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論文をよむためのテンプレートです。ご自由にお使いください。
パワポ版の落合先生流論文要旨のテンプレートを作ったので配布する
パワポ版の落合先生流論文要旨のテンプレートを作ったので配布する
森 哲也
落合先生流の論文要旨フォーマットです。
落合流先生流の論文要旨フォーマット
落合流先生流の論文要旨フォーマット
森 哲也
学習モデルの検証の概要についてまとめました
学習モデルの検証
学習モデルの検証
Ruketa
Case study of online machine learning for display advertising in Yahoo! JAPAN
Case study of online machine learning for display advertising in Yahoo! JAPAN
Case study of online machine learning for display advertising in Yahoo! JAPAN
DataWorks Summit/Hadoop Summit
ゲーム開発におけるTAの仕事とスキルについて。 私の事例ということで簡単にまとめたものです。
テクニカルアーティストの仕事とスキル ~パイプライン系TAの事例~
テクニカルアーティストの仕事とスキル ~パイプライン系TAの事例~
Manabu Murakami
2016年1月15日に行われたNVIDIA Deep Learning Day 2016での講演です。 エヌビディア合同会社 エンタープライズビジネス事業部 井﨑 武士 既にディープラーニングの活用は拡がっています。このセッションでは世界中の様々な事例をご紹介します。またドワンゴ、みずほ証券、ABEJAをゲストにお迎えして、日本でのディープラーニングの先進的な事例をご紹介して頂きます。 FACEBOOKの提唱するBig Surアーキテクチャなど、ディープラーニングを活用するためのシステム構築のノウハウや、Microsoft Azure、IBM SoftLayer など、ディープラーニングに最適なクラウドの活用についてもご紹介します。 さらにディープラーニングのシステム構築を請負うインテグレーター各社(NTTコムウェア、クロスコンパス、システム計画研究所、テクノスデータサイエンス・マーケティング、データセクション、モルフォ、リアクティブ)にもご登壇頂き、皆様の課題解決のお役に立ちます。
拡がるディープラーニングの活用
拡がるディープラーニングの活用
NVIDIA Japan
http://clrh.connpass.com/event/39238/ でジニアス平井のセッションスライドとなります。 代理でアップロードいたしました。
Genius Halloween Festival 2016
Genius Halloween Festival 2016
なおき おさだ
Xp Terakoya No04
Xp Terakoya No04
takepu
Empfohlen
論文をよむためのテンプレートです。ご自由にお使いください。
パワポ版の落合先生流論文要旨のテンプレートを作ったので配布する
パワポ版の落合先生流論文要旨のテンプレートを作ったので配布する
森 哲也
落合先生流の論文要旨フォーマットです。
落合流先生流の論文要旨フォーマット
落合流先生流の論文要旨フォーマット
森 哲也
学習モデルの検証の概要についてまとめました
学習モデルの検証
学習モデルの検証
Ruketa
Case study of online machine learning for display advertising in Yahoo! JAPAN
Case study of online machine learning for display advertising in Yahoo! JAPAN
Case study of online machine learning for display advertising in Yahoo! JAPAN
DataWorks Summit/Hadoop Summit
ゲーム開発におけるTAの仕事とスキルについて。 私の事例ということで簡単にまとめたものです。
テクニカルアーティストの仕事とスキル ~パイプライン系TAの事例~
テクニカルアーティストの仕事とスキル ~パイプライン系TAの事例~
Manabu Murakami
2016年1月15日に行われたNVIDIA Deep Learning Day 2016での講演です。 エヌビディア合同会社 エンタープライズビジネス事業部 井﨑 武士 既にディープラーニングの活用は拡がっています。このセッションでは世界中の様々な事例をご紹介します。またドワンゴ、みずほ証券、ABEJAをゲストにお迎えして、日本でのディープラーニングの先進的な事例をご紹介して頂きます。 FACEBOOKの提唱するBig Surアーキテクチャなど、ディープラーニングを活用するためのシステム構築のノウハウや、Microsoft Azure、IBM SoftLayer など、ディープラーニングに最適なクラウドの活用についてもご紹介します。 さらにディープラーニングのシステム構築を請負うインテグレーター各社(NTTコムウェア、クロスコンパス、システム計画研究所、テクノスデータサイエンス・マーケティング、データセクション、モルフォ、リアクティブ)にもご登壇頂き、皆様の課題解決のお役に立ちます。
拡がるディープラーニングの活用
拡がるディープラーニングの活用
NVIDIA Japan
http://clrh.connpass.com/event/39238/ でジニアス平井のセッションスライドとなります。 代理でアップロードいたしました。
Genius Halloween Festival 2016
Genius Halloween Festival 2016
なおき おさだ
Xp Terakoya No04
Xp Terakoya No04
takepu
https://www.hubspot.com/state-of-marketing · Scaling relationships and proving ROI · Social media is the place for search, sales, and service · Authentic influencer partnerships fuel brand growth · The strongest connections happen via call, click, chat, and camera. · Time saved with AI leads to more creative work · Seeking: A single source of truth · TLDR; Get on social, try AI, and align your systems. · More human marketing, powered by robots
2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot
Marius Sescu
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPT
Expeed Software
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage Engineerings
Pixeldarts
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits. To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups. Technology For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did. While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis. Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad. Age and Gender When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same. Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers. Race Affects Attitudes As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
ThinkNow
This article is all about what AI trends will emerge in the field of creative operations in 2024. All the marketers and brand builders should be aware of these trends for their further use and save themselves some time!
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
marketingartwork
How our culture helps to save energy.
Skeleton Culture Code
Skeleton Culture Code
Skeleton Technologies
Materials from Pepsico for their presentation at the 2024 CAGNY conference. Made 2/21/24
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
Neil Kimberley
The deck from Contently’s popular Content Methodology webinar with Rebecca Lieb, Joe Lazauskas, and Ari Kepnes.
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
contently
Presented 1/4/2024 Visit Albert's List: https://bit.ly/findyournextjob
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
Albert Qian
A report by thenetworkone and Kurio. The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
Kurio // The Social Media Age(ncy)
The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands. It’s important that you’re ready to implement new strategies in 2024. Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024. You’ll learn: - The latest trends in AI and automation, and what this means for an evolving paid search ecosystem. - New developments in privacy and data regulation. - Emerging ad formats that are expected to make an impact next year. Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape. If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
Search Engine Journal
From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world. With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively. The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage. Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience. See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers See the original article on Forbes here: http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
SpeakerHub
Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world. Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance. For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age. Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
Clark Boyd
a presentation to give to a programming class on how to land a 6 figure job right out of college, and how to prepare during and after school
Getting into the tech field. what next
Getting into the tech field. what next
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Lily Ray's MozCon talk from 2023 about how core updates work and how search intent plays a role.
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Lily Ray
Stop putting off having difficult conversations. Seven practical tips to ensure your next difficult conversation go smoothly.
How to have difficult conversations
How to have difficult conversations
Rajiv Jayarajah, MAppComm, ACC
A brief introduction to DataScience with explaining of the concepts, algorithms, machine learning, supervised and unsupervised learning, clustering, statistics, data preprocessing, real-world applications etc. It's part of a Data Science Corner Campaign where I will be discussing the fundamentals of DataScience, AIML, Statistics etc.
Introduction to Data Science
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Vit Horky
The six step guide to practical project management If you think managing projects is too difficult, think again. We’ve stripped back project management processes to the basics – to make it quicker and easier, without sacrificing the vital ingredients for success. “If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.” Dr Andrew Makar, Tactical Project Management
The six step guide to practical project management
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A presentation for absolute beginners who have never touched TikTok and may be a bit scared of it!
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https://www.hubspot.com/state-of-marketing · Scaling relationships and proving ROI · Social media is the place for search, sales, and service · Authentic influencer partnerships fuel brand growth · The strongest connections happen via call, click, chat, and camera. · Time saved with AI leads to more creative work · Seeking: A single source of truth · TLDR; Get on social, try AI, and align your systems. · More human marketing, powered by robots
2024 State of Marketing Report – by Hubspot
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Marius Sescu
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Everything You Need To Know About ChatGPT
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The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
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Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits. To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups. Technology For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did. While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis. Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad. Age and Gender When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same. Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers. Race Affects Attitudes As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
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How Race, Age and Gender Shape Attitudes Towards Mental Health
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This article is all about what AI trends will emerge in the field of creative operations in 2024. All the marketers and brand builders should be aware of these trends for their further use and save themselves some time!
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
marketingartwork
How our culture helps to save energy.
Skeleton Culture Code
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Skeleton Technologies
Materials from Pepsico for their presentation at the 2024 CAGNY conference. Made 2/21/24
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Neil Kimberley
The deck from Contently’s popular Content Methodology webinar with Rebecca Lieb, Joe Lazauskas, and Ari Kepnes.
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contently
Presented 1/4/2024 Visit Albert's List: https://bit.ly/findyournextjob
How to Prepare For a Successful Job Search for 2024
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Albert Qian
A report by thenetworkone and Kurio. The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).
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Kurio // The Social Media Age(ncy)
The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands. It’s important that you’re ready to implement new strategies in 2024. Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024. You’ll learn: - The latest trends in AI and automation, and what this means for an evolving paid search ecosystem. - New developments in privacy and data regulation. - Emerging ad formats that are expected to make an impact next year. Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape. If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
Search Engine Journal
From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world. With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively. The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage. Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience. See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers See the original article on Forbes here: http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b
5 Public speaking tips from TED - Visualized summary
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SpeakerHub
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a presentation to give to a programming class on how to land a 6 figure job right out of college, and how to prepare during and after school
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基板画像分類コンペお話
1.
基盤画像分類 コンペのお話 Takeru Kurihara (
@Ruketa )
2.
あなたはだれ? 栗原健(くりはら たける) Twitter:Ruketa(@kuripoon) ランニング Personal 製造業向けシステム開発 例:CAD/CAM Favorite Work ・業務の合間に勉強中 ・好きなライブラリ Pytorch Machine Learning
3.
AIQuestについて
4.
コンペってなに? 主催者側から提供されたデータで分析を行い 参加者間でスコアを競うイベント
5.
コンペの概要 データ 分析 モデル 作成 推論 結果 提出 ランキング Public Leader Board 期間中は何度も繰り返す ランキング Private Leader Board Public と Privateの違い
6.
コンペの内容 課題設定 基盤画像からハンダの良品・不良品判定 画像数 良品:100枚、不良品(角:57枚、ブリッジ:30枚、芋:103枚) 評価指標:F1スコア → 1.0に近い程良い値
7.
コンペの結果 最終順位:68位 / 225人 最終スコア:0.9215686 提出回数:30 期間:10/15
~ 11/06 約3週間
8.
やったこと
9.
ベースラインの作成 1. 学習用データ読込 2. 前処理:リサイズ(224
X 224) 3. モデル作成 a. VGG16で転移学習 b. 良品、不良品の2分類 4. 学習 a. Epoch数:10, Batch size : 64くらい, 最適化:Adam 5. 評価(Hold out ⇒ 8:2で分割) 6. 提出データ作成して提出 ⇒ スコアは0.8くらいでした。
10.
前処理の追加 基盤部分の切り取り 元画像 必要なのはここだけ 背景は不要
11.
基盤の切り抜き OpenCVで対応 元画像 グレースケール 2値化
矩形抽出 結果
12.
データ水増し ⇒ 効果あったが、Epoch数増やさないとLossが下がりきらない Epoch数を上げて対応。10 ⇒ 100くらい 学習時間が30~40分くらいになる
13.
回転、反転(水増しに利用) ・Pytorchの以下のメソッドを使用 ・torchvision.transforms.RandomHorizontalFlip ・torchvision.transforms.RandomRotation
14.
良・不良 ⇒ 正常・芋・角・ブリッジ 2分類から4分類へ リサイズ Convolution VGG16 良:0.6 角:0.1 芋:0.1 ブリッジ:0.2
15.
分類モデルの変更 VGG16より新しいモデルを試した ・Resnet(50, 152 …
) ・DenseNet ・EfficientNet 試した時点では劇的な効果なかった。。。 前処理 > モデル
16.
学習パラメータの調整 実行環境はGoogleColaboratoryを使っていた。 何度もGPUリソースの使用上限に達して辛かった。⇒12h以上待たないといけない。
17.
ここまでやって期限前日になった 目標:100位より上、頑張って50位以上 この時の順位:120位くらい PL:0.87 上位は0.98 ~ 0.99で争ってた。。。
18.
さいごの悪あがき とりあえず、推論結果を眺める
19.
さいごの悪あがき んっ? 結構結果がバラついている 1 0
0 0 1 1 0 0 2 0
20.
さいごの悪あがき 今までは1回の推論結果しか見てなかった 1 0 0
0 1 1 0 0 2 0 一番多い結果を採用してみよう
21.
0.87 少し改善した 0.92 68位
22.
感想とまとめ 1. 画像処理、何が効くかわからない 2. 計算力は力 3.
試行錯誤は勉強になる 4. 上位の人たちを競争を見るときは 炭治郎の気持ち
23.
おわり ありがとうございました!!
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