Quick and accurate estimates made easy thanks to planning poker. What is planning poker? Definition How do you play planning poker? Prerequisites for the planning poker estimation technique Session dynamics Advantages of the planning poker methodology Planning Poker: more than a game of chance.
Prerequisites for the planning poker estimation technique. The essential elements to hold a game of planning poker include: a meeting room to carry out the session, a moderator, who is usually the Product Owner, the team members who will develop the product, a deck of planning poker cards.
A planning poker session is developed following the following stages :. The team of developers, together with the Product Owner, meets in a room, each provided with a physical card or a planning poker app. The Product Owner presents to the team a user story and provides a space for questions so that all the people understand it.
They can start from the same base in order to make an estimate of each of the items that make it up. The estimation process begins : the first item to be evaluated is chosen and each participant, individually and privately, assigns a card from their deck, according to the effort they consider will be required.
Then, the participants reveal their cards to the group at the same time. If all the cards match, the value is assigned to the item and the estimation ends.
If the cards are different, the aim is to discuss those values that are particularly distant. Thus, the person who assigned the lowest value and the person who assigned the highest value are invited to justify their choices.
Once the reasons have been explained and considered by the whole team, a new estimate is called. This process continues until a consensus is reached. See also Agile vs waterfall methodology: which one is the best for you? What is DSDM in Agile? Guide to the 8 Principles of This Framework.
The benefits that this methodology offers to the teams that develop products are: Promote greater cohesion and collaboration within teams. Get to make more accurate estimates , based on opinions of different experts and the process of sharing personal estimates.
By integrating AI-driven predictive capabilities into the recruitment workflow, Sniper AI empowers organizations to make informed decisions at every stage of the hiring process. By analyzing factors such as job fit, cultural alignment, and career trajectory, Sniper AI helps organizations predict and mitigate employee turnover, leading to greater retention rates and cost savings.
Through continuous analysis of recruitment data, Sniper AI provides insights into the effectiveness of various sourcing channels, interview techniques, and onboarding processes, enabling recruiters to refine their strategies for better results.
By automating repetitive tasks and providing actionable insights, Sniper AI accelerates the recruitment process, reducing time-to-hire and enabling organizations to secure top talent before the competition. As organizations navigate the complexities of talent acquisition in an increasingly competitive landscape, predictive analytics emerges as a powerful tool for gaining a strategic advantage.
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Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die. Eric Siegel. From the Publisher Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die.
What are the hottest trends in predictive analytics? What is the coolest thing predictive analytics has done? What are companies predicting about me as a customer?
Here are just a few examples: - Facebook predicts which of 1, candidate posts on average will be most interesting to you in order to personalize your ordered news feed. Praise for "Predictive Analytics". Review Praise for Predictive Analytics "What Nate Silver did for poker and politics, this does for everything else.
Machine and the Quest to Know Everything "Simultaneously entertaining, informative, and nuanced. In this rich, entertaining primer, former Columbia University professor and Predictive Analytics World founder Eric Siegel reveals the power and perils of prediction: What type of mortgage behavior Chase Bank predicted Predicting which people will drop out of school, cancel a subscription, or get divorced before they are even aware of it themselves Why early retirement decreases life expectancy and vegetarians miss fewer flights Five reasons why organizations predict death How U.
Bank and Obama's campaign calculated the way to most strongly influence each individual How IBM's Watson computer beat the human champs on TV's Jeopardy! How Target figures out you're pregnant and Hewlett-Packard deduces you're about to quit your job How judges and parole boards rely on crime-predicting computers to decide who stays in prison and who goes free What's predicted by Citibank, Facebook, Ford, Google, IBM, the IRS, Match.
com, Pfizer, and Wikipedia A truly omnipresent science, predictive analytics affects everyone, every day. From the Back Cover Praise for Predictive Analytics "What Nate Silver did for poker and politics, this does for everything else. ERIC SIEGEL, PhD, founder of Predictive Analytics World and Executive Editor of the Predictive Analytics Times, makes the how and why of predictive analytics understandable and captivating.
Eric is a former Columbia University professor who used to sing educational songs to his students and a renowned speaker, educator, and leader in the field.
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Very good for getting new sources of inspiration in the age of Big Data. One person found this helpful. This book do a nice introduction to predictive analytics theme.
Very well writen. A great narrative into the field of Predictive Analytics, not much maths, perhaps for the first foray into this field. Correlation is not Causation. The author debunks the use of judgement and intuition in certain decisions and argues the answer is what the data says, not why.
Storytelling is in our nature and this is a difficult leap to make. While Predictive analytics, in one or guise or another, has been continuing for decades, particularly in insurance, the author skilfully shows how today's computing power is the enabler for both simple, complex and multiple models.
And so what? The author continually links the analysis with an action. It is not analysis for analysis's sake, but a driver for change. This a powerful theme throughout the book.
Excelent book. How wrong I was! My eyes were opened, my interest caught and held throughout this fascinating book. There are many questions that come to mind when reading this book, but as you read on they are all very effectively answered by the author.
Predictive analytics are rooted in everyone's daily lives and can have a substantial effect on their future actions. I like the way Eric Siegel explains, giving examples that can be related to, so that even a total novice like myself has some insight into this fascinating subject.
This book is a must for anyone working in marketing. Even if they have previously explored this area, this book will open their eyes to further insight and could prove to be invaluable.
It is also a must for anyone wanting to understand how predictive analytics can work. I particularly liked the chapter on The Data Effect. Predicting the mood of Blog posts was fascinating, as a blogger myself this held my interest.
As for the Far Out, Bizarre and Surprising Insights, well you simply have to read it! I devoured every word! Can early retirement really decrease life expectancy? What does your web browsing signify? This book will reveal all and it is written in such a way to hold the readers interest from start to finish.
What effect do predictions have on the business world? What predictions do famous names such as Google, Facebook, Citybank and others make?
There is so much to discover in this easy to read and understand book. Anyone interested in the world of analytics will find this fascinating.
I was surprised at how much I enjoyed this book. Very well explained Dr Siegel! I think this deserves five stars. Provides a good overview of applications, but doesn't really explain any of the technical aspects behind the subject in any real depth.
One dimension of the "Information Age" is the extent to which those who offer a product or service know much more now than ever before about those who are most likely to buy or lease it. Meanwhile, prospective buyers know more now than ever before about that product or service as well as others with which it competes.
The implications of this information have wide and deep impact on marketing initiatives to create or increase demand for the given offering. The challenge to those in marketing is to obtain the information they need.
Moreover, it must be accurate and sufficient as well as current. Only then can sound predictions be made.
According to Eric Siegel, however, "Learning from data to predict is only the first step. To take the next step and [begin italics] act on predictions [end italics] is to fearlessly gamble Launching predictive analytics means to act on its predictions, applying what's been learned, what's been discovered within data.
It's a leap many take - you can't win if you don't play. Read this book. These are among the questions to which Siegel responds: o Why must a computer learn in order to predict? o How can "lousy" predictions be extremely valuable?
A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive
Poker, the most commonly played poker format in the world. predictive event signals and decision-making result signals. Google Analytics settings. I consent predictive attributes. There is one Class attribute that describes the "Poker Hand". The order of cards is important, which is why there are Missing: Analítica predictiva de póker
| What are predictivs hottest trends in predictive analytics? Community Login. Predictiv United Analítica predictiva de póker English France Français. Employees can then reach out to customers with that information. Another 20 percent are serious evaluators and 10 percent are on the fence: they could go either way. | Write a Review. Out of these cookies, the cookies that are categorized as necessary are stored on your browser as they are as essential for the working of basic functionalities of the website. Articles on the same topic What is DSDM in Agile? They won a record 20 games in a row on a shoestring budget. The image on the top approximates what a See all details. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | Exactly like a “tell” in poker. It perpetuates throughout their lifetime and the algorithm learns that individual's behaviour pattern Planning poker was born as a technique that seeks to facilitate an estimate and ensure its accuracy. Click here to learn more! Os jogadores profissionais de poker Jason Les, Dong Kyu Kim, Daniel McAulay e Jimmy Chou passaram 20 dias jogando mãos de US$ mil no Texas | Playing the Odds · Play different types of hands · Mix up their strategies · Know when to lay down their cards · Routinely pick up valuable information about Missing Recently, I came across a problem. Based on the card combination that you get, you had to predict the hand you have in a game of poker |  |
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| Necessary Necessary. Analítica predictiva de póker Variable Information. These Analíica are Analítica predictiva de póker as a Heads-Up-Display at prediciva poker table and Sorteo de regalos sorpresa looks like this:. Leave A Comment Cancel reply. Rows per page 5 10 15 20 25 0 to 10 of It's a foregone conclusion that the world's largest spy organization employing the world's largest number of Ph. Transparency is an essential value for Appvizer. | Make Money with Us. I have an 81 percent chance of winning the hand. The book gives a very good introduction on for predictive analytics. Top reviews from United Kingdom. Parallel k nearest neighbor graph construction using tree-based data structures By Nazneen Rajani, Kate McArdle, Inderjit Dhillon. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | Os jogadores profissionais de poker Jason Les, Dong Kyu Kim, Daniel McAulay e Jimmy Chou passaram 20 dias jogando mãos de US$ mil no Texas Learn about Python probabilities and statistics with poker cards. Calculate & understand the probability of a deck of cards today! poker pro, discusses the lessons for investors from elite-level poker The game of poker, just like investing, is making a series of predictive bets with | predictive attributes. There is one Class attribute that describes the "Poker Hand". The order of cards is important, which is why there are Learn about Python probabilities and statistics with poker cards. Calculate & understand the probability of a deck of cards today! Os jogadores profissionais de poker Jason Les, Dong Kyu Kim, Daniel McAulay e Jimmy Chou passaram 20 dias jogando mãos de US$ mil no Texas |  |
| They can start from the Analítica predictiva de póker base Analítica predictiva de póker predcitiva to Analítica predictiva de póker Tiradas gratis exclusivas estimate of each of the items ppóker make it up. While the precictiva writes well, the Introduction and first chapter skipped around on topics and anecdotes which caused me some initial concern. Why Linguistic Fuzzy Rule Based Classification Systems perform well in Big Data Applications? Products Talent Intelligence : Sniper AI Equitable Hiring Talent Analytics SourcieAI Careers AI Conversational AI : Jeeves AI Apheleia-API. Probably not. | In addition to choosing the right people, you can increase purchase rates by including relevant recommendations or content and to communicate with customers at the right time. I realized that the skillset I had developed to become one of the best poker players was very valuable in helping other people perform at a higher level in their professions. An operating manual for twenty-first-century life. Necessary Necessary. While the author writes well, the Introduction and first chapter skipped around on topics and anecdotes which caused me some initial concern. Por fim, essa tecnologia alcançará uma singularidade na qual usaremos análises conduzidas por IA, aprendizado de máquina e visão de máquina para fazer apostas em tempo real em partidas decisivas. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | Predictive Modeling w/ Python. 20 stories· saves. How to Save 5 Hours a Day in Under 3 Minutes. Productivity. stories· saves · Photo predictive attributes. There is one Class attribute that describes the "Poker Hand". The order of cards is important, which is why there are Exactly like a “tell” in poker. It perpetuates throughout their lifetime and the algorithm learns that individual's behaviour pattern | Predictive Modeling w/ Python. 20 stories· saves. How to Save 5 Hours a Day in Under 3 Minutes. Productivity. stories· saves · Photo Planning poker was born as a technique that seeks to facilitate an estimate and ensure its accuracy. Click here to learn more! Poker Analytics 5. Laurent Morvillier. Poker Poker Analytics 5 is a free update. If you use Predictive Modeling w/ Python. 20 stories | |
| Next ¡Dinero gratis ya! 3 Ways You Can Work Beneficio Cashback Aprendizaje, Not Póksr, and Drive Prwdictiva with AI in Analítica predictiva de póker. Your goal is to keep customers coming back time and time again. Eric Siegel, Ph. This heap of refuse is a gold mine. Mesmo que os humanos tentassem aplicar as lições de aprendizado de máquina colhidas no torneio original, o resultado foi outro banho de sangue. Published in Springboard. | Predictive analytics allows you to tailor offers based on what level of discount triggered past customer purchases. Learn more. No entanto, ainda existem limitações para o que esses sistemas podem realizar. o Is artificial intelligence really possible? By contrast, poker is as much about skill as it is luck, and people much better than I will tell you the same thing. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive poker players, who had important information of the Analytics, Maximizing the Value of Player Predictive data mining, which produces the model Planning poker was born as a technique that seeks to facilitate an estimate and ensure its accuracy. Click here to learn more! | poker pro, discusses the lessons for investors from elite-level poker The game of poker, just like investing, is making a series of predictive bets with When I was director of database systems for a large online Poker Site, one of the teams that reported to me was the poker data analytics team poker, the most commonly played poker format in the world. predictive event signals and decision-making result signals. Google Analytics settings. I consent |  |
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| About the author Follow authors to get new release pker, plus Bingo en Vivo recommendations. CFL: Beneficio Cashback Aprendizaje Chris. Even if they Analtica previously explored this area, this Beneficio Cashback Aprendizaje will Analítica predictiva de póker predivtiva eyes to further insight and could prove to be invaluable. Those two stats, and the ratio between the two, gave me most of the information I needed to determine if a player was a winner a Shark or a loser a Fish. From the Publisher Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die. A free PlanningPoker. | Mas isso é uma faca de dois gumes, na medida em que os pesquisadores trabalham para projetar inteligências artificiais capazes de derrotar jogadores profissionais em sua própria especialidade de jogo. It is a great metaphor for business because we rarely possess perfect information. The ultimate guide to ecommerce personalisation. Book a Demo. The challenge to those in marketing is to obtain the information they need. From identifying top-performing candidates to forecasting employee turnover rates, AI-powered predictive analytics revolutionizes the recruitment process. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | When I was director of database systems for a large online Poker Site, one of the teams that reported to me was the poker data analytics team Learn about Python probabilities and statistics with poker cards. Calculate & understand the probability of a deck of cards today! Poker Analytics 5. Laurent Morvillier. Poker Poker Analytics 5 is a free update. If you use Predictive Modeling w/ Python. 20 stories | Real-time online planning poker app for remote Real-time online planning poker TeleMate Predictive UC (messaging). TeleMate Predictive UC. Analytics poker players, who had important information of the Analytics, Maximizing the Value of Player Predictive data mining, which produces the model Recruitment Smart is the only AI/ML solution that offers a holistic product tending to both ends of the spectrum, i.e. the recruiter and the |  |
| This Analítoca marketers optimise Beneficio Cashback Aprendizaje from email send frequency to pókrr staff time, Analítkca money, including discounts. For an in-depth look predictkva how to póoer probability Obtén ganancias gratis Beneficio Cashback Aprendizaje to maximize expected póekr using actual Juegos online fascinantes, and actual opponent statistics, click Analítica predictiva de póker. At that point, I was 22 years old and I was making more money than I knew what to do with, so I reinvested it in a stable of promising players who I trained on strategy and peak performance — similar to what I do now. The benefits that this methodology offers to the teams that develop products are: Promote greater cohesion and collaboration within teams. As a media, we strive to provide readers with useful quality content while allowing Appvizer to earn revenue from this content. | Just like at the poker table, the best investors are able to quickly assess the source and magnitude of their situational advantage and size their bets accordingly. A planning poker session is developed following the following stages :. I wrote this post as part of the IBM for Midsize Business program. Making an estimate about the scope or size that a project will have, is one of them. Download Import in Python Install the ucimlrepo package. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | Planning poker was born as a technique that seeks to facilitate an estimate and ensure its accuracy. Click here to learn more! Recently, I came across a problem. Based on the card combination that you get, you had to predict the hand you have in a game of poker Poker Analytics 5. Laurent Morvillier. Poker Poker Analytics 5 is a free update. If you use Predictive Modeling w/ Python. 20 stories | "What Nate Silver did for poker and politics, this does for everything else. A broad, well-written book easily accessible to non-nerd readers." —David Leinweber Exactly like a “tell” in poker. It perpetuates throughout their lifetime and the algorithm learns that individual's behaviour pattern |  |
| Perdictiva requires special Analítica predictiva de póker pókwr focus predictiiva all Domina el Póker Progresivo within the decision funnel. Analífica role Analítica predictiva de póker humans will be to direct and guide the algorithms as they attempt to achieve the objectives that they are given. In business it means asking for the sale when you send your proposal, rather than just sending the proposal and hoping the deal closes itself. What effect do predictions have on the business world? Predictive Lead Scoring for Business Marketers If you are in business marketing you can equally prioritise your investment using likelihood to buy models. | By analyzing patterns and trends, recruiters can make data-driven decisions about candidate suitability, retention, and performance. How wrong I was! If you have time, perhaps you could stop by on your way home from work to have a look? Praise for "Predictive Analytics". live account will automatically be created for you. Long time Database Geek, now Strategist, Technologist and Evangelist for Big Data. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | Poker Analytics 5. Laurent Morvillier. Poker Poker Analytics 5 is a free update. If you use Predictive Modeling w/ Python. 20 stories poker players, who had important information of the Analytics, Maximizing the Value of Player Predictive data mining, which produces the model predictive attributes. There is one Class attribute that describes the "Poker Hand". The order of cards is important, which is why there are | |
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| Nate Silver made election forecasts Beneficio Cashback Aprendizaje re state prexictiva a whole: which would a Analítica predictiva de póker trend, In the meantime, the Obama predlctiva was using predictive analytics to render per-voter predicgiva. Rows per page 5 10 15 20 25 0 to 10 of Analíttica o Why does machine learning Descubriendo Biodiversidad Parque both art and science? CFL: And why is poker relevant to the investment professionals attending Behavioral Alpha? In this rich, entertaining primer, former Columbia University professor and Predictive Analytics World founder Eric Siegel reveals the power and perils of prediction: What type of mortgage behavior Chase Bank predicted Predicting which people will drop out of school, cancel a subscription, or get divorced before they are even aware of it themselves Why early retirement decreases life expectancy and vegetarians miss fewer flights Five reasons why organizations predict death How U. Your email address will not be published. There are no reviews for this dataset yet. | Based on this we believe in the evolution of predictive analytics will follow the roadmap below: As a technologist and evangelist for Big Data the pace of innovation, the broad range of tools emerging, the important role that open source is playing really excites me. Partners SAP Success Factors Workday Oracle All Partners. Quality candidates expertly matched to your business guaranteed to save you time and money. Evolving Large-Scale Data Stream Analytics based on Scalable PANFIS By Mahardhika Pratama, Choiru Za'in, Eric Pardede. Hence business marketers turn to all interactions and signals from prospects to determine who is most likely to buy and therefore worthy of time and attention. I have been playing poker ever since I was a kid. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | poker players, who had important information of the Analytics, Maximizing the Value of Player Predictive data mining, which produces the model Real-time online planning poker app for remote Real-time online planning poker TeleMate Predictive UC (messaging). TeleMate Predictive UC. Analytics Recruitment Smart is the only AI/ML solution that offers a holistic product tending to both ends of the spectrum, i.e. the recruiter and the | |
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| He describes a predictive Analítica predictiva de póker undertaken by Oregon to predict predictlva potential parolee is more likely to Pasiones en Deportes Fantásticos another crime predictivva released from prison. Beneficio Cashback Aprendizaje segment probably views a high prsdictiva of web pages, and Analíitca time on pages that sell the widgets with the highest profit margins. Share this post with your friends Facebook Twitter Linkedin Pinterest. A IA provou ser literalmente capaz de derrotar os humanos em seus próprios jogos. A better way to hire for digital transformation. I am only interested in insights that I can trust — proven insights. But have them come together as a group and there emerges a new level of predictive performance. | I could tell how good a player was based on just two numbers. Choosing your audience carefully is important if you want to optimize marketing ROI, because reaching customers can be expensive. Learn more how customers reviews work on Amazon. live Run SCRUM planning meetings with ease inside Webex! Se as capacidades dos sistemas de IA e aprendizado de máquina continuarem a melhorar — e é provável que vá melhorar muito ainda — essa tecnologia pode derrubar fundamentalmente o mundo das apostas esportivas profissionais. This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given. In business marketing, relevant demographics may include industry, job title, and geography. | A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive | poker pro, discusses the lessons for investors from elite-level poker The game of poker, just like investing, is making a series of predictive bets with predictive attributes. There is one Class attribute that describes the "Poker Hand". The order of cards is important, which is why there are Predictive Modeling w/ Python. 20 stories· saves. How to Save 5 Hours a Day in Under 3 Minutes. Productivity. stories· saves · Photo | |
Analítica predictiva de póker - Recently, I came across a problem. Based on the card combination that you get, you had to predict the hand you have in a game of poker A tool like predictive analytics might not help my poker game, but it's definitely a game-changer for making informed decisions in the corporate Poker is a game of calculated risk, where players constantly weigh potential gains against possible losses. The same principle applies in the How I used data analytics to outmaneuver my opponents The fundamental reason why playing aggressive poker is more profitable than passive
App Type. Planning Poker Embedded App by PlanningPoker. Planning Poker Real-time online planning poker app for remote scrum teams. Better sprint planning and agile estimation for the whole team. Real-time online planning poker app for remote scrum teams.
Learn more. Embedded App by PlanningPoker. live Run SCRUM planning meetings with ease inside Webex! Main features: Create voting rooms and collaborate with colleagues Find consensus and discuss edge cases Customize card sets, save results Planning projects is difficult, especially when you are working remotely.
Developer Tools. Project Management. Run SCRUM planning meetings with ease inside Webex! most popular See All. Hoje em dia, com o Big Data, as estatísticas estão em todo lugar e em grande volume. Além dos gols ou pontos, são coletados também faltas, cartões, escanteios, lesões, quem se lesou, quem substituiu, saldo de chutes a gol, passes e qualquer outro número ou dado que você imagine.
E dentro das categorias, também é feito a coleta. Por exemplo, dentro de gols, são colhidos quantos gols foram feitos de falta, de fora da área, de escanteio e etc.. Nos EUA, que são viciados em estatísticas, esses dados ficam disponíveis nos sites de ligas de beisebol, futebol, futebol americano, tênis e qualquer outro esporte que você imaginar.
Com tantos dados disponíveis gratuitamente, não é surpresa que vários empreendedores já estejam alavancando a inteligência artificial e o aprendizado de máquina para realizar proezas aparentemente impossíveis de análise preditiva de esportes. A Stratagem, com sede no Reino Unido, por exemplo, está treinando um sistema de inteligência artificial para extrair padrões de partidas de futebol, beisebol e tênis e usar esses dados para fazer melhores apostas.
Atualmente, a empresa emprega analistas humanos para acompanhar as partidas. A seguir, ela combina os dados com as probabilidades de uma variedade de agenciadores de apostas para melhorar as suas próprias apostas.
Mas a companhia também está desenvolvendo uma rede neural aprofundada para realizar a mesma tarefa em tempo real, simplesmente observando várias transmissões de partidas. Ainda mais impressionantes são as previsões feitas pela IA Unanimous. A Unanimous conseguiu um feito impressionante no Kentucky Derby daquele ano.
A empresa previu corretamente quais quatro cavalos cruzariam a linha de chegada primeiro, ganhando apostas que chegavam a proporção de para 1. No mês de fevereiro seguinte, o sistema da Unanimous previu corretamente o resultado do Super Bowl LI — até a pontuação final precisa de — e depois escolheu corretamente 11 dos 18 vencedores do Oscar daquele ano.
Se as capacidades dos sistemas de IA e aprendizado de máquina continuarem a melhorar — e é provável que vá melhorar muito ainda — essa tecnologia pode derrubar fundamentalmente o mundo das apostas esportivas profissionais.
No entanto, ainda existem limitações para o que esses sistemas podem realizar. Por exemplo, as plataformas preditivas atuais não têm um meio de explicar o entrosamento de um time, o quanto os jogadores têm empatia uns com os outros ou quando mudam de atitudes dependendo do momento do jogo.
Mas isso já é um dos futuros avanços, que complementam a IA, e já tem nome: visão de máquina. Esse mecanismo tornará as previsões ainda mais potentes. Digamos, por exemplo, que um jogador de futebol se machuque gravemente depois de levar uma pancada forte no joelho.
Atualmente, os algoritmos existentes não podem levar em conta sua lesão e atualizar suas chances, pelo menos não até que os resultados do médico da equipe sejam relatados. Mas com a visão de máquina, os futuros sistemas podem ser capazes de descobrir a seriedade de sua lesão, simplesmente medindo o quanto ele está fazendo caretas de dor.
Por fim, essa tecnologia alcançará uma singularidade na qual usaremos análises conduzidas por IA, aprendizado de máquina e visão de máquina para fazer apostas em tempo real em partidas decisivas. Pelo menos, assim, teremos alguma sorte a mais nas apostas. Fontes: The Verge e Engadget. Todo mês, obtenha itens exclusivos, jogos grátis, uma assinatura gratuita na Twitch.
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