The document discusses learning analytics, which is defined as the measurement, collection, analysis, and reporting of data about learners and learning environments to understand and optimize the learning process. It outlines why learning analytics is important to comprehend future work needs, make training behaviors and needs more visible, and inform learning. The document then discusses how to implement learning analytics through gathering relevant data points, looking for data sources, starting small, and measuring the right things. Finally, it outlines a future for learning analytics that includes diverse learning times and places, personalized learning, free learner choice, and more humanized learning.
The document discusses how the new information and economic landscapes have changed work and skills. It notes that individuals now have a voice online, can easily find and work with others. To be successful, people must master information, be economically productive, and develop skills like critical thinking, problem solving, collaboration and creativity rather than skills suited for routine manual labor. Schools need to prepare students for these changes by teaching skills relevant to today's interconnected world.
Data Visualization: Cognitive Psychology and Design PrinciplesDan Sweet
I presented a version of this at a P&G Pet Care Global F&A Lunch and Learn. P&G-specific slides have been removed. Content from a Dan Young (P&G Corporate CMK) presentation shared with permission.
Digital data collection through mobile phones and the internet is more efficient than traditional paper-based methods. Paper-based collection of data such as vaccination rates in Indonesia could take 6 months or more for analysis due to slow data entry, whereas digital collection platforms allow near real-time access to data. This allows for better decision making by managers as they can more precisely measure outcomes, make better predictions, and target interventions driven by data rather than intuition alone. Digital tools like Magpie provide a simple way for Indian managers to collect and organize the data they need for faster, smarter decision making.
With project success rates not shifting significantly over the last 15 years there has to be a better way. People-centric project management is a simpler, more natural, more human, and ultimately more successful way to understand projects.
David McCandless creates beautiful data visualizations called infographics that reveal unexpected insights from complex datasets. By turning information like worldwide military spending or Facebook status updates into simple diagrams, McCandless is able to tease out unseen patterns. Good design, he suggests, is the best way to navigate information overload and change how we see the world. The document then provides examples of McCandless' infographics and discusses how visualizing data in this way can provide insights.
The document discusses infographics and the social media tool Evernote. It defines infographics as visual representations that aid comprehension of text-based content, such as signs, charts, maps or diagrams. The document explores the power of infographics in teaching and learning, and how they can be used to tell stories, identify relationships among data, and engage users. It also notes potential issues with confusing formats and author bias. Finally, the document recommends Evernote as a tool to create and organize infographic content and lists several free online tools that can be used to create infographics.
The document discusses learning analytics, which is defined as the measurement, collection, analysis, and reporting of data about learners and learning environments to understand and optimize the learning process. It outlines why learning analytics is important to comprehend future work needs, make training behaviors and needs more visible, and inform learning. The document then discusses how to implement learning analytics through gathering relevant data points, looking for data sources, starting small, and measuring the right things. Finally, it outlines a future for learning analytics that includes diverse learning times and places, personalized learning, free learner choice, and more humanized learning.
The document discusses how the new information and economic landscapes have changed work and skills. It notes that individuals now have a voice online, can easily find and work with others. To be successful, people must master information, be economically productive, and develop skills like critical thinking, problem solving, collaboration and creativity rather than skills suited for routine manual labor. Schools need to prepare students for these changes by teaching skills relevant to today's interconnected world.
Data Visualization: Cognitive Psychology and Design PrinciplesDan Sweet
I presented a version of this at a P&G Pet Care Global F&A Lunch and Learn. P&G-specific slides have been removed. Content from a Dan Young (P&G Corporate CMK) presentation shared with permission.
Digital data collection through mobile phones and the internet is more efficient than traditional paper-based methods. Paper-based collection of data such as vaccination rates in Indonesia could take 6 months or more for analysis due to slow data entry, whereas digital collection platforms allow near real-time access to data. This allows for better decision making by managers as they can more precisely measure outcomes, make better predictions, and target interventions driven by data rather than intuition alone. Digital tools like Magpie provide a simple way for Indian managers to collect and organize the data they need for faster, smarter decision making.
With project success rates not shifting significantly over the last 15 years there has to be a better way. People-centric project management is a simpler, more natural, more human, and ultimately more successful way to understand projects.
David McCandless creates beautiful data visualizations called infographics that reveal unexpected insights from complex datasets. By turning information like worldwide military spending or Facebook status updates into simple diagrams, McCandless is able to tease out unseen patterns. Good design, he suggests, is the best way to navigate information overload and change how we see the world. The document then provides examples of McCandless' infographics and discusses how visualizing data in this way can provide insights.
The document discusses infographics and the social media tool Evernote. It defines infographics as visual representations that aid comprehension of text-based content, such as signs, charts, maps or diagrams. The document explores the power of infographics in teaching and learning, and how they can be used to tell stories, identify relationships among data, and engage users. It also notes potential issues with confusing formats and author bias. Finally, the document recommends Evernote as a tool to create and organize infographic content and lists several free online tools that can be used to create infographics.
Personalization, Beyond Recommenders by Edward ChenardEdward Chenard
This document provides an overview of Edward Chenard's career in personalization and recommenders over 20 years. It discusses his work leading data science teams at Fortune 500 companies and building over 50 data-driven products. The document then outlines Chenard's quest to understand the missing pieces in personalization, as algorithms and more data did not always solve issues. This led him on a global journey and to consider factors like human behavior, context, design, and behavioral economics. The document emphasizes that personalization must solve the contradiction between standardization and individuality.
The document provides an overview of Edward Chenard's career in personalization and recommenders over 20 years. It discusses his work leading data science and engineering teams at Fortune 500 companies, building over 50 data-driven products. The document then outlines Chenard's quest to understand the missing pieces in personalization, as algorithms and more data did not always solve issues. This led him on a global journey incorporating design, behavioral science, data governance, and understanding how identity and experiences are constructed through networks rather than just data alone.
The International Federation of the Red Cross Red Crescent Societies (IFRC) is supporting a data-driven organization that makes evidence-based decisions. In the Humanitarian and business world, there is a data revolution. Data skills and data readiness are key components to achieve and meet the changing needs.growing a data-driven organization that makes evidence-based decisions. Our IFRC Data Literacy plan is 4 fold - connect emerging and new leaders, build learning zones, create content/products and measure impact. This is an overview of the 2017 Data Literacy Program.
Learn more - http://media.ifrc.org/ifrc/theme/data/
About IFRC - http://www.ifrc.org/
Icon Credits via the Noun Project: TNS, TukTuk, Look and Feel and Thibault Geoffrey
Created by Heather Leson. Detailed notes include resources and credits. Contact heather.leson at IFRC dot ORG
"Don’t worry about people stealing an idea. If it’s original, you will have to ram it down their throats.” Howard Aiken, Founder of Harvard’s Computing Science Program.
Data is moving so fast these days, and there is a shift whereby people are paying for value, not technology. This is where cloud computing comes in: it is very empowering, because anyone with an internet connection can access it. With Power BI in the cloud, small businesses are liberated with the ability to use the same tools and techniques to explore ideas as larger organisations.
In this session, we will look at understanding the Power BI components and tools available in the cloud, including the Power BI Admin Center, Power Query, Power Pivot, Power View and Power Map. We will look at how to use them will accelerate ideas and help to clarify decisions, and related to this, discuss the roles within IT and the business in relation to these tools. We will also look at business puzzles versus business mysteries, a definition evoked by Malcolm Gladwell (Blink, Outliers) in relation to Power BI.
“Out there in some garage is an entrepreneur who’s forging a bullet with your company’s name on it,” said Gary Hamel, a management guru. With Power BI, let’s see how you can translate your ideas in to a message that people can see, using cloud as an empowerment tool.
The Secrets of Highly Effective Virtual, Dispersed and Remote Virtual IT Serv...Korrine Jones
Virtual, Dispersed and Remote ITSM teams face unique challenges created by the tyranny of distance and time. This presentation uses a range of case studies to provide real life lessons for overcoming the challenges and creating a high performing virtual, dispersed or remote team.
Webinar: Communications Made Beautiful With Adobe - 2018-09-11TechSoup
When running a campaign for your nonprofit, it’s important to have consistency when it comes to branding and design. In this presentation, we’ll cover how you can use Adobe Illustrator and Photoshop to brighten up your collateral. You'll learn how to create consistency across brochures, social media posts, web banners, and any other relevant collateral. This is appropriate for those who are new to design and need a few tips and tricks to get started!
This presentation is designed as an introduction to information visualization and aims to provide details about:
- Key ideas and techniques related to the creation and critique of visualizations
- What levers visualizations help us pull as designers
- Why visualizations are useful and how they relate to user goals
- Various motivations, trade-offs, and responsibilities surrounding visualizations
TED - Data Visualization - Summary and Conversation LessonJohnNickels
David McCandless talks about how we can use visualizations to make data more meaningful. Have your students watch for homework and then discuss during class.
This document discusses data visualization and provides best practices for visualizing data. It defines data visualization as translating information into visual formats like charts and graphs to make insights and trends easier for people to understand. The document recommends finding the story in the data, cleaning and sorting it, selecting appropriate visual elements to represent it, avoiding exaggeration, and citing sources. It highlights how visuals help illustrate data creatively, uncover new insights, engage audiences, represent big data, and drive decision making. The importance of using word clouds to reveal audience thoughts in an exciting, emotional, and engaging way is also covered, along with ten examples of word cloud generating tools.
The document discusses the importance and power of visualizing data through various graphic representations. It notes that visualizing information allows us to transform it into an "information map" that is easier to explore and understand when feeling overwhelmed by data. It also states that working with data in a visual way can reveal interesting patterns and emergent insights. Additionally, the document highlights that the eye is highly sensitive to visual patterns and variations, and combining visual and conceptual languages can enhance understanding. Finally, it emphasizes that visualizing information can provide elegant solutions to problems and questions in an efficient manner.
Making Your Message Stick in an Infographic World - Littworld 2015Jon Hirst
This document discusses the use of infographics to communicate information visually. It defines infographics as visual representations of data or ideas that convey complex information quickly and easily. The benefits of infographics noted include that 90% of information is transmitted visually to the brain and that visuals are better understood than text. Key tips for creating effective infographics include having a process, getting data right, integrating a visual theme, making the graphic actionable, and considering how it will be used. Different types of data that can be visualized are also listed. The document promotes using infographics as part of an overall communication ecosystem and provides an example of how infographic content could be used across different mediums.
Data Visualization is about helping people gain knowledge from data. The focus of this workshop is on approaches to turn data into actionable insights, combining heuristics for visual analytics with techniques from user-experience design. Participants will learn how to choose and create data visualizations driven by user-oriented objectives, through presentations and an in-class exercise. The class exercise will be conducted in small groups. Workshop class size is limited to 60 participants, on a first-come, first-served basis.
This document discusses the changing role of learning and development (L&D) practitioners and the skills they will need for the future. It notes that L&D will transition from being "learning providers" to "architects of continuous development." Key future skills identified include generating on-demand content, building learning ecosystems, facilitating interactions, curating rather than creating content, and shifting from teaching skills to building effective learning habits. The role of L&D will change from employee-centric to network-centric learning.
Enterprise data literacy. A worthy objective? Certainly! A realistic goal? That remains to be seen. As companies consider investing in data literacy education, questions arise about its value and purpose. While the destination – having a data-fluent workforce – is attractive, we wonder how (and if) we can get there.
Kicking off this webinar series, we begin with a panel discussion to explore the landscape of literacy, including expert positions and results from focus groups:
- why it matters,
- what it means,
- what gets in the way,
- who needs it (and how much they need),
- what companies believe it will accomplish.
In this engaging discussion about literacy, we will set the stage for future webinars to answer specific questions and feature successful literacy efforts.
This document discusses the importance and benefits of data visualization. It notes that data visualization is the process of transforming numbers into graphs or images to reveal new insights and patterns in the data. It explains that visualizing data makes it easier to understand than raw numbers, allows people to see underlying patterns and insights, and gives a fuller picture than any single dataset alone by allowing comparison of relative data. The document advocates that managers should recognize the value of visualizing data to better analyze and make decisions based on the insights it provides.
The document discusses the importance and benefits of data visualization. It notes that data visualization can help make large amounts of data more understandable by providing visual context and representations. It also suggests that data visualization can help reveal patterns and insights that may not be obvious from raw data alone. Finally, it states that visualization can help managers more easily find and understand relevant data to inform important decisions.
Social Media Measurement by Daniel Backhaus at InfuzDaniel Backhaus
Presented October 2nd at Digital East 2012 in the Advanced Social Media Track.
Discusses the need for robust SM metrics while emphasizing the importance of rigorous analysis and sound business strategy as guiding principles for social media.
People focused content Strategy: Tips and tools to get your strategy off the ...Chad Story
This step-by-step approach to content strategy is designed for beginners and more advanced content strategist. It breaks down the steps needed to build out a content strategy -- all with a focus of putting people first.
UX STRAT Europe 2018: Dr. Eva Deckers, Philips DesignUX STRAT
This document discusses data-enabled design and Philips' work in this area. It describes challenges designers face in working with data and intelligence, and Philips' goals to gather user data, translate data into insights, integrate data design with service design, grow impact of data visualization, and create tools to explore data and intelligence. The document outlines showcase projects involving using patient-tracked health data and a smart bottle. It discusses design narratives and lessons learned from a project tracking baby data to benefit healthcare professionals. Philips' agenda is also summarized.
Analysis of "You may not need big data after all - Jeanne W. Ross, Cynthia M....Dheepika Chokkalingam
The document discusses how companies can improve decision making through better use of existing data resources rather than relying on big data. It argues that companies first need to learn how to effectively analyze and use the data already in their core systems to support operational decisions before pursuing big data. It provides four key practices of companies with strong evidence-based decision making cultures: 1) establishing a single source of performance data, 2) providing real-time feedback to decision makers, 3) regularly updating business rules based on facts, and 4) coaching employees to make data-driven decisions.
Personalization, Beyond Recommenders by Edward ChenardEdward Chenard
This document provides an overview of Edward Chenard's career in personalization and recommenders over 20 years. It discusses his work leading data science teams at Fortune 500 companies and building over 50 data-driven products. The document then outlines Chenard's quest to understand the missing pieces in personalization, as algorithms and more data did not always solve issues. This led him on a global journey and to consider factors like human behavior, context, design, and behavioral economics. The document emphasizes that personalization must solve the contradiction between standardization and individuality.
The document provides an overview of Edward Chenard's career in personalization and recommenders over 20 years. It discusses his work leading data science and engineering teams at Fortune 500 companies, building over 50 data-driven products. The document then outlines Chenard's quest to understand the missing pieces in personalization, as algorithms and more data did not always solve issues. This led him on a global journey incorporating design, behavioral science, data governance, and understanding how identity and experiences are constructed through networks rather than just data alone.
The International Federation of the Red Cross Red Crescent Societies (IFRC) is supporting a data-driven organization that makes evidence-based decisions. In the Humanitarian and business world, there is a data revolution. Data skills and data readiness are key components to achieve and meet the changing needs.growing a data-driven organization that makes evidence-based decisions. Our IFRC Data Literacy plan is 4 fold - connect emerging and new leaders, build learning zones, create content/products and measure impact. This is an overview of the 2017 Data Literacy Program.
Learn more - http://media.ifrc.org/ifrc/theme/data/
About IFRC - http://www.ifrc.org/
Icon Credits via the Noun Project: TNS, TukTuk, Look and Feel and Thibault Geoffrey
Created by Heather Leson. Detailed notes include resources and credits. Contact heather.leson at IFRC dot ORG
"Don’t worry about people stealing an idea. If it’s original, you will have to ram it down their throats.” Howard Aiken, Founder of Harvard’s Computing Science Program.
Data is moving so fast these days, and there is a shift whereby people are paying for value, not technology. This is where cloud computing comes in: it is very empowering, because anyone with an internet connection can access it. With Power BI in the cloud, small businesses are liberated with the ability to use the same tools and techniques to explore ideas as larger organisations.
In this session, we will look at understanding the Power BI components and tools available in the cloud, including the Power BI Admin Center, Power Query, Power Pivot, Power View and Power Map. We will look at how to use them will accelerate ideas and help to clarify decisions, and related to this, discuss the roles within IT and the business in relation to these tools. We will also look at business puzzles versus business mysteries, a definition evoked by Malcolm Gladwell (Blink, Outliers) in relation to Power BI.
“Out there in some garage is an entrepreneur who’s forging a bullet with your company’s name on it,” said Gary Hamel, a management guru. With Power BI, let’s see how you can translate your ideas in to a message that people can see, using cloud as an empowerment tool.
The Secrets of Highly Effective Virtual, Dispersed and Remote Virtual IT Serv...Korrine Jones
Virtual, Dispersed and Remote ITSM teams face unique challenges created by the tyranny of distance and time. This presentation uses a range of case studies to provide real life lessons for overcoming the challenges and creating a high performing virtual, dispersed or remote team.
Webinar: Communications Made Beautiful With Adobe - 2018-09-11TechSoup
When running a campaign for your nonprofit, it’s important to have consistency when it comes to branding and design. In this presentation, we’ll cover how you can use Adobe Illustrator and Photoshop to brighten up your collateral. You'll learn how to create consistency across brochures, social media posts, web banners, and any other relevant collateral. This is appropriate for those who are new to design and need a few tips and tricks to get started!
This presentation is designed as an introduction to information visualization and aims to provide details about:
- Key ideas and techniques related to the creation and critique of visualizations
- What levers visualizations help us pull as designers
- Why visualizations are useful and how they relate to user goals
- Various motivations, trade-offs, and responsibilities surrounding visualizations
TED - Data Visualization - Summary and Conversation LessonJohnNickels
David McCandless talks about how we can use visualizations to make data more meaningful. Have your students watch for homework and then discuss during class.
This document discusses data visualization and provides best practices for visualizing data. It defines data visualization as translating information into visual formats like charts and graphs to make insights and trends easier for people to understand. The document recommends finding the story in the data, cleaning and sorting it, selecting appropriate visual elements to represent it, avoiding exaggeration, and citing sources. It highlights how visuals help illustrate data creatively, uncover new insights, engage audiences, represent big data, and drive decision making. The importance of using word clouds to reveal audience thoughts in an exciting, emotional, and engaging way is also covered, along with ten examples of word cloud generating tools.
The document discusses the importance and power of visualizing data through various graphic representations. It notes that visualizing information allows us to transform it into an "information map" that is easier to explore and understand when feeling overwhelmed by data. It also states that working with data in a visual way can reveal interesting patterns and emergent insights. Additionally, the document highlights that the eye is highly sensitive to visual patterns and variations, and combining visual and conceptual languages can enhance understanding. Finally, it emphasizes that visualizing information can provide elegant solutions to problems and questions in an efficient manner.
Making Your Message Stick in an Infographic World - Littworld 2015Jon Hirst
This document discusses the use of infographics to communicate information visually. It defines infographics as visual representations of data or ideas that convey complex information quickly and easily. The benefits of infographics noted include that 90% of information is transmitted visually to the brain and that visuals are better understood than text. Key tips for creating effective infographics include having a process, getting data right, integrating a visual theme, making the graphic actionable, and considering how it will be used. Different types of data that can be visualized are also listed. The document promotes using infographics as part of an overall communication ecosystem and provides an example of how infographic content could be used across different mediums.
Data Visualization is about helping people gain knowledge from data. The focus of this workshop is on approaches to turn data into actionable insights, combining heuristics for visual analytics with techniques from user-experience design. Participants will learn how to choose and create data visualizations driven by user-oriented objectives, through presentations and an in-class exercise. The class exercise will be conducted in small groups. Workshop class size is limited to 60 participants, on a first-come, first-served basis.
This document discusses the changing role of learning and development (L&D) practitioners and the skills they will need for the future. It notes that L&D will transition from being "learning providers" to "architects of continuous development." Key future skills identified include generating on-demand content, building learning ecosystems, facilitating interactions, curating rather than creating content, and shifting from teaching skills to building effective learning habits. The role of L&D will change from employee-centric to network-centric learning.
Enterprise data literacy. A worthy objective? Certainly! A realistic goal? That remains to be seen. As companies consider investing in data literacy education, questions arise about its value and purpose. While the destination – having a data-fluent workforce – is attractive, we wonder how (and if) we can get there.
Kicking off this webinar series, we begin with a panel discussion to explore the landscape of literacy, including expert positions and results from focus groups:
- why it matters,
- what it means,
- what gets in the way,
- who needs it (and how much they need),
- what companies believe it will accomplish.
In this engaging discussion about literacy, we will set the stage for future webinars to answer specific questions and feature successful literacy efforts.
This document discusses the importance and benefits of data visualization. It notes that data visualization is the process of transforming numbers into graphs or images to reveal new insights and patterns in the data. It explains that visualizing data makes it easier to understand than raw numbers, allows people to see underlying patterns and insights, and gives a fuller picture than any single dataset alone by allowing comparison of relative data. The document advocates that managers should recognize the value of visualizing data to better analyze and make decisions based on the insights it provides.
The document discusses the importance and benefits of data visualization. It notes that data visualization can help make large amounts of data more understandable by providing visual context and representations. It also suggests that data visualization can help reveal patterns and insights that may not be obvious from raw data alone. Finally, it states that visualization can help managers more easily find and understand relevant data to inform important decisions.
Social Media Measurement by Daniel Backhaus at InfuzDaniel Backhaus
Presented October 2nd at Digital East 2012 in the Advanced Social Media Track.
Discusses the need for robust SM metrics while emphasizing the importance of rigorous analysis and sound business strategy as guiding principles for social media.
People focused content Strategy: Tips and tools to get your strategy off the ...Chad Story
This step-by-step approach to content strategy is designed for beginners and more advanced content strategist. It breaks down the steps needed to build out a content strategy -- all with a focus of putting people first.
UX STRAT Europe 2018: Dr. Eva Deckers, Philips DesignUX STRAT
This document discusses data-enabled design and Philips' work in this area. It describes challenges designers face in working with data and intelligence, and Philips' goals to gather user data, translate data into insights, integrate data design with service design, grow impact of data visualization, and create tools to explore data and intelligence. The document outlines showcase projects involving using patient-tracked health data and a smart bottle. It discusses design narratives and lessons learned from a project tracking baby data to benefit healthcare professionals. Philips' agenda is also summarized.
Similar to Analysis of "The beauty of data visualization" by David McCandless (20)
Analysis of "You may not need big data after all - Jeanne W. Ross, Cynthia M....Dheepika Chokkalingam
The document discusses how companies can improve decision making through better use of existing data resources rather than relying on big data. It argues that companies first need to learn how to effectively analyze and use the data already in their core systems to support operational decisions before pursuing big data. It provides four key practices of companies with strong evidence-based decision making cultures: 1) establishing a single source of performance data, 2) providing real-time feedback to decision makers, 3) regularly updating business rules based on facts, and 4) coaching employees to make data-driven decisions.
Analysis of "A leader's guide to data analytics - Florian Zettelmeyer"Dheepika Chokkalingam
Florian Zettelmeyer discusses the importance of analytical thinking skills over technical skills. He provides four guidelines for effective analytics: 1) Start with understanding the business problem; 2) Understand how the data was generated; 3) Leverage domain expertise to interpret results; and 4) Have a culture where established ideas can be questioned based on data, not just assumptions. The document also discusses the relevance of these concepts for Indian managers, noting analytics can help decision-making if managers have some data science knowledge to ensure quality and prevent faulty assumptions.
This presentation describes the marketing plan of Google Play Store App - VR 360 Relax. It is created during Marketing Internship under Prof. Sameer Mathur, iIM Lucknow
Natureview Farm manufactures and markets refrigerated yogurt cups. It aims to increase revenue from $13 million to $20 million in 2001. It considers three options: 1) Expand 6 SKU cup sizes into supermarkets, 2) Expand 4 SKU larger cup sizes nationally, or 3) Introduce 2 SKU children's multipacks in natural food stores. It chooses option 2 to expand larger cup sizes nationally in supermarkets as it will generate the needed $7 million revenue increase while maintaining relationships in natural food stores.
Discovering Digital Process Twins for What-if Analysis: a Process Mining Appr...Marlon Dumas
This webinar discusses the limitations of traditional approaches for business process simulation based on had-crafted model with restrictive assumptions. It shows how process mining techniques can be assembled together to discover high-fidelity digital twins of end-to-end processes from event data.
06-20-2024-AI Camp Meetup-Unstructured Data and Vector DatabasesTimothy Spann
Tech Talk: Unstructured Data and Vector Databases
Speaker: Tim Spann (Zilliz)
Abstract: In this session, I will discuss the unstructured data and the world of vector databases, we will see how they different from traditional databases. In which cases you need one and in which you probably don’t. I will also go over Similarity Search, where do you get vectors from and an example of a Vector Database Architecture. Wrapping up with an overview of Milvus.
Introduction
Unstructured data, vector databases, traditional databases, similarity search
Vectors
Where, What, How, Why Vectors? We’ll cover a Vector Database Architecture
Introducing Milvus
What drives Milvus' Emergence as the most widely adopted vector database
Hi Unstructured Data Friends!
I hope this video had all the unstructured data processing, AI and Vector Database demo you needed for now. If not, there’s a ton more linked below.
My source code is available here
https://github.com/tspannhw/
Let me know in the comments if you liked what you saw, how I can improve and what should I show next? Thanks, hope to see you soon at a Meetup in Princeton, Philadelphia, New York City or here in the Youtube Matrix.
Get Milvused!
https://milvus.io/
Read my Newsletter every week!
https://github.com/tspannhw/FLiPStackWeekly/blob/main/141-10June2024.md
For more cool Unstructured Data, AI and Vector Database videos check out the Milvus vector database videos here
https://www.youtube.com/@MilvusVectorDatabase/videos
Unstructured Data Meetups -
https://www.meetup.com/unstructured-data-meetup-new-york/
https://lu.ma/calendar/manage/cal-VNT79trvj0jS8S7
https://www.meetup.com/pro/unstructureddata/
https://zilliz.com/community/unstructured-data-meetup
https://zilliz.com/event
Twitter/X: https://x.com/milvusio https://x.com/paasdev
LinkedIn: https://www.linkedin.com/company/zilliz/ https://www.linkedin.com/in/timothyspann/
GitHub: https://github.com/milvus-io/milvus https://github.com/tspannhw
Invitation to join Discord: https://discord.com/invite/FjCMmaJng6
Blogs: https://milvusio.medium.com/ https://www.opensourcevectordb.cloud/ https://medium.com/@tspann
https://www.meetup.com/unstructured-data-meetup-new-york/events/301383476/?slug=unstructured-data-meetup-new-york&eventId=301383476
https://www.aicamp.ai/event/eventdetails/W2024062014
Did you know that drowning is a leading cause of unintentional death among young children? According to recent data, children aged 1-4 years are at the highest risk. Let's raise awareness and take steps to prevent these tragic incidents. Supervision, barriers around pools, and learning CPR can make a difference. Stay safe this summer!
Discover the cutting-edge telemetry solution implemented for Alan Wake 2 by Remedy Entertainment in collaboration with AWS. This comprehensive presentation dives into our objectives, detailing how we utilized advanced analytics to drive gameplay improvements and player engagement.
Key highlights include:
Primary Goals: Implementing gameplay and technical telemetry to capture detailed player behavior and game performance data, fostering data-driven decision-making.
Tech Stack: Leveraging AWS services such as EKS for hosting, WAF for security, Karpenter for instance optimization, S3 for data storage, and OpenTelemetry Collector for data collection. EventBridge and Lambda were used for data compression, while Glue ETL and Athena facilitated data transformation and preparation.
Data Utilization: Transforming raw data into actionable insights with technologies like Glue ETL (PySpark scripts), Glue Crawler, and Athena, culminating in detailed visualizations with Tableau.
Achievements: Successfully managing 700 million to 1 billion events per month at a cost-effective rate, with significant savings compared to commercial solutions. This approach has enabled simplified scaling and substantial improvements in game design, reducing player churn through targeted adjustments.
Community Engagement: Enhanced ability to engage with player communities by leveraging precise data insights, despite having a small community management team.
This presentation is an invaluable resource for professionals in game development, data analytics, and cloud computing, offering insights into how telemetry and analytics can revolutionize player experience and game performance optimization.
5. How?
• By seeing the patterns
and connections that
matter
• Designing the
information so that it
makes more sense
• Focusing on only the
important information
11. Data
Earlier
• Data is the new oil
• Ubiquitous resource that
we can shape to provide
new innovations and
insights
• All around us
• Mined very easily
Now
• Data is the new soil
• Fertile and creative
medium
• Irrigate with networks and
connectivity online
• Infographics and
visualizations are flowers
blooming from the
medium
12. Eye
• More sensitive
to variations in
colour, pattern
and shape of data
• It is the
language of eye
13. Mind
• It is about
words, numbers,
ideas and
concepts
• It is the
language of mind
16. Absolute Vs Relative
Absolute Figure Relative Figure
Change our perspective
upon connecting to other
data
Do not give full picture
17. Let the dataset change your mindset
Solve problems and
provide elegant
solutions to business
demands by engaging
with the information
through data
visualization