eXplainable Artificial Intelligence is supposed to be easy to understand for humans. This means that it needs to be properly design. In this presentation Przemek shows why XAI is an important topic and Hanna shows how to design visual presentation for predictive models. Presented by Przemyslaw Biecek and Hanna Piotrowska at satRdays Gdansk 2019
Introduction to the azure service bus eai edi featuresSandro Pereira
In this session we’ll see EAI (Enterprise Application Integration) and EDI (Electronic Data Interchange) functionalities like: how to manage EDI message exchanges and trading partners with the Azure EDI Portal; how to support Flat files; edit Schemas and transformation maps.
CA Unified Infrastructure Management for z Systems: Get a Holistic View of Yo...CA Technologies
Discover how CA Unified Infrastructure Management for z Systems helps you gain a holistic view of business services that span mobile to mainframe. Whether you’re part of your organization’s central IT operations team or a seasoned mainframe expert, you’ll want to join us for this in-depth session and see how mainframe storage, network, z/OS® and z/VM® metrics can now be fed into this powerful single pane of glass environment using these lightweight, easy to install probes. Learn how to build custom dashboards and set alerts with the useful alarms that can be used out of the box. Don’t miss this opportunity to discover how you can empower your IT operations staff to monitor your mainframe as part of your overall IT infrastructure, freeing up z Systems® specialists to resolve issues more quickly and lower your overall MTTR.
For more information, please visit http://cainc.to/Nv2VOe
Microsoft TechEd India 2012 Backup RestoreAmit Banerjee
This was the slide deck that I had used for my presentation on the topic “Lesser Known facts of SQL Server Backup and Restore” at Microsoft India TechEd 2012.
Microsoft Data Science Technologies: Architecture Edition 201509Mark Tabladillo
Microsoft provides several technologies in and around SQL Server which can be used for casual to serious data science. This presentation provides an authoritative overview of five major options: SQL Server Analysis Services, Excel Add-in for SSAS, Semantic Search, Microsoft Azure Machine Learning, and F#. Also included are tips on working with Python and R. These technologies have been used by the presenter in various companies and industries.
Introduction to the azure service bus eai edi featuresSandro Pereira
In this session we’ll see EAI (Enterprise Application Integration) and EDI (Electronic Data Interchange) functionalities like: how to manage EDI message exchanges and trading partners with the Azure EDI Portal; how to support Flat files; edit Schemas and transformation maps.
CA Unified Infrastructure Management for z Systems: Get a Holistic View of Yo...CA Technologies
Discover how CA Unified Infrastructure Management for z Systems helps you gain a holistic view of business services that span mobile to mainframe. Whether you’re part of your organization’s central IT operations team or a seasoned mainframe expert, you’ll want to join us for this in-depth session and see how mainframe storage, network, z/OS® and z/VM® metrics can now be fed into this powerful single pane of glass environment using these lightweight, easy to install probes. Learn how to build custom dashboards and set alerts with the useful alarms that can be used out of the box. Don’t miss this opportunity to discover how you can empower your IT operations staff to monitor your mainframe as part of your overall IT infrastructure, freeing up z Systems® specialists to resolve issues more quickly and lower your overall MTTR.
For more information, please visit http://cainc.to/Nv2VOe
Microsoft TechEd India 2012 Backup RestoreAmit Banerjee
This was the slide deck that I had used for my presentation on the topic “Lesser Known facts of SQL Server Backup and Restore” at Microsoft India TechEd 2012.
Microsoft Data Science Technologies: Architecture Edition 201509Mark Tabladillo
Microsoft provides several technologies in and around SQL Server which can be used for casual to serious data science. This presentation provides an authoritative overview of five major options: SQL Server Analysis Services, Excel Add-in for SSAS, Semantic Search, Microsoft Azure Machine Learning, and F#. Also included are tips on working with Python and R. These technologies have been used by the presenter in various companies and industries.
What defines user experiences, why designing to improve experiences is important, and how to get started. Presented at Untangle the Web October 2014, at Google Campus.
Agile BI via Data Vault and ModelstormingDaniel Upton
Audience: Business Intelligence Architects, Project Managers and Sponsors. This slideshow accompanies a video presentation of the same name, available at http://youtu.be/e0cHFdeGEeE.
Success of a Connected Business depends on robust architecture that will reuse the existing IT assets and fill the gaps by introducing required architecture layers. Having a iterative approach with a milestone plan helps to overcome the technical and non-technical challenges businesses face during implementation. Middleware and Next-Gen Middleware are the raw materials to build an integrated, secured, monitored and governed Connected Business.
Success of a Connected Business depends on robust architecture that will reuse the existing IT assets and fill the gaps by introducing required architecture layers. Having a iterative approach with a milestone plan helps to overcome the technical and non-technical challenges businesses face during implementation. Middleware and Next-Gen Middleware are the raw materials to build an integrated, secured, monitored and governed Connected Business.
Success of a Connected Business depends on robust architecture that will reuse the existing IT assets and fill the gaps by introducing required architecture layers. Having a iterative approach with a milestone plan helps to overcome the technical and non-technical challenges businesses face during implementation. Middleware and Next-Gen Middleware are the raw materials to build an integrated, secured, monitored and governed Connected Business.
What companies need to know about web accessibility in 2020Lisandra Armas
Cuando una compañía lanza una aplicación al mercado, debe considerar la accesibilidad como un factor importante en sus aplicaciones debido a que estará dejando sin acceso a más de mil millones de personas en todo el mundo que se encuentran en situación de discapacidad; para evitarlo es esencial que desde nuestros roles en los proyectos seamos defensores del diseño y desarrollo accesible.
An introduction to lesser known technologies that are essential in enterprise application deployments. Preparing to be smart, industry aware and increasing technical know-how. Deriving an insight on how large applications work, and the tools that orchestrate their smooth running.
The deck used for a bridge session for freshers at institute.
Consolidation, cloud privé, cloud public, SQL As A Service etc. sont autant de scénarios de virtualisation possibles avec SQL Server. Cette session reposera les règles de bon usage de ce type de déploiement et les scénarios clés. Nous reviendrons sur quelques-unes des « Lessons learned from Azure ».
Consolidation, cloud privé, cloud public, SQL As A Service etc. sont autant de scénarios de virtualisation possibles avec SQL Server. Cette session reposera les règles de bon usage de ce type de déploiement et les scénarios clés. Nous reviendrons sur quelques-unes des « Lessons learned from Azure ».
Power BI dataflows と Power Platform Data Integration の使いどころYugo Shimizu
Microsoft Ignite The Tour Tokyo と Osaka でお話した同タイトルのセッション資料です
BRK30034 @ Tokyo 2019/12/06 15:15 - 16:00 JST
BRK30156 @ Osaka 2020/01/24 12:15 - 13:00 JST
セッション概要:
Power BI dataflows と Power Platform dataflows は両方とも Power Query でデータを集め、使いたい形に変えることが可能ですが、その用途は使い分けるべきです。(=Data Preparation, ETL)
似たような機能がなぜそれぞれに存在するのか?それは目的が異なるからです。本セッションでは、シナリオベースでそれぞれの使い方をご紹介します。
Web Systems Architecture by Moshe KaplanMoshe Kaplan
If you are planning a large scale web site, or consider how to take you site to the next level, you should have participated in this workshop. Feel free to connect for further details.
Pre-Con Education: Building ITSM Reports and Dashboards with CA Business In...CA Technologies
Learn how to build reports and dashboards in CA Service Management using out-of-the-box capabilities of CA Business Intelligence tools - BusinessObjects XI (a.k.a. BOXI) or CA Business Intelligence (a.k.a CABI). Understand how to add business value and IT relevancy through creating and proving analysis everyone can use.
For more information, please visit http://cainc.to/Nv2VOe
Advanced Visual Test Automation with Seleniumadamcarmi
Slides from my talk at the San Francisco Selenium Meetup:
http://www.meetup.com/seleniumsanfrancisco/events/221397897/
Also used at the NYC Metro Selenium Users meetup:
http://www.meetup.com/NYCSelenium/events/221506962/
Your visitors interact with content, not with your website. Content consistency is crucial to a successful user experience. Re-publishing is one option but it’s an inside-out action that relies on the authority controlling where the information goes. An API frees your data and the responsibility to where it is published and accessed. Mobile is a major consumer for your API but not every API is setup to handle the mass of requests coming from those devices. Learn how to mobile devices consume API’s with limited or low bandwidth and how to to tailor your API to be as efficient and effective as possible.
http://environmentsforhumans.com/2012/doteduguru-summit/
Discover how you can unify management of your mainframe as part of your overall IT infrastructure to support the growing number of mobile to mainframe apps. Combine single pane of glass visibility with proven enterprise scale management and real time insight to quickly triage, correct and automate performance corrections before they become problems. Hear how continued advancements to CA infrastructure management solutions will help you transform from reactive to proactive and deliver a continuously outstanding customer experience every time an application touches your mainframe.
For more information, please visit http://cainc.to/Nv2VOe
MSBI Interview Questions And Answers | MSBI Certification Training | EdurekaEdureka!
This Edureka "MSBI Interview Questions and Answers" PPT will help you unravel concepts of Microsoft BI and touch on topics that are the crux for succeeding in any MSBI interview. It's is a one-stop solution to grasp all your MSBI job opportunities.
Check our complete Microsoft BI playlist here: https://goo.gl/Vo6Klo
Follow us to never miss an update in the future.
Instagram: https://www.instagram.com/edureka_learning/
Facebook: https://www.facebook.com/edurekaIN/
Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka
Field Management Software for Medium & Large Enterprisessharmaroshan0202
Fieldez offers Complete Field Management Service for Medium & Large Enterprises. FieldEZ provides you with an end-to-end visibility of the field operations and business processes, with native mobile app support across all major mobile platforms for you to know in real-time about your business.
For more details:- https://www.fieldez.com
Why and how we can explore, explain or debug complex predictive models? In this presentation I share recent developments in the DrWhy.AI family of explainers.
More Related Content
Similar to Machine learning meets Design. Design meets Machine learning.
What defines user experiences, why designing to improve experiences is important, and how to get started. Presented at Untangle the Web October 2014, at Google Campus.
Agile BI via Data Vault and ModelstormingDaniel Upton
Audience: Business Intelligence Architects, Project Managers and Sponsors. This slideshow accompanies a video presentation of the same name, available at http://youtu.be/e0cHFdeGEeE.
Success of a Connected Business depends on robust architecture that will reuse the existing IT assets and fill the gaps by introducing required architecture layers. Having a iterative approach with a milestone plan helps to overcome the technical and non-technical challenges businesses face during implementation. Middleware and Next-Gen Middleware are the raw materials to build an integrated, secured, monitored and governed Connected Business.
Success of a Connected Business depends on robust architecture that will reuse the existing IT assets and fill the gaps by introducing required architecture layers. Having a iterative approach with a milestone plan helps to overcome the technical and non-technical challenges businesses face during implementation. Middleware and Next-Gen Middleware are the raw materials to build an integrated, secured, monitored and governed Connected Business.
Success of a Connected Business depends on robust architecture that will reuse the existing IT assets and fill the gaps by introducing required architecture layers. Having a iterative approach with a milestone plan helps to overcome the technical and non-technical challenges businesses face during implementation. Middleware and Next-Gen Middleware are the raw materials to build an integrated, secured, monitored and governed Connected Business.
What companies need to know about web accessibility in 2020Lisandra Armas
Cuando una compañía lanza una aplicación al mercado, debe considerar la accesibilidad como un factor importante en sus aplicaciones debido a que estará dejando sin acceso a más de mil millones de personas en todo el mundo que se encuentran en situación de discapacidad; para evitarlo es esencial que desde nuestros roles en los proyectos seamos defensores del diseño y desarrollo accesible.
An introduction to lesser known technologies that are essential in enterprise application deployments. Preparing to be smart, industry aware and increasing technical know-how. Deriving an insight on how large applications work, and the tools that orchestrate their smooth running.
The deck used for a bridge session for freshers at institute.
Consolidation, cloud privé, cloud public, SQL As A Service etc. sont autant de scénarios de virtualisation possibles avec SQL Server. Cette session reposera les règles de bon usage de ce type de déploiement et les scénarios clés. Nous reviendrons sur quelques-unes des « Lessons learned from Azure ».
Consolidation, cloud privé, cloud public, SQL As A Service etc. sont autant de scénarios de virtualisation possibles avec SQL Server. Cette session reposera les règles de bon usage de ce type de déploiement et les scénarios clés. Nous reviendrons sur quelques-unes des « Lessons learned from Azure ».
Power BI dataflows と Power Platform Data Integration の使いどころYugo Shimizu
Microsoft Ignite The Tour Tokyo と Osaka でお話した同タイトルのセッション資料です
BRK30034 @ Tokyo 2019/12/06 15:15 - 16:00 JST
BRK30156 @ Osaka 2020/01/24 12:15 - 13:00 JST
セッション概要:
Power BI dataflows と Power Platform dataflows は両方とも Power Query でデータを集め、使いたい形に変えることが可能ですが、その用途は使い分けるべきです。(=Data Preparation, ETL)
似たような機能がなぜそれぞれに存在するのか?それは目的が異なるからです。本セッションでは、シナリオベースでそれぞれの使い方をご紹介します。
Web Systems Architecture by Moshe KaplanMoshe Kaplan
If you are planning a large scale web site, or consider how to take you site to the next level, you should have participated in this workshop. Feel free to connect for further details.
Pre-Con Education: Building ITSM Reports and Dashboards with CA Business In...CA Technologies
Learn how to build reports and dashboards in CA Service Management using out-of-the-box capabilities of CA Business Intelligence tools - BusinessObjects XI (a.k.a. BOXI) or CA Business Intelligence (a.k.a CABI). Understand how to add business value and IT relevancy through creating and proving analysis everyone can use.
For more information, please visit http://cainc.to/Nv2VOe
Advanced Visual Test Automation with Seleniumadamcarmi
Slides from my talk at the San Francisco Selenium Meetup:
http://www.meetup.com/seleniumsanfrancisco/events/221397897/
Also used at the NYC Metro Selenium Users meetup:
http://www.meetup.com/NYCSelenium/events/221506962/
Your visitors interact with content, not with your website. Content consistency is crucial to a successful user experience. Re-publishing is one option but it’s an inside-out action that relies on the authority controlling where the information goes. An API frees your data and the responsibility to where it is published and accessed. Mobile is a major consumer for your API but not every API is setup to handle the mass of requests coming from those devices. Learn how to mobile devices consume API’s with limited or low bandwidth and how to to tailor your API to be as efficient and effective as possible.
http://environmentsforhumans.com/2012/doteduguru-summit/
Discover how you can unify management of your mainframe as part of your overall IT infrastructure to support the growing number of mobile to mainframe apps. Combine single pane of glass visibility with proven enterprise scale management and real time insight to quickly triage, correct and automate performance corrections before they become problems. Hear how continued advancements to CA infrastructure management solutions will help you transform from reactive to proactive and deliver a continuously outstanding customer experience every time an application touches your mainframe.
For more information, please visit http://cainc.to/Nv2VOe
MSBI Interview Questions And Answers | MSBI Certification Training | EdurekaEdureka!
This Edureka "MSBI Interview Questions and Answers" PPT will help you unravel concepts of Microsoft BI and touch on topics that are the crux for succeeding in any MSBI interview. It's is a one-stop solution to grasp all your MSBI job opportunities.
Check our complete Microsoft BI playlist here: https://goo.gl/Vo6Klo
Follow us to never miss an update in the future.
Instagram: https://www.instagram.com/edureka_learning/
Facebook: https://www.facebook.com/edurekaIN/
Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka
Field Management Software for Medium & Large Enterprisessharmaroshan0202
Fieldez offers Complete Field Management Service for Medium & Large Enterprises. FieldEZ provides you with an end-to-end visibility of the field operations and business processes, with native mobile app support across all major mobile platforms for you to know in real-time about your business.
For more details:- https://www.fieldez.com
Similar to Machine learning meets Design. Design meets Machine learning. (20)
Why and how we can explore, explain or debug complex predictive models? In this presentation I share recent developments in the DrWhy.AI family of explainers.
Explore, Explain, and Debug aka Interpretable Machine LearningPrzemek Biecek
Presentation from Statistiche Woche (Trier 2019). Part 1: Motivation why Interpretable Machine Learning is important. Part 2: Why and What if questions for ML models. Part 3: How to combine IML with AutoML, - SAFE, AutoIML and other applications
Automated Machine Learning and eXplainable Artificial Intelligence are disruptive technologies in Data Science. Here I briefly introduce them and show how DALEXverse may be used in better model development.
Interpretable machine learning? Let's do this with the Break Down package, part of the DrWhy.AI initiative. Find more information at https://github.com/pbiecek/DALEX/
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Discussion on Vector Databases, Unstructured Data and AI
https://www.meetup.com/unstructured-data-meetup-new-york/
This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector databases, LLMs, and managing data at scale. The intended audience of this group includes roles like machine learning engineers, data scientists, data engineers, software engineers, and PMs.This meetup was formerly Milvus Meetup, and is sponsored by Zilliz maintainers of Milvus.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
Quantitative Data AnalysisReliability Analysis (Cronbach Alpha) Common Method...2023240532
Quantitative data Analysis
Overview
Reliability Analysis (Cronbach Alpha)
Common Method Bias (Harman Single Factor Test)
Frequency Analysis (Demographic)
Descriptive Analysis
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
The Building Blocks of QuestDB, a Time Series Databasejavier ramirez
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
48. 1/ final effect = needs + goals + constraints*
* plus a bit of fun and looking at other beautiful charts for inspiration
49. 1/ final effect = needs + goals + constraints*
2/ solutions <- “why” & “what for” questions
* plus a bit of fun and looking at other beautiful charts for inspiration
50. 1/ final effect = needs + goals + constraints*
2/ solutions <- “why” & “what for” questions
3/ science + design = ∞
* plus a bit of fun and looking at other beautiful charts for inspiration