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Create a reinforcement learning agent for playing checkers game

$250-750 USD

Closed
Posted over 8 years ago

$250-750 USD

Paid on delivery
This project requires you to create an agent which improves the checkers game. So first the game needs to be created which plays itself then the reinforcement learning agent should be added to it to improve the results of the game and it should start learning.
Project ID: 9040029

About the project

5 proposals
Remote project
Active 8 yrs ago

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5 freelancers are bidding on average $475 USD for this job
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Hi, I am Sourabh Jain, I am an experienced python programmer. I have also written feed forward neural network (fully connected) in python for analysis of stock price movements. For reinforcement learning, I will take target value and present value as function of sum of black/red pieces with weights . I will minimize the RMS error from target value and every move will update the weights using normalized error. If you would like to discuss this further, I am available. Regards Sourabh
$500 USD in 10 days
4.9 (17 reviews)
5.1
5.1
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Hi, I have just completed a project implementing multiplayer Checkers game in Python, and so can easily adapt the relevant code to this project if necessary. At university I studied artificial intelligence as part of my degree, the main assessment of the course being to implement a neural network, so I have experience in the sort of machine learning required as well as a theoretical background in other techniques which could be applied. Please get in touch if you wish to discuss the project in more detail.
$310 USD in 10 days
4.6 (1 review)
2.0
2.0
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Hi there! More information is needed before I can make a proper proposal. In particular I would like to know: 1. How comprehensive does the game need to be? Does it need to be displayed? If so, does it need to have a graphical display or would an ASCII display be fine? Will it be required for a human to play against the A.I.? 2. Is there any restriction/preference as to the type of machine learning algorithm? My preference is to use a Random Forest (using sklearn) off the shelf then to try out different types of Neural Networks (using theano). 3. What is the end-goal for this project? What needs to be handed-in or presented? The code? A playable A.I.? I have lots of other questions on top of these but I will wait to hear back before asking. Despite the lack of info the project sounds really cool and I would love to work on it :) I'm currently working on a human-in-the-loop-strategy to train a probability distribution classifier at work. This is all in python also and it sounds like there's a big overlap with this project. Hope to hear back from you, Ben
$333 USD in 10 days
5.0 (2 reviews)
1.3
1.3
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I really like this kind of work (using machine learning) . I have done a similar project in the past (checkers game using reinforcement learning). I'm sure I can deliver the work you need in the specified time.
$500 USD in 7 days
0.0 (0 reviews)
0.0
0.0

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United States
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Member since Dec 4, 2015

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