A significant amount of time is spent finding and re-purposing content across many documents to create new ones. IntelliSuggest is a context-based search tool that provides precise results when a user selects a paragraph or section in a document. It analyzes the selected content based on five dimensions - structural match, folder proximity match, keyword match, freshness, and conceptual match - to display relevant sections from other documents that the user can then replace the existing one with for easier content reuse.
Reproducible machine learning
Steph Locke
Reproducible if Data=Same + Analysis=Same
Replicable if Data=Different + Analysis=Same
Robust if Data=Same + Analysis=Different
Generalisable if Data=Different + Analysis=Different
It’s reproducible if…
With the same ✨ environment
With the raw ✨ data
With the unmodified ✨ code
= Produces exactly the same results
Benefits for You/Team
- Fewer headaches around environments and data
- Less rework of code
- Clear standards
- Easier operationalisation
Stakeholders
- Stable results
- Auditable
- Maintainable / correctable
- Easier operationalisation
Recommendations
FAIR data
Findable
- Unique name / ID
- Documented
Accessible
- Common access methods
- Open protocol
- Metadata stored even after data may be removed
Interoperable
- Common standards
- Terms defined
Reusable
- License and use rights specified
- Provenance documented
What to use
Use
- Logging
- Version control
- Fixed seeds*
- Dependency tracking
Framework examples
- MLFlow
- {drake}
- Azure ML
- FairML
Reproducible machine learning
Steph Locke
Reproducible if Data=Same + Analysis=Same
Replicable if Data=Different + Analysis=Same
Robust if Data=Same + Analysis=Different
Generalisable if Data=Different + Analysis=Different
It’s reproducible if…
With the same ✨ environment
With the raw ✨ data
With the unmodified ✨ code
= Produces exactly the same results
Benefits for You/Team
- Fewer headaches around environments and data
- Less rework of code
- Clear standards
- Easier operationalisation
Stakeholders
- Stable results
- Auditable
- Maintainable / correctable
- Easier operationalisation
Recommendations
FAIR data
Findable
- Unique name / ID
- Documented
Accessible
- Common access methods
- Open protocol
- Metadata stored even after data may be removed
Interoperable
- Common standards
- Terms defined
Reusable
- License and use rights specified
- Provenance documented
What to use
Use
- Logging
- Version control
- Fixed seeds*
- Dependency tracking
Framework examples
- MLFlow
- {drake}
- Azure ML
- FairML
Post-conference workshop at tcworld India 2012. Provides background on structured authoring, XML, planning your topics, writing topics, and writing for re-use.
If you think you need a search application, there are some useful first steps to take:
* validating that full-text search is the right technology
* producing sets of ideal results you'd like to return for a range of queries
* considering the value of supplementing a basic search result list with document clustering
* producing more specific requirements and investigating technology options
This is a high-level summary of three important ways to help people find information. The slides were presented at Vera Rhoades' information architecture class at the University of Maryland.
his talk will feature some of my recent research into the alternative uses for Solr facets and facet metadata. I will develop the idea that facets can be used to discover similarities between items and attributes in a search index, and show some interesting applications of this idea. A common takeaway is that using facets and facet metadata in non-conventional ways enables the semantic context of a query to be automatically tuned. This has important implications for user-centric and semantically focused relevance.
Mention the Challenges Researchers Face While Developing a Theoretical Frame ...PhD Assistance
PhD Literature Review Theoretical Framework is always found in the initial section of a dissertation, and it acts as the foundation for investigating a problem statement associated with your research. The theoretical framework is also considered as the conceptual structure that guides the research work. It acts as a background that supports your research and shows the reader that you have sound knowledge in the particular research area. It plays a significant part in proving the originality of the research problem. The theoretical framework plays a significant role in guiding the process of a research study.
Ph.D. Assistance:
Ph.D. Assistance serves as an external mentor to brainstorm your idea and translate that into research model. Hiring a mentor or tutor is common and therefore let your research committee known about the same. We do not offer any writing services without the involvement of the researcher.
Learn More: https://bit.ly/34AIryK
Contact Us:
Website: https://www.phdassistance.com/
UK NO: +44–1143520021
India No: +91–4448137070
WhatsApp No: +91 91769 66446
Email: info@phdassistance.com
Digital Transformation and IT Strategy Toolkit and TemplatesAurelien Domont, MBA
This Digital Transformation and IT Strategy Toolkit was created by ex-McKinsey, Deloitte and BCG Management Consultants, after more than 5,000 hours of work. It is considered the world's best & most comprehensive Digital Transformation and IT Strategy Toolkit. It includes all the Frameworks, Best Practices & Templates required to successfully undertake the Digital Transformation of your organization and define a robust IT Strategy.
Editable Toolkit to help you reuse our content: 700 Powerpoint slides | 35 Excel sheets | 84 minutes of Video training
This PowerPoint presentation is only a small preview of our Toolkits. For more details, visit www.domontconsulting.com
Post-conference workshop at tcworld India 2012. Provides background on structured authoring, XML, planning your topics, writing topics, and writing for re-use.
If you think you need a search application, there are some useful first steps to take:
* validating that full-text search is the right technology
* producing sets of ideal results you'd like to return for a range of queries
* considering the value of supplementing a basic search result list with document clustering
* producing more specific requirements and investigating technology options
This is a high-level summary of three important ways to help people find information. The slides were presented at Vera Rhoades' information architecture class at the University of Maryland.
his talk will feature some of my recent research into the alternative uses for Solr facets and facet metadata. I will develop the idea that facets can be used to discover similarities between items and attributes in a search index, and show some interesting applications of this idea. A common takeaway is that using facets and facet metadata in non-conventional ways enables the semantic context of a query to be automatically tuned. This has important implications for user-centric and semantically focused relevance.
Mention the Challenges Researchers Face While Developing a Theoretical Frame ...PhD Assistance
PhD Literature Review Theoretical Framework is always found in the initial section of a dissertation, and it acts as the foundation for investigating a problem statement associated with your research. The theoretical framework is also considered as the conceptual structure that guides the research work. It acts as a background that supports your research and shows the reader that you have sound knowledge in the particular research area. It plays a significant part in proving the originality of the research problem. The theoretical framework plays a significant role in guiding the process of a research study.
Ph.D. Assistance:
Ph.D. Assistance serves as an external mentor to brainstorm your idea and translate that into research model. Hiring a mentor or tutor is common and therefore let your research committee known about the same. We do not offer any writing services without the involvement of the researcher.
Learn More: https://bit.ly/34AIryK
Contact Us:
Website: https://www.phdassistance.com/
UK NO: +44–1143520021
India No: +91–4448137070
WhatsApp No: +91 91769 66446
Email: info@phdassistance.com
Digital Transformation and IT Strategy Toolkit and TemplatesAurelien Domont, MBA
This Digital Transformation and IT Strategy Toolkit was created by ex-McKinsey, Deloitte and BCG Management Consultants, after more than 5,000 hours of work. It is considered the world's best & most comprehensive Digital Transformation and IT Strategy Toolkit. It includes all the Frameworks, Best Practices & Templates required to successfully undertake the Digital Transformation of your organization and define a robust IT Strategy.
Editable Toolkit to help you reuse our content: 700 Powerpoint slides | 35 Excel sheets | 84 minutes of Video training
This PowerPoint presentation is only a small preview of our Toolkits. For more details, visit www.domontconsulting.com
Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...BBPMedia1
Marvin neemt je in deze presentatie mee in de voordelen van non-endemic advertising op retail media netwerken. Hij brengt ook de uitdagingen in beeld die de markt op dit moment heeft op het gebied van retail media voor niet-leveranciers.
Retail media wordt gezien als het nieuwe advertising-medium en ook mediabureaus richten massaal retail media-afdelingen op. Merken die niet in de betreffende winkel liggen staan ook nog niet in de rij om op de retail media netwerken te adverteren. Marvin belicht de uitdagingen die er zijn om echt aansluiting te vinden op die markt van non-endemic advertising.
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...BBPMedia1
Grote partijen zijn al een tijdje onderweg met retail media. Ondertussen worden in dit domein ook de kansen zichtbaar voor andere spelers in de markt. Maar met die kansen ontstaan ook vragen: Zelf retail media worden of erop adverteren? In welke fase van de funnel past het en hoe integreer je het in een mediaplan? Wat is nu precies het verschil met marketplaces en Programmatic ads? In dit half uur beslechten we de dilemma's en krijg je antwoorden op wanneer het voor jou tijd is om de volgende stap te zetten.
Enterprise Excellence is Inclusive Excellence.pdfKaiNexus
Enterprise excellence and inclusive excellence are closely linked, and real-world challenges have shown that both are essential to the success of any organization. To achieve enterprise excellence, organizations must focus on improving their operations and processes while creating an inclusive environment that engages everyone. In this interactive session, the facilitator will highlight commonly established business practices and how they limit our ability to engage everyone every day. More importantly, though, participants will likely gain increased awareness of what we can do differently to maximize enterprise excellence through deliberate inclusion.
What is Enterprise Excellence?
Enterprise Excellence is a holistic approach that's aimed at achieving world-class performance across all aspects of the organization.
What might I learn?
A way to engage all in creating Inclusive Excellence. Lessons from the US military and their parallels to the story of Harry Potter. How belt systems and CI teams can destroy inclusive practices. How leadership language invites people to the party. There are three things leaders can do to engage everyone every day: maximizing psychological safety to create environments where folks learn, contribute, and challenge the status quo.
Who might benefit? Anyone and everyone leading folks from the shop floor to top floor.
Dr. William Harvey is a seasoned Operations Leader with extensive experience in chemical processing, manufacturing, and operations management. At Michelman, he currently oversees multiple sites, leading teams in strategic planning and coaching/practicing continuous improvement. William is set to start his eighth year of teaching at the University of Cincinnati where he teaches marketing, finance, and management. William holds various certifications in change management, quality, leadership, operational excellence, team building, and DiSC, among others.
Unveiling the Secrets How Does Generative AI Work.pdfSam H
At its core, generative artificial intelligence relies on the concept of generative models, which serve as engines that churn out entirely new data resembling their training data. It is like a sculptor who has studied so many forms found in nature and then uses this knowledge to create sculptures from his imagination that have never been seen before anywhere else. If taken to cyberspace, gans work almost the same way.
Improving profitability for small businessBen Wann
In this comprehensive presentation, we will explore strategies and practical tips for enhancing profitability in small businesses. Tailored to meet the unique challenges faced by small enterprises, this session covers various aspects that directly impact the bottom line. Attendees will learn how to optimize operational efficiency, manage expenses, and increase revenue through innovative marketing and customer engagement techniques.
Cracking the Workplace Discipline Code Main.pptxWorkforce Group
Cultivating and maintaining discipline within teams is a critical differentiator for successful organisations.
Forward-thinking leaders and business managers understand the impact that discipline has on organisational success. A disciplined workforce operates with clarity, focus, and a shared understanding of expectations, ultimately driving better results, optimising productivity, and facilitating seamless collaboration.
Although discipline is not a one-size-fits-all approach, it can help create a work environment that encourages personal growth and accountability rather than solely relying on punitive measures.
In this deck, you will learn the significance of workplace discipline for organisational success. You’ll also learn
• Four (4) workplace discipline methods you should consider
• The best and most practical approach to implementing workplace discipline.
• Three (3) key tips to maintain a disciplined workplace.
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s DholeraAvirahi City Dholera
The Tata Group, a titan of Indian industry, is making waves with its advanced talks with Taiwanese chipmakers Powerchip Semiconductor Manufacturing Corporation (PSMC) and UMC Group. The goal? Establishing a cutting-edge semiconductor fabrication unit (fab) in Dholera, Gujarat. This isn’t just any project; it’s a potential game changer for India’s chipmaking aspirations and a boon for investors seeking promising residential projects in dholera sir.
Visit : https://www.avirahi.com/blog/tata-group-dials-taiwan-for-its-chipmaking-ambition-in-gujarats-dholera/
Discover the innovative and creative projects that highlight my journey throu...dylandmeas
Discover the innovative and creative projects that highlight my journey through Full Sail University. Below, you’ll find a collection of my work showcasing my skills and expertise in digital marketing, event planning, and media production.
Kseniya Leshchenko: Shared development support service model as the way to ma...Lviv Startup Club
Kseniya Leshchenko: Shared development support service model as the way to make small projects with small budgets profitable for the company (UA)
Kyiv PMDay 2024 Summer
Website – www.pmday.org
Youtube – https://www.youtube.com/startuplviv
FB – https://www.facebook.com/pmdayconference
The Parable of the Pipeline a book every new businessman or business student ...
LinearCube
1. Problem SOW, Design Specifications Legal Docs Attorneys Professional Services Sales Personnel Proposals Product Manuals Technical Writer A significant amount of time is spent ‘finding’ & ‘re-purposing’ content spread across voluminous set of documents to create new documents
2. Solution - IntelliSuggest User selects a paragraph in a document and clicks search A context-based search tool that will provide precise results based on selecting a paragraph or section
3. IntelliSuggest Results User can review the ‘sister’ section from an other document and replace the existing one Context sensitive results are shown based on ‘5 dimensions’
4. Dimensions Enabling Search results Structural Match Documents with similar structure. Similar Sections/sub-sections Folder Proximity Match Documents closest in the hierarchical folder path Keyword Match Selected content to similar content match Freshness Latest documents are assumed to be the most up-to-date content Conceptual Paragraph or section concepts are matched
