The document discusses a study of 4 Chinese international students at Purdue University. It conducted interviews with the students to learn about their experiences learning English in China and the United States. All of the students had basic English knowledge but struggled with grammar and speaking. They could benefit from the resources at Purdue's Writing Lab, such as tutorial sessions and conversation groups. Developing long-term relationships with native English speakers would also help the students improve their English abilities.
A ESTÉTICA BAIANA CONTEMPORÂNEA: PIERCINGS E TATUAGENSAnasc16
This short document promotes creating presentations using Haiku Deck on SlideShare. It encourages the reader to get started making their own Haiku Deck presentation by simply clicking the "GET STARTED" prompt. In just one sentence, it pitches presentation creation using Haiku Deck on SlideShare's platform.
This document provides instructions for writing an effective paragraph. It explains that a paragraph should have a topic sentence that is supported by additional sentences, and concluded with a concluding sentence that ties it all together. It recommends brainstorming ideas around a central topic and arranging points in a logical order before writing. The document then outlines a three step method for writing paragraphs: plan the paragraph by deciding the topic and generating supporting ideas, write the paragraph including a topic sentence, supporting details, and concluding sentence, and finally review the paragraph for spelling, grammar, coherency and completeness.
Este documento conta a história de uma cadela grávida que deu à luz 4 filhotes. Os filhotes foram adotados por famílias diferentes ao longo dos meses seguintes, com exceção de um que faleceu. O documento agradece às famílias adotivas e à clínica veterinária pela ajuda dada.
This document proposes the development of a National Indigenous Art & Culture Centre in Alice Springs, Australia. It would be a living space that brings people together to share and respect Indigenous knowledge, celebrate Indigenous history, and provide hope for the future. The center aims to be community-driven with Indigenous governance and connect existing local culture centers across the nation. It would help address cultural cringe by promoting understanding and respect of Indigenous culture's significance to the national identity.
Andrew Yim proposes researching strategies for tutors to develop long-term relationships with ESL students. He conducted interviews with 4 Chinese students who discussed their experiences learning English. They struggled adapting to English classes in the US and wanted to improve their writing skills. Andrew found programs at some writing centers that encourage relationships between tutors and ESL students. He will continue his research, observe ESL conversation groups, and interview more students to understand how writing centers can better serve ESL students. His goal is to present his findings at the 2015 ECWCA conference and help tutors build confidence in ESL students and encourage independent learning.
Este documento contiene una lista de más de 180 artículos identificados por códigos RCM. La mayoría de los artículos son diferentes tipos y modelos de antorchas manuales y automáticas, con variaciones en longitud y tipo de conexión. También incluye repuestos y accesorios para antorchas.
The document discusses a study of 4 Chinese international students at Purdue University. It conducted interviews with the students to learn about their experiences learning English in China and the United States. All of the students had basic English knowledge but struggled with grammar and speaking. They could benefit from the resources at Purdue's Writing Lab, such as tutorial sessions and conversation groups. Developing long-term relationships with native English speakers would also help the students improve their English abilities.
A ESTÉTICA BAIANA CONTEMPORÂNEA: PIERCINGS E TATUAGENSAnasc16
This short document promotes creating presentations using Haiku Deck on SlideShare. It encourages the reader to get started making their own Haiku Deck presentation by simply clicking the "GET STARTED" prompt. In just one sentence, it pitches presentation creation using Haiku Deck on SlideShare's platform.
This document provides instructions for writing an effective paragraph. It explains that a paragraph should have a topic sentence that is supported by additional sentences, and concluded with a concluding sentence that ties it all together. It recommends brainstorming ideas around a central topic and arranging points in a logical order before writing. The document then outlines a three step method for writing paragraphs: plan the paragraph by deciding the topic and generating supporting ideas, write the paragraph including a topic sentence, supporting details, and concluding sentence, and finally review the paragraph for spelling, grammar, coherency and completeness.
Este documento conta a história de uma cadela grávida que deu à luz 4 filhotes. Os filhotes foram adotados por famílias diferentes ao longo dos meses seguintes, com exceção de um que faleceu. O documento agradece às famílias adotivas e à clínica veterinária pela ajuda dada.
This document proposes the development of a National Indigenous Art & Culture Centre in Alice Springs, Australia. It would be a living space that brings people together to share and respect Indigenous knowledge, celebrate Indigenous history, and provide hope for the future. The center aims to be community-driven with Indigenous governance and connect existing local culture centers across the nation. It would help address cultural cringe by promoting understanding and respect of Indigenous culture's significance to the national identity.
Andrew Yim proposes researching strategies for tutors to develop long-term relationships with ESL students. He conducted interviews with 4 Chinese students who discussed their experiences learning English. They struggled adapting to English classes in the US and wanted to improve their writing skills. Andrew found programs at some writing centers that encourage relationships between tutors and ESL students. He will continue his research, observe ESL conversation groups, and interview more students to understand how writing centers can better serve ESL students. His goal is to present his findings at the 2015 ECWCA conference and help tutors build confidence in ESL students and encourage independent learning.
Este documento contiene una lista de más de 180 artículos identificados por códigos RCM. La mayoría de los artículos son diferentes tipos y modelos de antorchas manuales y automáticas, con variaciones en longitud y tipo de conexión. También incluye repuestos y accesorios para antorchas.
Dennis Bryan is a highly experienced crane operator with over 35 years of experience in various industries including offshore oil and gas, shipbuilding, and tyre manufacturing. He has worked for several companies in roles such as crane operator, assistant crane operator, supervisor, roustabout, and roughneck. Bryan has extensive experience operating cranes of various sizes and capacities. He is reliable, safety-conscious, and able to work well individually or as part of a team in diverse cultural environments.
El documento describe los cuatro niveles de comprensión: literal, inferencial, crítico y creativo. El nivel literal implica comprender la información textual directamente. El nivel inferencial implica interpretar ideas implícitas y hacer conclusiones. El nivel crítico implica comparar conceptos con otras fuentes, analizar las relaciones entre conceptos y razonar deductivamente. El nivel creativo implica generar nuevos conceptos basados en la información aprendida y experiencias previas.
Doney George is a HSE Officer/Supervisor with over 7 years of experience in occupational health, safety, and environment roles. He currently works as an HSE Supervisor for Emirates Transport in Dubai. Prior to that, he held HSE roles in India for construction companies including Al Rajhi Construction and Gammon India Limited. He has expertise in implementing safety procedures and conducting inspections, investigations, and trainings. He also specializes in developing documentation like risk assessments, and ensuring compliance with legal requirements and standards.
This document outlines Stuart Buchanan's presentation at the DESART Conference 2015 on the importance of being social for digital strategy. It discusses a six step process for digital strategy: 1) identifying your target audience, 2) understanding their needs, 3) crafting your organization's story, 4) how to tell your story using words, pictures, video and audio across different social media platforms like Facebook, Twitter, YouTube and email, 5) selecting the appropriate platforms to reach your audience, and 6) analyzing metrics from these platforms to measure engagement and success.
Nganampa anwernekenhe information brochure march 2015Desart Inc
The document proposes the establishment of a National Indigenous Art & Culture Centre (The Centre) in Alice Springs, Australia. The Centre would celebrate Indigenous culture, promote education and reconciliation, and house Indigenous art and historical collections. It would bring Indigenous and non-Indigenous communities together, foster cultural collaboration, and create employment opportunities for Indigenous people. The Centre is envisioned as a not-for-profit organization governed by an independent, skills-based board. Initial funding would be sought through government grants to develop a business plan and conduct national consultations. Construction is estimated to cost $60-80 million, which would be sought from various levels of government, corporations, and philanthropists.
What Makes a Successful Podiatrist in Private PracticeSCHOFIELD MATTHEW
This document discusses what makes a successful podiatrist in private practice. It notes that private practice demands the highest level of care and that customers expect excellence. A successful podiatrist in private practice will gain the trust of their caseload by demonstrating their knowledge, expertise, and ability to effectively and economically solve problems through a good understanding of biomechanics, orthotics, and their role in providing care.
If you are looking for a skilled planner to manage all inventory control and planning related activities.Adexa provides you with the finest services for Inventory Planning & Management. Feel free to contact us for more information regarding our services. http://adexa.com/home/solution/inventory-planning
Stijn Geuens - I know what you’ll buy next summerBAQMaR
This document discusses recommendation systems and their application to La Redoute, a French home shopping retailer. It provides background on La Redoute, defines recommendation systems, and describes how they work and the types of data that can be used. The document then discusses how recommendation systems could be applied to La Redoute, including using a hybrid model to make personalized product recommendations to millions of visitors per month based on their demographics, purchase history, and other data. It also notes some of the potential benefits of recommendation systems for customers and companies.
This document discusses how smartphones and mobile technologies can be used as a clinical trial platform. It describes 3GDoctor, a mobile service that allows users to have video consultations with doctors for a fee of £35. The service aims to make healthcare more accessible and documented by allowing users to share medical information, photos, and videos with doctors prior to video consultations. It argues that mobile technologies can help redesign medical records and clinical trials to make them more patient-centered and accessible.
C19: Respond, recover & reimagine the future of HCP engagementAcross Health
And Across Health responded in an agile way to the C19 disruption: we've taken important steps in optimizing the Navigator ecosystem, with over 6,000 HCP respondents since June, insightful COVID-19 questions, new Powertools, upgrades to our integrated OCE Planner Pro, the launch of a DIY “starterkit”, a new OCE capability-boosting platform (SCALA), etc.
Our webinar will take you through the latest Navigator 365 insights, demo the newest Powertools, and show how the data can be used for evidence-based omnichannel HCP journey planning, orchestration, measurement - and ongoing optimization.
Watch the recorded webinar on our website: https://bit.ly/2UmkvcU.
Peter Lacy - Accenture Strategy, Sustainability ServicesDutch Power
This document discusses the growth of the circular economy and its potential business implications. It analyzes 120 case studies of circular pioneers to identify 5 emerging circular business models: circular supply chain, recovery and recycling, product life extension, sharing platforms, and product as a service. Digital technologies are enabling entirely new ways to access and understand product use and aid in efficiency. Hybrid technologies enable moving physical objects between value chains with digital services. Engineering technologies enable new types of resources and product designs. The circular economy represents an opportunity for dramatic environmental and resource efficiency gains, unprecedented transparency, and growth beyond resource constraints.
The document provides a digital roadmap for Atlas Copco to establish its brand digitally, including analyzing decision makers and their needs, understanding the current brand, developing a communication strategy using various digital channels like social media, and proposing media targets and measurement of results. It analyzes the B2B digital landscape and customer journey, and recommends strategies for branding, communication, social media, and digital advertising platforms.
Top 10 learning questions - ch3 gathering information and scanning the envir...kavellana
1. The document discusses the key components of a Marketing Information System (MIS) and identifies important trends and forces that shape the business landscape, including changes in consumer behavior and an increased focus on public sector activity.
2. It provides a list of 10 learning questions about gathering marketing information and scanning the environment, and covers topics like the definition of internal records and marketing intelligence, steps to improve market intelligence, and sources of competitive information.
3. The document emphasizes the importance of understanding marketing trends and factors that affect dynamic change through effective information gathering and environmental scanning.
This document provides an outline for a product business plan. It includes sections for describing the product, target audience, value proposition, competitive analysis, business objectives, pricing strategy, marketing, sales enablement, and timeline. The target audience section describes analyzing customer challenges and needs. Competitive analysis involves listing competitors and their value propositions. Business objectives include revenue and profitability targets. Marketing involves case studies, whitepapers, and other collateral. Sales enablement includes playbooks and messaging. The timeline lays out milestones and key activities quarter-by-quarter. The overall purpose is to provide a comprehensive plan to bring a new product to market and achieve sales and business goals.
Consult Hyperion specializes in assessing opportunities and threats related to security, networks, and transactions. They deliver ideas, solutions, and products to clients across all phases of product development from strategy to acceptance testing. Notable case studies include helping American Express develop EMV chip cards, designing Ireland's public service ID card system, and implementing contactless payments for London's transit system. Consult Hyperion is unique in providing strategic and technical expertise across EMV, NFC, and other technologies quickly and cost effectively.
Digital Disruption - Artevelde University College Ghent - International week ...Ayman van Bregt
The internet has been around for 25 years and has caused many disruptions. With more disruptions to come, many organizations are seeking for ways to use digital opportunities in a meaningful way creating more value for customers and sustaining their business.
The impact of the development of the Web on marketing and communications and how it causes digital disruption for companies is shown in this talk. With practical examples you will get insights in how organizations can create more value for customers at the same time also the organization can benefit from these efforts. Several digital developments such as mobile, social and 'internet of things' will be presented. Besides the use of theoretical models for digital disruption and digital transformation, some case studies are presented which bring directly applicable tips to take home.
The document discusses how businesses need to become digital to survive in today's environment where customers are digital. It outlines the stages of business evolution from the age of manufacturing to the current age of the customer. It argues that digital competitors now thrive in every industry and that businesses must master both digital customer experiences and digital operations. The document presents a digital maturity model and finds that few businesses have achieved mastery. It concludes that digital transformation is a ongoing journey.
Dennis Bryan is a highly experienced crane operator with over 35 years of experience in various industries including offshore oil and gas, shipbuilding, and tyre manufacturing. He has worked for several companies in roles such as crane operator, assistant crane operator, supervisor, roustabout, and roughneck. Bryan has extensive experience operating cranes of various sizes and capacities. He is reliable, safety-conscious, and able to work well individually or as part of a team in diverse cultural environments.
El documento describe los cuatro niveles de comprensión: literal, inferencial, crítico y creativo. El nivel literal implica comprender la información textual directamente. El nivel inferencial implica interpretar ideas implícitas y hacer conclusiones. El nivel crítico implica comparar conceptos con otras fuentes, analizar las relaciones entre conceptos y razonar deductivamente. El nivel creativo implica generar nuevos conceptos basados en la información aprendida y experiencias previas.
Doney George is a HSE Officer/Supervisor with over 7 years of experience in occupational health, safety, and environment roles. He currently works as an HSE Supervisor for Emirates Transport in Dubai. Prior to that, he held HSE roles in India for construction companies including Al Rajhi Construction and Gammon India Limited. He has expertise in implementing safety procedures and conducting inspections, investigations, and trainings. He also specializes in developing documentation like risk assessments, and ensuring compliance with legal requirements and standards.
This document outlines Stuart Buchanan's presentation at the DESART Conference 2015 on the importance of being social for digital strategy. It discusses a six step process for digital strategy: 1) identifying your target audience, 2) understanding their needs, 3) crafting your organization's story, 4) how to tell your story using words, pictures, video and audio across different social media platforms like Facebook, Twitter, YouTube and email, 5) selecting the appropriate platforms to reach your audience, and 6) analyzing metrics from these platforms to measure engagement and success.
Nganampa anwernekenhe information brochure march 2015Desart Inc
The document proposes the establishment of a National Indigenous Art & Culture Centre (The Centre) in Alice Springs, Australia. The Centre would celebrate Indigenous culture, promote education and reconciliation, and house Indigenous art and historical collections. It would bring Indigenous and non-Indigenous communities together, foster cultural collaboration, and create employment opportunities for Indigenous people. The Centre is envisioned as a not-for-profit organization governed by an independent, skills-based board. Initial funding would be sought through government grants to develop a business plan and conduct national consultations. Construction is estimated to cost $60-80 million, which would be sought from various levels of government, corporations, and philanthropists.
What Makes a Successful Podiatrist in Private PracticeSCHOFIELD MATTHEW
This document discusses what makes a successful podiatrist in private practice. It notes that private practice demands the highest level of care and that customers expect excellence. A successful podiatrist in private practice will gain the trust of their caseload by demonstrating their knowledge, expertise, and ability to effectively and economically solve problems through a good understanding of biomechanics, orthotics, and their role in providing care.
If you are looking for a skilled planner to manage all inventory control and planning related activities.Adexa provides you with the finest services for Inventory Planning & Management. Feel free to contact us for more information regarding our services. http://adexa.com/home/solution/inventory-planning
Stijn Geuens - I know what you’ll buy next summerBAQMaR
This document discusses recommendation systems and their application to La Redoute, a French home shopping retailer. It provides background on La Redoute, defines recommendation systems, and describes how they work and the types of data that can be used. The document then discusses how recommendation systems could be applied to La Redoute, including using a hybrid model to make personalized product recommendations to millions of visitors per month based on their demographics, purchase history, and other data. It also notes some of the potential benefits of recommendation systems for customers and companies.
This document discusses how smartphones and mobile technologies can be used as a clinical trial platform. It describes 3GDoctor, a mobile service that allows users to have video consultations with doctors for a fee of £35. The service aims to make healthcare more accessible and documented by allowing users to share medical information, photos, and videos with doctors prior to video consultations. It argues that mobile technologies can help redesign medical records and clinical trials to make them more patient-centered and accessible.
C19: Respond, recover & reimagine the future of HCP engagementAcross Health
And Across Health responded in an agile way to the C19 disruption: we've taken important steps in optimizing the Navigator ecosystem, with over 6,000 HCP respondents since June, insightful COVID-19 questions, new Powertools, upgrades to our integrated OCE Planner Pro, the launch of a DIY “starterkit”, a new OCE capability-boosting platform (SCALA), etc.
Our webinar will take you through the latest Navigator 365 insights, demo the newest Powertools, and show how the data can be used for evidence-based omnichannel HCP journey planning, orchestration, measurement - and ongoing optimization.
Watch the recorded webinar on our website: https://bit.ly/2UmkvcU.
Peter Lacy - Accenture Strategy, Sustainability ServicesDutch Power
This document discusses the growth of the circular economy and its potential business implications. It analyzes 120 case studies of circular pioneers to identify 5 emerging circular business models: circular supply chain, recovery and recycling, product life extension, sharing platforms, and product as a service. Digital technologies are enabling entirely new ways to access and understand product use and aid in efficiency. Hybrid technologies enable moving physical objects between value chains with digital services. Engineering technologies enable new types of resources and product designs. The circular economy represents an opportunity for dramatic environmental and resource efficiency gains, unprecedented transparency, and growth beyond resource constraints.
The document provides a digital roadmap for Atlas Copco to establish its brand digitally, including analyzing decision makers and their needs, understanding the current brand, developing a communication strategy using various digital channels like social media, and proposing media targets and measurement of results. It analyzes the B2B digital landscape and customer journey, and recommends strategies for branding, communication, social media, and digital advertising platforms.
Top 10 learning questions - ch3 gathering information and scanning the envir...kavellana
1. The document discusses the key components of a Marketing Information System (MIS) and identifies important trends and forces that shape the business landscape, including changes in consumer behavior and an increased focus on public sector activity.
2. It provides a list of 10 learning questions about gathering marketing information and scanning the environment, and covers topics like the definition of internal records and marketing intelligence, steps to improve market intelligence, and sources of competitive information.
3. The document emphasizes the importance of understanding marketing trends and factors that affect dynamic change through effective information gathering and environmental scanning.
This document provides an outline for a product business plan. It includes sections for describing the product, target audience, value proposition, competitive analysis, business objectives, pricing strategy, marketing, sales enablement, and timeline. The target audience section describes analyzing customer challenges and needs. Competitive analysis involves listing competitors and their value propositions. Business objectives include revenue and profitability targets. Marketing involves case studies, whitepapers, and other collateral. Sales enablement includes playbooks and messaging. The timeline lays out milestones and key activities quarter-by-quarter. The overall purpose is to provide a comprehensive plan to bring a new product to market and achieve sales and business goals.
Consult Hyperion specializes in assessing opportunities and threats related to security, networks, and transactions. They deliver ideas, solutions, and products to clients across all phases of product development from strategy to acceptance testing. Notable case studies include helping American Express develop EMV chip cards, designing Ireland's public service ID card system, and implementing contactless payments for London's transit system. Consult Hyperion is unique in providing strategic and technical expertise across EMV, NFC, and other technologies quickly and cost effectively.
Digital Disruption - Artevelde University College Ghent - International week ...Ayman van Bregt
The internet has been around for 25 years and has caused many disruptions. With more disruptions to come, many organizations are seeking for ways to use digital opportunities in a meaningful way creating more value for customers and sustaining their business.
The impact of the development of the Web on marketing and communications and how it causes digital disruption for companies is shown in this talk. With practical examples you will get insights in how organizations can create more value for customers at the same time also the organization can benefit from these efforts. Several digital developments such as mobile, social and 'internet of things' will be presented. Besides the use of theoretical models for digital disruption and digital transformation, some case studies are presented which bring directly applicable tips to take home.
The document discusses how businesses need to become digital to survive in today's environment where customers are digital. It outlines the stages of business evolution from the age of manufacturing to the current age of the customer. It argues that digital competitors now thrive in every industry and that businesses must master both digital customer experiences and digital operations. The document presents a digital maturity model and finds that few businesses have achieved mastery. It concludes that digital transformation is a ongoing journey.
Leisure Industry Week (LIW) is an annual exhibition that attracts over 13,000 visitors from the leisure industry. It is the UK's largest exhibition for the public and private leisure sector. LIW brings together thousands of senior decision-makers and allows exhibitors to showcase their products and services to this large audience of potential buyers. Previous data shows that most visitors attend to source new suppliers and products, and many fulfill their purchasing objectives or find new suppliers at the event.
The document discusses implementing R&D processes that can cope with rapidly changing market conditions. It outlines key R&D processes including ideas generation, product development, industrialization, and effective communication with stakeholders. It also discusses drivers of R&D like cost savings through standardization and globalization, innovation through platforms and partnerships, and communication and community.
The digital transformation of CPG and manufacturingCloudera, Inc.
Both CPG (Consumer Packaged Goods) and manufacturing industries face similar challenges: in order to differentiate and innovate, they need to draw insight from the one thing they both have in abundance - data. The source of the data may be different; the opportunity is always innovation and differentiation. For CPG, forever changing buyer expectations must flow into product development and sales. For both CPG and manufacturing, Industry 4.0 promises improved efficiency, lower costs, and higher revenues. Becoming data-driven is the key for both industries and requires clever combination of machine learning, analytics and cloud for success.
In this webinar, business strategist Frank Vullers will discuss how Cloudera's platform is central to this century’s industrial revolution: the digital transformation of the CPG and manufacturing industries.
Dot Hill held an analyst day to discuss its strategic initiatives and growth opportunities. The company aims to capitalize on storage industry consolidation and leverage its server OEM foundation to drive top-line growth and operating leverage. Dot Hill will focus on growing its higher-margin vertical markets business through OEM and channel sales in industries like telecom, media/entertainment, big data, oil/gas and digital imaging. It also plans to increase its total available market by 2.5x by launching new midrange storage products. Dot Hill believes these initiatives will help accelerate revenue growth and EPS expansion.
This document summarizes a webinar hosted by Cleantech Open on sustainability. It outlines their summer program schedule and sessions on various business topics. It then provides a detailed summary of their August 27th session on sustainability that covered sustainability judging criteria, life cycle assessment, supply chain management, metrics and reporting, and B Corporation certification. The session featured several guest speakers and provided resources on measuring and improving sustainability performance.
Marketing is tomorrow's Sales. A recent study by CEB suggests that up to 60% of a customer's decision-making process is completed before they speak to/meet with a salesperson. That means that Sales is moving to the backend of the Buyer's Journey and Marketing is now critical to start customer conversations and keep them engaged before they interact directly with Sales. This is more than Sales and Marketing alignment. Tomorrow's successful companies will align all their Sales and Marketing activities with their Buyer's Journey.
The Marketplace Conference is an annual event focused on all things marketplaces and brings together marketplace entrepreneurs, apparel & textile manufacturers, buying houses, apparel brands & retailers. It provides a platform to marketplace teams to interact with the industry at large for exchanging knowhow and best practices and gets a better understanding of the customers’ expectation. The event will witness top 25 apparel marketplaces showcasing their latest technology and how they are disrupting & digitizing the supply chain. The event will be held on 29th September 2022 at Le Meridien Gurgaon.
Similar to I know what you will buy next summer (20)
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataKiwi Creative
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge
Build applications with generative AI on Google CloudMárton Kodok
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
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
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
I know what you will buy next summer
1.
2. KU Leuven:
Commercial
Engineer
U Gent:
Master Marketing
Analysis
Dexia/Belfius:
Data Miner
La Redoute:
Marketing Analyst
IESEG: PhD
Candidate
Who am I?
2005 2010 2011 2014
11/24/2015 BAQMaR Conference: Futures Festival 2
3. KU Leuven:
Commercial
Engineer
U Gent:
Master Marketing
Analysis
Dexia/Belfius:
Data Miner
La Redoute:
Marketing Analyst
IESEG: PhD
Candidate
Who am I?
2005 2010 2011 2014
11/24/2015 BAQMaR Conference: Futures Festival 2
4. La Redoute: Home Shopping Retailer
BAQMaR Conference: Futures Festival 311/24/2015
5. La Redoute: Home Shopping Retailer
• Multi Product
BAQMaR Conference: Futures Festival 311/24/2015
6. La Redoute: Home Shopping Retailer
• Multi Product
BAQMaR Conference: Futures Festival 311/24/2015
7. La Redoute: Home Shopping Retailer
• Multi Channel
BAQMaR Conference: Futures Festival 411/24/2015
8. La Redoute: Home Shopping Retailer
• Multi Channel
BAQMaR Conference: Futures Festival 411/24/2015
9. La Redoute: Home Shopping Retailer
• Multi Channel
BAQMaR Conference: Futures Festival 411/24/2015
10. La Redoute: Home Shopping Retailer
• Multi Channel
BAQMaR Conference: Futures Festival 411/24/2015
11. La Redoute: Home Shopping Retailer
• Multi Channel
BAQMaR Conference: Futures Festival 411/24/2015
12. La Redoute: Facts and Figures
BAQMaR Conference: Futures Festival 511/24/2015
13. La Redoute: Facts and Figures
BAQMaR Conference: Futures Festival 511/24/2015
14. La Redoute: Facts and Figures
BAQMaR Conference: Futures Festival 611/24/2015
15. La Redoute: Strong Competition
BAQMaR Conference: Futures Festival 711/24/2015
16. La Redoute: Strong Competition
BAQMaR Conference: Futures Festival 711/24/2015
17. Mass personalization society (Wind,
2001, JIM)• Mass Consumption
• Personalized offering
• Mass personalization
BAQMaR Conference: Futures Festival 811/24/2015
18. Mass personalization society (Wind,
2001, JIM)• Mass Consumption
• Personalized offering
• Mass personalization
BAQMaR Conference: Futures Festival 811/24/2015
19. Mass personalization society (Wind,
2001, JIM)• Mass Consumption
• Personalized offering
• Mass personalization
BAQMaR Conference: Futures Festival 811/24/2015
20. Mass personalization society (Wind,
2001, JIM)• Mass Consumption
• Personalized offering
• Mass personalization
BAQMaR Conference: Futures Festival 811/24/2015
21. Mass personalization society (Wind,
2001, JIM)• Mass Consumption
• Personalized offering
• Mass personalization
Personalized offering with the advantages of mass consumption.
BAQMaR Conference: Futures Festival 811/24/2015
22. Mass personalization society (Wind,
2001, JIM)• Mass Consumption
• Personalized offering
• Mass personalization
Personalized offering with the advantages of mass consumption.
People expect mass personalization. Globalization and e-commerce are factors
making this shift possible.
BAQMaR Conference: Futures Festival 811/24/2015
23. Mass personalization society
• Paradox of choice (Tamaki 2005, LATimes; Girish
2007 JIM)
BAQMaR Conference: Futures Festival 911/24/2015
24. Mass personalization society
• Paradox of choice (Tamaki 2005, LATimes; Girish
2007 JIM)
+ Client are better informed
• Globalization and internet
• Enormous choice possibilities
BAQMaR Conference: Futures Festival 911/24/2015
25. Mass personalization society
• Paradox of choice (Tamaki 2005, LATimes; Girish
2007 JIM)
+ Client are better informed
• Globalization and internet
• Enormous choice possibilities
+ A customer could find a product/service satisfying his/her
needs
BAQMaR Conference: Futures Festival 911/24/2015
26. Mass personalization society
• Paradox of choice (Tamaki 2005, LATimes; Girish
2007 JIM)
+ Client are better informed
• Globalization and internet
• Enormous choice possibilities
+ A customer could find a product/service satisfying his/her
needs
– Client is overwhelmed by the enormous choice
• Hard to make an (optimal) purchase decision
BAQMaR Conference: Futures Festival 911/24/2015
27. Mass personalization society
• Paradox of choice (Tamaki 2005, LATimes; Girish
2007 JIM)
+ Client are better informed
• Globalization and internet
• Enormous choice possibilities
+ A customer could find a product/service satisfying his/her
needs
– Client is overwhelmed by the enormous choice
• Hard to make an (optimal) purchase decision
→Recommendation Systems
BAQMaR Conference: Futures Festival 911/24/2015
34. Recommendation Systems?
• A definition [Ricci et al. 2011]
Recommender Systems are software tools and
techniques providing personalized suggestions for
items to be of use to a user. The suggestions,
based a customer’s profile or his behavior, relate
to various decision-making processes.
BAQMaR Conference: Futures Festival 1611/24/2015
35. Recommendation Systems?
• A data science description
A recommendation system is a customer centric
view to recommend personalized sets of products
to clients using data science. This contrasts to the
classical PTB models which are applied in product
centric approaches.
BAQMaR Conference: Futures Festival 1711/24/2015
36. What is it not?
BAQMaR Conference: Futures Festival 1811/24/2015
37. What is it not?
BAQMaR Conference: Futures Festival 1811/24/2015
38. What is it not?
BAQMaR Conference: Futures Festival 1911/24/2015
39. What is it not?
BAQMaR Conference: Futures Festival 1911/24/2015
40. What is it not?
BAQMaR Conference: Futures Festival 2011/24/2015
41. What is it not?
BAQMaR Conference: Futures Festival 2011/24/2015
42. What data to use?
BAQMaR Conference: Futures Festival 2111/24/2015
43. What data to use?
BAQMaR Conference: Futures Festival 2111/24/2015
44. What data to use?
BAQMaR Conference: Futures Festival 2111/24/2015
45. What data to use?
BAQMaR Conference: Futures Festival 2111/24/2015
46. What data to use?
BAQMaR Conference: Futures Festival 2111/24/2015
68. Identification
Identification
Socio Demographics
Raincoat
Men
Sport
Blue
Men Suits
Accessory Red
Men Suits
Vest Dark Blue
Men Suits
Shoes Brown
Men Jacket
Raincoat Red
Men Jacket
Raincoat Blue
Men Jacket
Raincoat Blue
Socio-demographics and
segmentation
Demographic RecSys
Social media
Social RecSys
BAQMaR Conference: Futures Festival 24
Recommendation Zone
11/24/2015
69. Identification
Identification
Socio Demographics
Raincoat
Men
Sport
Blue
Men Suits
Accessory Red
Men Suits
Vest Dark Blue
Men Suits
Shoes Brown
Men Jacket
Raincoat Red
Men Jacket
Raincoat Blue
Men Jacket
Raincoat Blue
Behavioral history and
Look-a-likes
Collabotative RecSys
Socio-demographics and
segmentation
Demographic RecSys
Social media
Social RecSys
BAQMaR Conference: Futures Festival 24
Recommendation Zone
11/24/2015
70. Identification
Identification
Socio Demographics
Raincoat
Men
Sport
Blue
Men Suits
Accessory Red
Men Suits
Vest Dark Blue
Men Suits
Shoes Brown
Men Jacket
Raincoat Red
Men Jacket
Raincoat Blue
Men Jacket
Raincoat Blue
Behavioral history and
Look-a-likes
Collabotative RecSys
Socio-demographics and
segmentation
Demographic RecSys
Social media
Social RecSys
Product Information
Content-based RecSys
BAQMaR Conference: Futures Festival 24
Recommendation Zone
11/24/2015
71. Identification
Identification
Socio Demographics
Raincoat
Men
Sport
Blue
Men Suits
Accessory Red
Men Suits
Vest Dark Blue
Men Suits
Shoes Brown
Men Jacket
Raincoat Red
Men Jacket
Raincoat Blue
Men Jacket
Raincoat Blue
Behavioral history and
Look-a-likes
Collabotative RecSys
Socio-demographics and
segmentation
Demographic RecSys
Social media
Social RecSys
Product Information
Content-based RecSys
BAQMaR Conference: Futures Festival 24
Recommendation Zone
11/24/2015
72. Identification
Identification
Socio Demographics
Raincoat
Men
Sport
Blue
Men Suits
Accessory Red
Men Suits
Vest Dark Blue
Men Suits
Shoes Brown
Men Jacket
Raincoat Red
Men Jacket
Raincoat Blue
Men Jacket
Raincoat Blue
Behavioral history and
Look-a-likes
Collabotative RecSys
Socio-demographics and
segmentation
Demographic RecSys
Social media
Social RecSys
Product Information
Content-based RecSys
Context (location weather,
etc.)
Context-based RecSys
BAQMaR Conference: Futures Festival 24
Recommendation Zone
11/24/2015
73. Identification
Identification
Socio Demographics
Raincoat
Men
Sport
Blue
Men Suits
Accessory Red
Men Suits
Vest Dark Blue
Men Suits
Shoes Brown
Men Jacket
Raincoat Red
Men Jacket
Raincoat Blue
Men Jacket
Raincoat Blue
Behavioral history and
Look-a-likes
Collabotative RecSys
Socio-demographics and
segmentation
Demographic RecSys
Social media
Social RecSys
Product Information
Content-based RecSys
Context (location weather,
etc.)
Context-based RecSys
Real-time path analysis
Knowledge-based RecSys
BAQMaR Conference: Futures Festival 24
Recommendation Zone
11/24/2015
74. Combining different algorithms and/or data
sources
Hybrid RecSys
Identification
Identification
Socio Demographics
Raincoat
Men
Sport
Blue
Men Suits
Accessory Red
Men Suits
Vest Dark Blue
Men Suits
Shoes Brown
Men Jacket
Raincoat Red
Men Jacket
Raincoat Blue
Men Jacket
Raincoat Blue
Behavioral history and
Look-a-likes
Collabotative RecSys
Socio-demographics and
segmentation
Demographic RecSys
Social media
Social RecSys
Product Information
Content-based RecSys
Context (location weather,
etc.)
Context-based RecSys
Real-time path analysis
Knowledge-based RecSys
BAQMaR Conference: Futures Festival 24
Recommendation Zone
11/24/2015
75. Applied to La Redoute
• E-mail personalization system: returning visit
BAQMaR Conference: Futures Festival 2511/24/2015
76. Applied to La Redoute
• E-mail personalization system: returning visit
• Let’s do the math:
7 million unique visitors a month 233 k visitors a day
150 k identified (e-mail)
250 k products, of which 50 k in recommendation scope
7.5 billion recommendation scores on average a day
BAQMaR Conference: Futures Festival 2511/24/2015
77. Applied to La Redoute
• E-mail personalization system: returning visit
• Let’s do the math:
7 million unique visitors a month 233 k visitors a day
150 k identified (e-mail)
250 k products, of which 50 k in recommendation scope
7.5 billion recommendation scores on average a day
• Possible extension to the site
Real-time recommendations
BAQMaR Conference: Futures Festival 2511/24/2015
78. • Input Data
• Modeling techniques
Applied to La Redoute
BAQMaR Conference: Futures Festival 2611/24/2015
79. • Input Data
• Modeling techniques
Applied to La Redoute
BAQMaR Conference: Futures Festival 26
Socio-demographics and
segmentation
Demographic RecSys
Behavioral history and
Look-a-likes
Collabotative RecSys
Product Information
Content-based RecSys
11/24/2015
80. • Input Data
• Modeling techniques
Applied to La Redoute
BAQMaR Conference: Futures Festival 26
Socio-demographics and
segmentation
Demographic RecSys
Behavioral history and
Look-a-likes
Collabotative RecSys
Product Information
Content-based RecSys
Hierarchical Hybrid Model
Combination of scores
SVM, LR, DT, PM
Factorization Machine
Use all different data sources as input for Factorization Machine
11/24/2015
88. Added Value
• Customer
• Company
BAQMaR Conference: Futures Festival 29
> 75% of items watched on Netflix
50% of LinkedIn connections
11/24/2015
89. Thank you for
your Attention
Contact:
Stijn Geuens (0)3.20.545.892
IESEG School of Management s.geuens@ieseg.fr
3 Rue de la Digue fr.linkedin.com/pub/stijn-geuens/
F-59000 Lille stijn.geuens