Item Story
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This document discusses text mining and machine learning techniques for item identification from documents. It describes analyzing word frequencies from product descriptions to classify items into groups. It also covers using Bayes' law to calculate conditional probabilities and determine the probability that an item is a specific category, like cheese, based on the presence of related words. Finally, it lists the R libraries that would be used to implement these text analysis and machine learning methods.
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The document outlines a livestream presentation by Chiara Aliotta on integrating storytelling into web design to enhance user experiences. It covers the storytelling process for designers, emphasizing aspects such as understanding the audience, structuring narratives, and creating emotional connections. The presentation also includes case studies and practical examples to demonstrate effective storytelling in UX/UI design.More Related Content
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This presentation was uploaded with the author’s consent.
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The November 2023 mental health report indicates that 70% of respondents rate their mental health as 'good' or 'excellent,' with higher diagnoses reported among African Americans and non-Hispanic whites compared to Hispanics and Asians. Younger generations, particularly Gen Z and millennials, are more likely to experience mental health challenges, seek information online, and report that their mental health impacts their work and relationships. Half of the respondents feel comfortable discussing their mental health with professionals, although Gen Z shows the least comfort in this area.AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
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Creative operations teams expect increased AI use in 2024. Currently, over half of tasks are not AI-enabled, but this is expected to decrease in the coming year. ChatGPT is the most popular AI tool currently. Business leaders are more actively exploring AI benefits than individual contributors. Most respondents do not believe AI will impact workforce size in 2024. However, some inhibitions still exist around AI accuracy and lack of understanding. Creatives primarily want to use AI to save time on mundane tasks and boost productivity.Skeleton Culture Code
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Organizational culture includes values, norms, systems, symbols, language, assumptions, beliefs, and habits that influence employee behaviors and how people interpret those behaviors. It is important because culture can help or hinder a company's success. Some key aspects of Netflix's culture that help it achieve results include hiring smartly so every position has stars, focusing on attitude over just aptitude, and having a strict policy against peacocks, whiners, and jerks.PEPSICO Presentation to CAGNY Conference Feb 2024
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PepsiCo provided a safe harbor statement noting that any forward-looking statements are based on currently available information and are subject to risks and uncertainties. It also provided information on non-GAAP measures and directing readers to its website for disclosure and reconciliation. The document then discussed PepsiCo's business overview, including that it is a global beverage and convenient food company with iconic brands, $91 billion in net revenue in 2023, and nearly $14 billion in core operating profit. It operates through a divisional structure with a focus on local consumers.Content Methodology: A Best Practices Report (Webinar)
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This document provides an overview of content methodology best practices. It defines content methodology as establishing objectives, KPIs, and a culture of continuous learning and iteration. An effective methodology focuses on connecting with audiences, creating optimal content, and optimizing processes. It also discusses why a methodology is needed due to the competitive landscape, proliferation of channels, and opportunities for improvement. Components of an effective methodology include defining objectives and KPIs, audience analysis, identifying opportunities, and evaluating resources. The document concludes with recommendations around creating a content plan, testing and optimizing content over 90 days.How to Prepare For a Successful Job Search for 2024
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The document provides guidance on preparing a job search for 2024. It discusses the state of the job market, focusing on growth in AI and healthcare but also continued layoffs. It recommends figuring out what you want to do by researching interests and skills, then conducting informational interviews. The job search should involve building a personal brand on LinkedIn, actively applying to jobs, tailoring resumes and interviews, maintaining job hunting as a habit, and continuing self-improvement. Once hired, the document advises setting new goals and keeping skills and networking active in case of future opportunities.Social Media Marketing Trends 2024 // The Global Indie Insights
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The 2024 social media marketing trends report highlights significant shifts influenced by generative AI, including the emergence of personalized content, the rise of virtual influencers, and a stronger focus on user-generated content. Insights were gathered from 33 experts across 23 leading independent agencies, providing a perspective that emphasizes creativity and authenticity in marketing strategies. Key trends also include the blending of B2B and B2C approaches, reflecting changes in consumer behavior and the evolving landscape of social media engagement.Trends In Paid Search: Navigating The Digital Landscape In 2024
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The document discusses trends in paid search for 2024, highlighting changes in user behavior, the implications for financial services, and privacy challenges. It emphasizes the importance of adapting search strategies, utilizing AI-driven tools like performance max and smart bidding, and leveraging first-party data for better marketing efficacy. Key takeaways include holistic SEO and SEM approaches, monitoring shifting user intents, and the need for continuous performance evaluation.5 Public speaking tips from TED - Visualized summary
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The document outlines five public speaking tips from Chris Anderson, TED Talks curator, emphasizing the importance of eye contact, vulnerability, humor, humility, and storytelling. These skills are presented as essential for engaging audiences effectively and are increasingly valuable in today's economy. The article posits that mastering these techniques can enhance speakers' ability to communicate ideas powerfully.ChatGPT and the Future of Work - Clark Boyd
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The document provides an overview of generative AI, particularly focusing on ChatGPT and its implications for business and the job market. It discusses the rapid growth of generative AI, its applications in marketing, and the skills needed for the AI era while addressing potential job displacement and the need for adaptation. The agenda includes a Q&A session and emphasizes rethinking work in collaboration with AI technology.Getting into the tech field. what next
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The document provides career advice for getting into the tech field, including:
- Doing projects and internships in college to build a portfolio.
- Learning about different roles and technologies through industry research.
- Contributing to open source projects to build experience and network.
- Developing a personal brand through a website and social media presence.
- Networking through events, communities, and finding a mentor.
- Practicing interviews through mock interviews and whiteboarding coding questions.Google's Just Not That Into You: Understanding Core Updates & Search Intent
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1. Core updates from Google periodically change how its algorithms assess and rank websites and pages. This can impact rankings through shifts in user intent, site quality issues being caught up to, world events influencing queries, and overhauls to search like the E-A-T framework.
2. There are many possible user intents beyond just transactional, navigational and informational. Identifying intent shifts is important during core updates. Sites may need to optimize for new intents through different content types and sections.
3. Responding effectively to core updates requires analyzing "before and after" data to understand changes, identifying new intents or page types, and ensuring content matches appropriate intents across video, images, knowledge graphs and more.How to have difficult conversations
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The document provides essential tips on how to handle difficult conversations in a workplace setting, emphasizing the importance of preparation, environment, and timing. It highlights that many employees dread such conversations, often leading to avoidance and worsening situations. Ultimately, the guide aims to promote positive outcomes while maintaining professional relationships.Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...
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Item Story
- 1. Item Identification Text Mining/Machine Learning
- 2. Disjoint Dressing Chicken Soup Intersect portions are disjoint Chicken BurritosCheese 3/31/2017Umesh Bajaj 2
- 4. Word Usage From Chicken Sausages Egg Roll Fritters Stock For Chicken Gravy 3/31/2017Umesh Bajaj 4
- 6. Word frequency – Chicken & Soup 3/31/2017Umesh Bajaj 6
- 7. Word Cloud Chicken Soup 3/31/2017Umesh Bajaj 7
- 8. # A tibble: 22,572 × 11 line grp product type prep feature packaging size msg organic itemnm <int> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <fctr> 1 18 soup base beef ultimate n <NA> SOUP BASE BEEF ULTIMATE NO MSG 2 90 soup tomato basil bisque rtu <NA> <NA> SOUPTOMATO BASIL BISQUE RTU 3 177 soup beef <NA> <NA> SOUP BEEF & PPR 4 235 soup bowl <NA> <NA> MARINER BOWL SOUP 17.5Z ESPREE 5 347 soup tomato basil bisque rtu <NA> <NA> SOUP TOMATO BASIL BISQUE RTU 6 379 soup base chicken n <NA> SOUP BASE CHICKEN NO MSG ADD 7 432 soup base n <NA> SOUP BASE CHCKN CH NO MSG 8 433 soup base cream <NA> <NA> SOUP BASE CRM LOW SODIUM 9 582 soup vegetable rts <NA> <NA> SOUPVEG VEGAN RTS 10 648 soup vegetable quinoa <NA> y PACIFC SOUP,OG2,VEG QUINOA # ... with 22,562 more rows > Result 3/31/2017Umesh Bajaj 8
- 9. Data Selection ? Total Population ? Vendor Item 3.5 million ? Manufacturer Item 600 K ? First Selection ? Two words frequency > 10000 (NGRAM, n = 2) ? Classified into group ? Second Selection ? Group basis ? Word frequency > 700 Random Sampling Multistage 3/31/2017Umesh Bajaj 9
- 10. Bayes’ Law ? Probability of an event based upon prior knowledge of condition ? Two events are independent ? Determine probability of event A when event B is true? ? ? = ? ? ? ?(?) ?(?) 3/31/2017Umesh Bajaj 10
- 11. Bayes’ Law cheese No Soup No Dressing MOZZ/AMER/Cream Pizza Dressing Soup Implementation cream No Soup No Dressing No Cheese Sour/Chocolate Dressing Soup 3/31/2017Umesh Bajaj 11
- 12. Cheese Cheese (3.78%) No Soup No Dressing MOZZ/AMER/Cream Pizza (18.45%) Dressing (1.60%) Soup (0.56%) “When you say I am a cheese” ? 3.78% items contain word cheese ? 0.56% items contain word soup in addition to cheese ? 1.60% items contain word dressing in addition to cheese ? 18.45% items contain word pizza in addition to cheese ? Probability for an item is a cheese (0.0378 * 0.9944 * 0.9840 * 0.8154) ≈ 0.03 (3%) 3/31/2017Umesh Bajaj 12
- 13. Paradigm ? library(plyr) ? library(dplyr) ? library(tidytext) ? library(tm) ? library(magrittr) ? library(stringr) ? library(gtools) ? library(ggplot2) ? library(RODBC) R 3/31/2017Umesh Bajaj 13