CSCI-599 Applied Machine Learning for Games - Presentations
12/03/2019 12:00
CSCI-599 Applied Machine Learning for Games presentations & team pages are below.
The syllabus for that class is here.
Github for the course
https://github.com/csci-599-applied-ml-for-games
Adversarial-Deep-Q-Learning-Bot-for-Scotland-Yard:
Members: Harish Mohan, Khadija Zavery, Priyanka Narendra, Ramya NL, Shreyasi Chaudhary
Project Slides: https://docs.google.com/presentation/d/1O1fWk9NQ1tzLla8KOJslvunryjoEXq0qEQQ9E9_Fdds/edit?usp=sharing
Project Video: https://drive.google.com/a/usc.edu/file/d/1TfyMyP5O1V6UFFd0WuhJLBxsGQJu7YTT/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Adversarial-Deep-Q-Learning-Bot-for-Scotland-Yard
ale-transfer-learning:
Members: ABHAY ATRISH, KUNAL KOTWANI, KUSHAL D’SOUZA, PRABHJOT SINGH
Project Slides: https://prezi.com/p/zv8y_pd6cd0v/cs599-final-presentation/
Project Video: https://prezi.com/p/zv8y_pd6cd0v/cs599-final-presentation/
Github: https://github.com/csci-599-applied-ml-for-games/ale-transfer-learning
AML-in-Hovenstar:
Members: Zhewen Miao, Michael Yuen, Yifan Meng, Ye Xiao, Mengchen Tan, Chengxiang Duan
Project Slides: https://docs.google.com/presentation/d/1HnPtfEytc9EkMdGZvszt6NxtLTzqUTV4tMsk9Uv1yF8/edit?usp=sharing
Project Video: https://drive.google.com/file/d/1jd7iSqrAV1cJekA_Jx4zRO5MtwIvj4Xc/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/AML-in-Hovenstar
Auto-Drive-Self-Driving-Car:
Members: Namita Atri, Kaushik Shakkari, Rajat Agarwal, Pranav Gupta, Ishita Bedi
Project Slides: https://drive.google.com/file/d/1Vb5TahgsjLckevwtNrh5TgVRunQDNu3X/view?usp=sharing
Project Video: https://drive.google.com/open?id=1MNv6Fudl923YAp-lGRLVHfOPewaIr1xS
Github: https://github.com/csci-599-applied-ml-for-games/Auto-Drive-Self-Driving-Car-
Autonomous Racing Group:
Members: Baiyu Huang, Mengqian Yu
Project Slides: https://docs.google.com/presentation/d/1ClGHePbG3vONq5iPOeMZuXPsmiz8X9o8DTq4ZvwaIPo/edit?usp=sharing
Project Video: https://www.youtube.com/watch?v=UB6iie335yM
Github:
CubeRocker:
Members: Ouyu Lan, Peiyuan Qi
Project Slides: https://docs.google.com/presentation/d/1EEHSAi6k4wFvYTBy_BaSZlGpVgW-5gLUuxDONjm-BjE/edit?usp=sharing
Project Video: https://drive.google.com/file/d/1gv-E9f-BDWpNY7tUTisWlKlf4zZEASr6/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/CubeRocker
cs599-deepfakes:
Members: Adarsh Gopalakrishnan, Niveditha Kumaran
Project Slides: https://drive.google.com/open?id=1fCE8zqzqWXXnxvHaj8M4xYjvQBNQ3lwd
Project Video: https://drive.google.com/file/d/1i85q6m8PlUO4Oo_Q17YacO-GnFu53tMQ/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/cs599-deepfakes
DeepRL-For-RTS:
Members: Dhruv Mathew, Dhineshkumar Ramasubbu, Alagappan Maruthappan, Sushanth Ikshwaku Sriramaraju, Samiksha Manjunath
Project Slides: https://docs.google.com/presentation/d/1N0FLOH2mg3FU5BvXBBEPskUHQm2K--CN/edit#slide=id.p1
Project Video: https://www.youtube.com/watch?v=AK7aE2n2JLc&feature=youtu.be
Github: https://github.com/csci-599-applied-ml-for-games/DeepRTS
Donkey-Kong-ML:
Members: Ryota Dan, Aayushi Jethwani, Shivaan Kulanathan, Phathorn Thammasorn, Kristian Skistad
Project Slides: https://docs.google.com/presentation/d/1zgkaw6DUaODrrIH522tc-jPoBLIVb88JVLH3WvPtV2M/edit?usp=sharing
Project Video: https://drive.google.com/file/d/1yq-EPUoK_KTv_uSGgl6Db67yN2dJ1BLy/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Donkey-Kong-ML
FormBuddy:
Members: Christina Acojedo, Richie Gowtham, Cole Heflin, Abel John, Varun Vegi, Zili Zhou
Project Slides: https://drive.google.com/drive/u/1/folders/1Z3FDLQ3EJnXJcwX3tSJEP8TaTpCq450r
Project Video: https://drive.google.com/drive/u/1/folders/1Z3FDLQ3EJnXJcwX3tSJEP8TaTpCq450r
Github: https://github.com/csci-599-applied-ml-for-games/FormBuddy
Generic-Bot-for-racing-Games:
Members: Pramod Chandra Samudrala, Rittwik Adhikari, Bharath Chintamani
Project Slides: https://drive.google.com/open?id=1ZygRB2XCAN-WXQTYQV8eZ4T95O12tMJ_zB0c7K-psFA
Project Video: https://drive.google.com/file/d/1NT5H40A4bTi3N5gttJzUF5og2IHjkl94/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Generic-Bot-for-racing-Games
League-of-legends-bot:
Members: Brighton Keslin, Raunaq Trivedi, Bhanu Arora, Vani Singala, Menaka Ravi, Aishwarya Lohokare
Project Slides: https://docs.google.com/presentation/d/1CysfGGh9-O9KBqH5a-T8ncFDLtz4w6CH2cW5GfJH51E/edit?usp=sharing
Project Video: https://drive.google.com/a/usc.edu/file/d/1pfB3na3cBMGpqV61aJ8TGsxrXeY8EJpf/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/league-of-legends-bot
Max-up:
Members: Neelesh Vyas, Prachi Pravin Bhavsar
Project Slides: https://drive.google.com/open?id=1ANZfcF-HOpXD3UL4m_30RdZNcq7r23z-
Project Video: https://drive.google.com/open?id=1YDR_5XQs-6i881MGGgTKo46D6m0DHtGX
Github: https://github.com/csci-599-applied-ml-for-games/max-up
ML-football-commentary:
Members: Krish Lalwani, Mohak Wagh, Pranali Majmundar
Project Slides: https://drive.google.com/open?id=1qcYWyYXJYv197AKTvGrK32cKX-MPVdp8
Project Video: https://drive.google.com/open?id=1sVtXNz45FS4wXdCjFsbv85QqzoZ2SZbz
Github: https://github.com/csci-599-applied-ml-for-games/ML-football-commentary
Neural-Aim-Bot-for-CSGO:
Members: Saikrishna Chaitanya, Everest Law, Sanil Rego
Project Slides: https://drive.google.com/open?id=1dq-iVMe3fhjRLaoGUrEh1ybYrA5WqeD9
Project Video: https://drive.google.com/open?id=1Ilxle7xFdR5s3SHiv6u0A2BN6m2NRNyq
Github: https://github.com/csci-599-applied-ml-for-games/Neural-Aim-Bot-for-CSGO
NPC-Model:
Members: Varinthorn Bulakul, Nipun Singhal, Devansh Sharma, Dhananjay Tyagi, Zilu Li
Project Slides: https://drive.google.com/open?id=1ec5SBOcFrAo0eswQcGgOVCPFcL_n4M93hvOJmCU7kuk
Project Video: https://drive.google.com/open?id=1-asYYUGRhNIDpjIhYfSSrxbe8SyTSrZ3
Github: https://github.com/csci-599-applied-ml-for-games/NPC-Model
PokemonBattlerBot:
Members: Trevor Apple, Stephen Koy, Dan Yang, Divyanshi Sharma, Akshay Gulati
Project Slides: https://docs.google.com/presentation/d/1NleimDHb4C4zcj8C7TacQD-REnR2R-kGjD7GrKnr74I/edit?usp=sharing
Project Video: https://drive.google.com/file/d/19yGnY-snYW428kEAM9lm8vrKJE7fUyE4/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/PokemonBattlerBot
Pommerman:
Members: Kevin Cheng, Jameson Thai, Lance Newby, Myron Kwan, Allen Shen, Tianyi Sun, Muhammad Usmar Shahid, Raja Zain Abbas
Project Slides: https://docs .google.com/presentation/d/1L66DwXQKGa_Jknv6KJ577HtwSrYBmByJGZ0kJN8WT3c/edit?usp=sharing
Project Video: https://www.youtube.com/watch?v=_EHb5Zf_MeI&feature=youtu.be
Github: https://github.com/Pommerman/bomberman
Reinforcement-Learning-Contra:
Members: Karan Maheshwari, Namish Maheshwari, Saranya Kolanu, Swathi Nayak
Project Slides: https://drive.google.com/open?id=1Y1JF9RlVp1bSH8ZXX62-C0DzAM3SdgM7
Project Video: https://drive.google.com/open?id=1PmJOaavrSai-moNNMpZaQrAOS8-RM-Cp
Github: https://github.com/csci-599-applied-ml-for-games/Reinforcement-Learning-Contra
Slither.io_bot:
Members: Ankita Goswami, Kartikey Sapra, Sweety Bhartia, Trasha Dewan
Project Slides: https://drive.google.com/file/d/1n8By2aGK81lx2MwAzjhryJRjuIUxxKkg/view
Project Video: https://drive.google.com/file/d/1yz3kGX71AcCD_B4CLV2t2-Kt8wWN6ol2/view
Github: https://github.com/csci-599-applied-ml-for-games/Slither.io_bot
Sonic-Hedge-Bot:
Members: Akshansh, Rishabh and Shashank
Project Slides: https://drive.google.com/open?id=1A5Xs1BDRegvnEEQ7dLPiBagfrMBn7Li2/view?usp=sharing
Project Video: https://www.youtube.com/watch?v=gq6r8FbvUQw&feature=youtu.be
Github: https://github.com/csci-599-applied-ml-for-games/Sonic-Hedge-Bot
Stylized-Game-Env-Generation:
Members: Apoorva K H, Dhanya Raghu, Pulkit Pattnaik
Project Slides: https://drive.google.com/file/d/1P71jXcVWDDWKz7HtZMdG3nb_d288NSie/view?usp=sharing
Project Video: https://docs.google.com/presentation/d/1x7kmxYHpmhKsd6f9tguohKGLD6ZkRarEy9FMiXHJw90/edit?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Stylized-Game-Env-Generation
Sungpi (Screeps RL):
Members: Sungwon Chung
Project Slides: https://www.dropbox.com/s/nxgscr7idtje76h/Sungwon_Chung_8805925407.pdf?dl=0
Project Video: https://youtu.be/RaaTWEtA9fY
Github: https://github.com/csci-599-applied-ml-for-games/Screeps-RL
Transfer-Learning-Atari-Games:
Members: Chethan R Shetty, Dhanush Devraj, Jayanth Balachandra, Kruthi Channamallikarjuna
Project Slides: https://docs.google.com/presentation/d/1Jih0p2ZOW52D0efmKaqWQdY5xFsky-0nagLvnWxdb74/edit?usp=sharing
Project Video: https://www.youtube.com/watch?v=EOIF9reE8zI
Github: https://github.com/csci-599-applied-ml-for-games/Transfer-Learning-Atari-Games
Waterboi:
Members: Ikshita Mishra, Harmeet Singh, Gursheen Grewal, Sarthak Seth
Project Slides: https://drive.google.com/file/d/1g1oQjYvufuNoUYE4mzPrCRqJksGqNhze/view?usp=sharing
Project Video: https://drive.google.com/file/d/1f4s6-o8aaFJu1pQFY2j4C57eb9P5DR4C/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/PlayWithObjects-WaterBoi
The syllabus for that class is here.
Github for the course
https://github.com/csci-599-applied-ml-for-games
Adversarial-Deep-Q-Learning-Bot-for-Scotland-Yard:
Members: Harish Mohan, Khadija Zavery, Priyanka Narendra, Ramya NL, Shreyasi Chaudhary
Project Slides: https://docs.google.com/presentation/d/1O1fWk9NQ1tzLla8KOJslvunryjoEXq0qEQQ9E9_Fdds/edit?usp=sharing
Project Video: https://drive.google.com/a/usc.edu/file/d/1TfyMyP5O1V6UFFd0WuhJLBxsGQJu7YTT/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Adversarial-Deep-Q-Learning-Bot-for-Scotland-Yard
ale-transfer-learning:
Members: ABHAY ATRISH, KUNAL KOTWANI, KUSHAL D’SOUZA, PRABHJOT SINGH
Project Slides: https://prezi.com/p/zv8y_pd6cd0v/cs599-final-presentation/
Project Video: https://prezi.com/p/zv8y_pd6cd0v/cs599-final-presentation/
Github: https://github.com/csci-599-applied-ml-for-games/ale-transfer-learning
AML-in-Hovenstar:
Members: Zhewen Miao, Michael Yuen, Yifan Meng, Ye Xiao, Mengchen Tan, Chengxiang Duan
Project Slides: https://docs.google.com/presentation/d/1HnPtfEytc9EkMdGZvszt6NxtLTzqUTV4tMsk9Uv1yF8/edit?usp=sharing
Project Video: https://drive.google.com/file/d/1jd7iSqrAV1cJekA_Jx4zRO5MtwIvj4Xc/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/AML-in-Hovenstar
Auto-Drive-Self-Driving-Car:
Members: Namita Atri, Kaushik Shakkari, Rajat Agarwal, Pranav Gupta, Ishita Bedi
Project Slides: https://drive.google.com/file/d/1Vb5TahgsjLckevwtNrh5TgVRunQDNu3X/view?usp=sharing
Project Video: https://drive.google.com/open?id=1MNv6Fudl923YAp-lGRLVHfOPewaIr1xS
Github: https://github.com/csci-599-applied-ml-for-games/Auto-Drive-Self-Driving-Car-
Autonomous Racing Group:
Members: Baiyu Huang, Mengqian Yu
Project Slides: https://docs.google.com/presentation/d/1ClGHePbG3vONq5iPOeMZuXPsmiz8X9o8DTq4ZvwaIPo/edit?usp=sharing
Project Video: https://www.youtube.com/watch?v=UB6iie335yM
Github:
CubeRocker:
Members: Ouyu Lan, Peiyuan Qi
Project Slides: https://docs.google.com/presentation/d/1EEHSAi6k4wFvYTBy_BaSZlGpVgW-5gLUuxDONjm-BjE/edit?usp=sharing
Project Video: https://drive.google.com/file/d/1gv-E9f-BDWpNY7tUTisWlKlf4zZEASr6/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/CubeRocker
cs599-deepfakes:
Members: Adarsh Gopalakrishnan, Niveditha Kumaran
Project Slides: https://drive.google.com/open?id=1fCE8zqzqWXXnxvHaj8M4xYjvQBNQ3lwd
Project Video: https://drive.google.com/file/d/1i85q6m8PlUO4Oo_Q17YacO-GnFu53tMQ/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/cs599-deepfakes
DeepRL-For-RTS:
Members: Dhruv Mathew, Dhineshkumar Ramasubbu, Alagappan Maruthappan, Sushanth Ikshwaku Sriramaraju, Samiksha Manjunath
Project Slides: https://docs.google.com/presentation/d/1N0FLOH2mg3FU5BvXBBEPskUHQm2K--CN/edit#slide=id.p1
Project Video: https://www.youtube.com/watch?v=AK7aE2n2JLc&feature=youtu.be
Github: https://github.com/csci-599-applied-ml-for-games/DeepRTS
Donkey-Kong-ML:
Members: Ryota Dan, Aayushi Jethwani, Shivaan Kulanathan, Phathorn Thammasorn, Kristian Skistad
Project Slides: https://docs.google.com/presentation/d/1zgkaw6DUaODrrIH522tc-jPoBLIVb88JVLH3WvPtV2M/edit?usp=sharing
Project Video: https://drive.google.com/file/d/1yq-EPUoK_KTv_uSGgl6Db67yN2dJ1BLy/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Donkey-Kong-ML
FormBuddy:
Members: Christina Acojedo, Richie Gowtham, Cole Heflin, Abel John, Varun Vegi, Zili Zhou
Project Slides: https://drive.google.com/drive/u/1/folders/1Z3FDLQ3EJnXJcwX3tSJEP8TaTpCq450r
Project Video: https://drive.google.com/drive/u/1/folders/1Z3FDLQ3EJnXJcwX3tSJEP8TaTpCq450r
Github: https://github.com/csci-599-applied-ml-for-games/FormBuddy
Generic-Bot-for-racing-Games:
Members: Pramod Chandra Samudrala, Rittwik Adhikari, Bharath Chintamani
Project Slides: https://drive.google.com/open?id=1ZygRB2XCAN-WXQTYQV8eZ4T95O12tMJ_zB0c7K-psFA
Project Video: https://drive.google.com/file/d/1NT5H40A4bTi3N5gttJzUF5og2IHjkl94/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Generic-Bot-for-racing-Games
League-of-legends-bot:
Members: Brighton Keslin, Raunaq Trivedi, Bhanu Arora, Vani Singala, Menaka Ravi, Aishwarya Lohokare
Project Slides: https://docs.google.com/presentation/d/1CysfGGh9-O9KBqH5a-T8ncFDLtz4w6CH2cW5GfJH51E/edit?usp=sharing
Project Video: https://drive.google.com/a/usc.edu/file/d/1pfB3na3cBMGpqV61aJ8TGsxrXeY8EJpf/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/league-of-legends-bot
Max-up:
Members: Neelesh Vyas, Prachi Pravin Bhavsar
Project Slides: https://drive.google.com/open?id=1ANZfcF-HOpXD3UL4m_30RdZNcq7r23z-
Project Video: https://drive.google.com/open?id=1YDR_5XQs-6i881MGGgTKo46D6m0DHtGX
Github: https://github.com/csci-599-applied-ml-for-games/max-up
ML-football-commentary:
Members: Krish Lalwani, Mohak Wagh, Pranali Majmundar
Project Slides: https://drive.google.com/open?id=1qcYWyYXJYv197AKTvGrK32cKX-MPVdp8
Project Video: https://drive.google.com/open?id=1sVtXNz45FS4wXdCjFsbv85QqzoZ2SZbz
Github: https://github.com/csci-599-applied-ml-for-games/ML-football-commentary
Neural-Aim-Bot-for-CSGO:
Members: Saikrishna Chaitanya, Everest Law, Sanil Rego
Project Slides: https://drive.google.com/open?id=1dq-iVMe3fhjRLaoGUrEh1ybYrA5WqeD9
Project Video: https://drive.google.com/open?id=1Ilxle7xFdR5s3SHiv6u0A2BN6m2NRNyq
Github: https://github.com/csci-599-applied-ml-for-games/Neural-Aim-Bot-for-CSGO
NPC-Model:
Members: Varinthorn Bulakul, Nipun Singhal, Devansh Sharma, Dhananjay Tyagi, Zilu Li
Project Slides: https://drive.google.com/open?id=1ec5SBOcFrAo0eswQcGgOVCPFcL_n4M93hvOJmCU7kuk
Project Video: https://drive.google.com/open?id=1-asYYUGRhNIDpjIhYfSSrxbe8SyTSrZ3
Github: https://github.com/csci-599-applied-ml-for-games/NPC-Model
PokemonBattlerBot:
Members: Trevor Apple, Stephen Koy, Dan Yang, Divyanshi Sharma, Akshay Gulati
Project Slides: https://docs.google.com/presentation/d/1NleimDHb4C4zcj8C7TacQD-REnR2R-kGjD7GrKnr74I/edit?usp=sharing
Project Video: https://drive.google.com/file/d/19yGnY-snYW428kEAM9lm8vrKJE7fUyE4/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/PokemonBattlerBot
Pommerman:
Members: Kevin Cheng, Jameson Thai, Lance Newby, Myron Kwan, Allen Shen, Tianyi Sun, Muhammad Usmar Shahid, Raja Zain Abbas
Project Slides: https://docs .google.com/presentation/d/1L66DwXQKGa_Jknv6KJ577HtwSrYBmByJGZ0kJN8WT3c/edit?usp=sharing
Project Video: https://www.youtube.com/watch?v=_EHb5Zf_MeI&feature=youtu.be
Github: https://github.com/Pommerman/bomberman
Reinforcement-Learning-Contra:
Members: Karan Maheshwari, Namish Maheshwari, Saranya Kolanu, Swathi Nayak
Project Slides: https://drive.google.com/open?id=1Y1JF9RlVp1bSH8ZXX62-C0DzAM3SdgM7
Project Video: https://drive.google.com/open?id=1PmJOaavrSai-moNNMpZaQrAOS8-RM-Cp
Github: https://github.com/csci-599-applied-ml-for-games/Reinforcement-Learning-Contra
Slither.io_bot:
Members: Ankita Goswami, Kartikey Sapra, Sweety Bhartia, Trasha Dewan
Project Slides: https://drive.google.com/file/d/1n8By2aGK81lx2MwAzjhryJRjuIUxxKkg/view
Project Video: https://drive.google.com/file/d/1yz3kGX71AcCD_B4CLV2t2-Kt8wWN6ol2/view
Github: https://github.com/csci-599-applied-ml-for-games/Slither.io_bot
Sonic-Hedge-Bot:
Members: Akshansh, Rishabh and Shashank
Project Slides: https://drive.google.com/open?id=1A5Xs1BDRegvnEEQ7dLPiBagfrMBn7Li2/view?usp=sharing
Project Video: https://www.youtube.com/watch?v=gq6r8FbvUQw&feature=youtu.be
Github: https://github.com/csci-599-applied-ml-for-games/Sonic-Hedge-Bot
Stylized-Game-Env-Generation:
Members: Apoorva K H, Dhanya Raghu, Pulkit Pattnaik
Project Slides: https://drive.google.com/file/d/1P71jXcVWDDWKz7HtZMdG3nb_d288NSie/view?usp=sharing
Project Video: https://docs.google.com/presentation/d/1x7kmxYHpmhKsd6f9tguohKGLD6ZkRarEy9FMiXHJw90/edit?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/Stylized-Game-Env-Generation
Sungpi (Screeps RL):
Members: Sungwon Chung
Project Slides: https://www.dropbox.com/s/nxgscr7idtje76h/Sungwon_Chung_8805925407.pdf?dl=0
Project Video: https://youtu.be/RaaTWEtA9fY
Github: https://github.com/csci-599-applied-ml-for-games/Screeps-RL
Transfer-Learning-Atari-Games:
Members: Chethan R Shetty, Dhanush Devraj, Jayanth Balachandra, Kruthi Channamallikarjuna
Project Slides: https://docs.google.com/presentation/d/1Jih0p2ZOW52D0efmKaqWQdY5xFsky-0nagLvnWxdb74/edit?usp=sharing
Project Video: https://www.youtube.com/watch?v=EOIF9reE8zI
Github: https://github.com/csci-599-applied-ml-for-games/Transfer-Learning-Atari-Games
Waterboi:
Members: Ikshita Mishra, Harmeet Singh, Gursheen Grewal, Sarthak Seth
Project Slides: https://drive.google.com/file/d/1g1oQjYvufuNoUYE4mzPrCRqJksGqNhze/view?usp=sharing
Project Video: https://drive.google.com/file/d/1f4s6-o8aaFJu1pQFY2j4C57eb9P5DR4C/view?usp=sharing
Github: https://github.com/csci-599-applied-ml-for-games/PlayWithObjects-WaterBoi