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Sokoban Research work project using DNN or Reinforcement Learning

₹12500-37500 INR

Imefungwa
Imechapishwa about 1 year ago

₹12500-37500 INR

Kulipwa wakati wa kufikishwa
I am looking for a Freelancer to help me with a Sokoban research work project using either Deep Neural Network or Reinforcement Learning. No existing resources or datasets are needed, however the project will take 3 weeks. The research work involves experimenting and applying different deep learning algorithms or reinforcement learning algorithms to optimize strategies within the game of Sokoban. The goal of this project is to research the behavior of AI agents in handling tasks such as block relocation and identify the optimal solutions for each scenario. The desired outcome of the project is gaining insight into how to improve agent performance. This project will provide a great opportunity to gain experience in deep learning and/or reinforcement learning. Objective: We need to create new heuristic function for the Sokoban game. Also we should vizualise the game for user interface and show how the model performs (moves by the algorithm). Idea: I have refered to this paper ([login to view URL]). Also you refere ([login to view URL]). The main idea is to create own heuristic function and solve the game using a DNN model preferrably. Code: So we need to come up with our own hueristic function and create a sokoban environment and show how the model works on the environment (vizualisation). Evaluation and a graphical report similar to a paper.
Kitambulisho cha mradi: 36265086

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3 mapendekezo
Mradi wa mbali
Inatumika 1 yr ago

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Picha ya Mtumiaji
Hello Abishek, I hope this message finds you well. I will be able to help you with your project. I read through the description and it sounds like I am just the right person for it. I have the right skill set with sophisticated experience in Artificial Intelligence, Neural Networks, and Deep Learning. As a next step I would like to discuss some further questions with you. Either over the chat or a call, whatever you prefer. For my references and qualifications: I graduated in Computer Science with highest grades from one of the most reputable universities in Germany. Currently, I am enrolled in the Master's program. During my studies, I already published a paper on the subject of Artificial Intelligence. Further, I managed to get a lot of hands-on experience by working in several companies that operate in the field of Computer Science. As a native German speaker who was living in Canada for a year, my level in English is proficient/fluent. Further, I am in the preferred Freelancer program, making me part of the top 3% on the platform. Many successful past projects can be seen on my profile page. I am looking forward to working with you and if you have any further questions I would be happy to answer them. Best regards, Simon
₹37,200 INR ndani ya siku 14
5.0 (2 hakiki)
3.9
3.9
Picha ya Mtumiaji
Hi there. I can help you with this. I have first authored research papers published in A* conferences like CVPR. I have used RL with Q learning and Deep RL based models. Let’s discuss about exact requirements. Thanks
₹25,000 INR ndani ya siku 31
5.0 (1 hakiki)
0.8
0.8
Picha ya Mtumiaji
As you are looking for someone to create a new heuristic function for Sokoban while simulating it, I would be the best fit. Let me tell you why… I have already developed a weather prediction model as part of Kaggle competition, where I finished among the top participants. This is just one model I made in a month. I have 5 years’ experience. You can do the math! Your Sokoban project is doable. We can do your project by mapping the grid with five things; wall grid, path grid, block grid, dot grid (where the block is to be placed), and player position. Rest of the job will be handled by neural networks, and while RL can also be used, I don’t think it would be needed. If further needed along the line, I can also model this game on unity engine, while incorporating RL to make the computer smart enough to complete every level. But we can work on that after we finish this one. I’m only working here right now because I’m on top 3% freelancers waitlist at Toptal, but to make it worth your while, I will ask for a reasonable price. Consider it a gift from Pakistan to our neighbors.
₹25,000 INR ndani ya siku 7
0.0 (0 hakiki)
0.0
0.0

Kuhusu mteja

Bedera ya INDIA
Neyveli, India
0.0
0
Mwanachama tangu Jun 1, 2014

Uthibitishaji wa Mteja

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