity questionnaire, nightmare index, news, frequently asked questions, the story of sleep donation, and a page to donate sleep. It provides details on the required elements and embedded content for each page.
This document outlines two phases of a website conceptual overview for the film "A Most Violent Year". Phase 1 includes desktop, tablet and mobile views for a teaser site. Phase 2 includes additional sections for the full site like press quotes, cast/crew profiles and a gallery on desktop, tablet and mobile views. Users can watch the trailer, see theater information and ticket options.
This document provides documentation for the Axis Studios website, including:
1. An overview of the different homepage designs (Homepage A and Homepage B) and the sections/modules included on each.
2. Descriptions of each section/module including the navigation, hero/slider, latest stories, publications, news, events, leadership etc.
3. Wireframes and explanations of the content and layout of each page including the homepages, about page, publications, news, events and other section pages.
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...Kaxil Naik
Navigating today's data landscape isn't just about managing workflows; it's about strategically propelling your business forward. Apache Airflow has stood out as the benchmark in this arena, driving data orchestration forward since its early days. As we dive into the complexities of our current data-rich environment, where the sheer volume of information and its timely, accurate processing are crucial for AI and ML applications, the role of Airflow has never been more critical.
In my journey as the Senior Engineering Director and a pivotal member of Apache Airflow's Project Management Committee (PMC), I've witnessed Airflow transform data handling, making agility and insight the norm in an ever-evolving digital space. At Astronomer, our collaboration with leading AI & ML teams worldwide has not only tested but also proven Airflow's mettle in delivering data reliably and efficiently—data that now powers not just insights but core business functions.
This session is a deep dive into the essence of Airflow's success. We'll trace its evolution from a budding project to the backbone of data orchestration it is today, constantly adapting to meet the next wave of data challenges, including those brought on by Generative AI. It's this forward-thinking adaptability that keeps Airflow at the forefront of innovation, ready for whatever comes next.
The ever-growing demands of AI and ML applications have ushered in an era where sophisticated data management isn't a luxury—it's a necessity. Airflow's innate flexibility and scalability are what makes it indispensable in managing the intricate workflows of today, especially those involving Large Language Models (LLMs).
This talk isn't just a rundown of Airflow's features; it's about harnessing these capabilities to turn your data workflows into a strategic asset. Together, we'll explore how Airflow remains at the cutting edge of data orchestration, ensuring your organization is not just keeping pace but setting the pace in a data-driven future.
Session in https://budapestdata.hu/2024/04/kaxil-naik-astronomer-io/ | https://dataml24.sessionize.com/session/667627
"Financial Odyssey: Navigating Past Performance Through Diverse Analytical Lens"sameer shah
Embark on a captivating financial journey with 'Financial Odyssey,' our hackathon project. Delve deep into the past performance of two companies as we employ an array of financial statement analysis techniques. From ratio analysis to trend analysis, uncover insights crucial for informed decision-making in the dynamic world of finance."
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Aggregage
This webinar will explore cutting-edge, less familiar but powerful experimentation methodologies which address well-known limitations of standard A/B Testing. Designed for data and product leaders, this session aims to inspire the embrace of innovative approaches and provide insights into the frontiers of experimentation!
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.