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<!doctype html>
<html class="no-js" lang="zxx">
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<title>WDSS: Oh Hell!| WDSS Recruitment</title>
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<h2>WDSS: Oh Hell! Project</h2>
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<h4>Oh Hell! Project</h4>
<ul>
<li>WDSS</li>
<li><i class="fas fa-map-marker-alt"></i>Coventry, UK (Remote)</li>
<li>Temporary</li>
</ul>
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<p>Take part in this Summer Research Project ran by WDSS, building essential team-working experience and supercharging your CV with real-world experience.
More details about the Summer Research Projects scheme can be found on our <a href="https://research.wdss.io/summer-research-projects/"> info website</a>. </p>
<p>The final product will be published on WDSS's <a href="https://research.wdss.io/">research blog</a>.</p>
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<h4>Difficulty: ★ ★ ★ ★ ☆</h4>
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<h4>Project Overview</h4>
</div>
<p>This project will oversee the deployment of a Reinforcement Learning (RL) agent with the aim of gaining strategical insight into the game, Oh Hell.
<p>Oh Hell is a classic trick-taking card game first documented around 1930. It has been described as “one of the best round games” and was an all-time favourite of former US president Bill Clinton; it was taught to him by Steven Spielberg.
</p><p>The dealer deals a set number of cards to each player including himself and places a card face up in the centre (trump card). The player to the left of the dealer (small blind) initiates the bidding. The aim is to correctly guess the number of tricks (wins) you will take that round, and the total number of tricks must not equal to the number of cards dealt to each player in the round. During play, the small blind leads with the first trick (leading card), and players must follow the same suit unless unable to; otherwise, they may discard or trump. The highest trump wins the round, but if no trumps are played then the highest card of the leading suit wins. The trick winner begins the next trick. Points are awarded to those who correctly guessed the number of tricks they would take that round; incorrect guesses result in a negative point.
</p><p>A common variant of the game, Up and Down the River, sees the number of cards dealt start at 1, increase to 10 before coming back to 1 for a total of 19 rounds played. We will aim to gain tactical insight into this version of the game by building an RL agent which will play against itself as well as other people.
</p></p>
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<h4>Objectives</h4>
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<ul>
<li>Build and train the RL agent within a local environment.</li>
<li>Identify any ‘tactics’ used by the agent following training.</li>
<li>Build an online interface that allows the human players to play against the agent.</li>
</ul>
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<h4>Role Responsibilities</h4>
</div>
<b>Machine Learning Specialist</b>
<ul>
<li>Build and optimise the RL model for learning Oh Hell</li>
<li>Interpret the results</li>
<li>Contribute to the relevant sections of the final write-up</li>
</ul>
<b>Statistician / Data Scientist</b>
<ul>
<li>Get statistical and probabilistic insights into the game and propose a preliminary strategy</li>
<li>Assist with the building and deployment of the model</li>
<li>Contribute to the relevant sections of the final write-up</li>
</ul>
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<h4>Candidate Attributes</h4>
</div>
<ul>
<li>A passion for the project and, preferably, interdisciplinary data science in general</li>
<li>Self-starting attitude with willingness to research and problem-solve independently</li>
<li>Ability to work well in a team and clearly communicate your ideas</li>
<li>Strong time-management and organisational skills.</li>
<li>For the role of Statistician / Data Scientist intermediate Python is desired. Familiarity with R is a plus. </li>
</ul>
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<h4>How to Apply</h4>
</div>
<ul>
<li>Use the application button on this page to fill in the form where you should attach your CV and any other sources you think are relevant for the role (e.g. GitHub profile for a coding role)
as well as answering two further questions in which you should demonstrate your motivation and suitbility for the project.</li>
<li>Results to be announced by the end of term 3 (Saturday 3 July 2021)</li>
<li>You <b>can</b> apply for more than one project</li>
</ul>
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<h4>Job Overview</h4>
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<ul>
<li>Location : <span>Coventry, UK (Remote)</span></li>
<li>Start date : <span>05 July 2021</span></li>
<li>Application start : <span>15 May 2021</span></li>
<li>Application end : <span>25 June 2021</span></li>
</ul>
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<a href="https://forms.gle/eVP9hmBdU5wmxU8g6" target="_blank" class="btn">Application form</a>
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You can find the full application details in the job listing.
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<h4>About WDSS</h4>
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<p>WDSS is a student-led society focused on spreading the word of interdisiplinary data science through talks, networking, teaching, and research.</p>
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