A.I. Learns to Drive From Scratch in Trackmania Yosh 2022-03-12 | I made an A.I. that teaches itself to drive in the racing game Trackmania, using Machine-Learning. I used Deep-Q-Learning, a Reinforcement Learning algorithm. Again, a big thanks to Donadigo for TMInterface !Contact : Discord – yosh_tmTwitter – twitter.com/yoshtm1
AI beats multiple World Records in Trackmania Yosh 2024-03-13 | I trained an AI in Trackmania with reinforcement learning, and made it compete against human World Records on 3 different pipe tracks.Between research, programming and editing, these videos take a long time to produce. Any support on Patreon will help me to spend more time on that in the future :) • Patreon : patreon.com/YoshtmContact • Discord: yosh_tm • Twitter: yoshtm1 • Mail: yoshtm.yt@gmail.comThe maps shown in this video can be downloaded on TMX and played in Trackmania Nations Forever: • 1) One Hella Long Pipe (It requires TMUnlimiter !) - https://tmnf.exchange/trackshow/8484272 • 2) Calm Down - https://tmnf.exchange/trackshow/1293088 • 3) Are You Serious ?! - https://tmnf.exchange/trackshow/5152869Wirtual made a nice video about his world record on the track Calm Down, don’t hesitate to watch it : youtube.com/watch?v=x-uEI6zQCi0More generally, if you want to learn more about this game, check out his streams and videos, he makes fantastic content !• twitch.tv/wirtual• youtube.com/@WirtualYou can find a list of the musics I used at the end of the video. Special thanks to Beik Poel for allowing me to use their song En aften ved svanefossen : youtube.com/watch?v=KBl-QdasurUThanks to Donadigo, for TMInterface !donadigo.com/tminterfaceAll Trackmania Nations Forever tricks TIERLIST – Fliks.youtube.com/watch?v=jokU_OtO9Q0Into The Breach vs. Karmine Corp | Semifinal 2 | World Championship 2023 – Trackmania World Tour youtube.com/watch?v=MOyBM867Yes
Training an unbeatable AI in Trackmania Yosh 2023-09-30 | I trained an AI in Trackmania with reinforcement learning, until I couldn't beat it. I just opened a Patreon page, where you can support this YouTube channel with a donation (link below). Between research, programming and editing, these videos take a long time to produce. Any support will help me to spend more time on that in the future ! This one in particular took up most of my time over the last six months. I hope you like the result, and I'm open to any feedback to improve the quality of these videos :) I'll post more details on the Patreon page to explain what I plan to do next.• Patreon : patreon.com/YoshtmIf you want to try these maps, you first need to have both Trackmania Nations Forever (TMNF) and TMInfinity installed. Then, you can download the maps on Trackmania Exchange (TMX). Everything is free, and you can use the links below.• TMNF : http://files.trackmaniaforever.com/tmnationsforever_setup.exe • TMInfinity: unlimiter.net/download • Download the maps on TMX : https://tmnf.exchange/tracksearch?query=author%3a+yoshtmContact • Discord : yosh_tm • Twitter : twitter.com/yoshtm1 Special thanks to Donadigo, for TMInterface !
A.I. learns to drive on a pipe Yosh 2021-06-18 | A.I. learns to drive on a pipe in Trackmania, using machine-learning.Thanks to everyone who sent me a replay on the second map !Contact : Discord – yosh_tmTwitter – twitter.com/yoshtm1____________________________________________________Some more details about the supervised learning part : I'm playing with a keyboard, and A.I. learns to predict which keys I will press for a given set of inputs. I'm recording "Left" and "Right" as 0 (no press) or 1 (press). A.I. uses a joystick, so it needs to predict a single direction value between 0.0 and 1.0. So, for each set of inputs, its neural network predicts the probabilty that I would turn left and the probability that I would turn right. And A.I. uses the highest probabilty to know in which direction it should turn, and with what intensity.
Can A.I. finish this track without crashing ? Yosh 2021-01-09 | A.I. learns to drive in Trackmania with NEAT algorithm, but it is not allowed to hit walls !Contact : Discord – yosh_tmTwitter – twitter.com/yoshtm1Music : youtube.com/watch?v=yfkI4i0Rz2g
A.I. teaches itself to drive in Trackmania Yosh 2020-11-13 | A.I. teaches itself to drive in Trackmania, using NEAT algorithm, which is a particular type of Genetic Algorithm. This algorithm is used to select a neural network with optimal weights, and also an optimal structure. Thanks Trabadia ! His Youtube channel : youtube.com/user/Trabadia1More information about NEAT algorithm : neat-python.readthedocs.io/en/latest/neat_overview.htmlContact : Discord – yosh_tmTwitter – twitter.com/yoshtm1
AI plays the new Trackmania game (2020) Yosh 2020-08-13 | A new Trackmania game was released on July 1st. I've adapted the AI from the previous video to drive in this new edition ! Sorry about my accent, English and French subtitles are available if you want :)Some more details about the AI : I'm using artificial neural network, a machine-learning algorithm. The network has 16 inputs (15 wall distances + speed) and 4 outputs (forward, backward, left, right). The model in this video has 2 hidden layers (64 + 16 neurons). I tried other configurations and it didn’t change much. In Trackmania² stadium, I used image analysis to retrieve the speed value in the bottom right corner of the screen. It’s not possible anymore in the new game. Instead, I'm using Openplanet to access directly the game’s API. This way, I can get other data such as gear. I tried to add this additional information as input data of the model, but it doesn’t improve the AI. I recorded 50.000 data lines in order to train the model. For each frame, I can use its mirrored version to double the amount of data. So I used 100.000 data records in total (90.000 for training + 10.000 for validation).My program captures about 13 frames per second.Thanks to the Openplanet community for the help ! (https://openplanet.nl/)Contact : Discord - yosh_tmTwitter - twitter.com/yoshtm1 Music : 1) Airtone - Forgottenland2) Meydän - Synthwave Vibe3) His Boy Elroy - Revolve
AI plays Trackmania Yosh 2020-06-12 | Hi :) I wanted to make an Artificial Intelligence able to play trackmania for a long time. I spent a lot of time on this project and I hope you like the final result !I'm using artificial neural network, a machine-learning algorithm. The network has 16 inputs (15 wall distances + speed) and 4 outputs (forward, backward, left, right). The model in this video has 2 hidden layers (64 + 16 neurons). I’ll try to improve it in the future.I hope the voice recording isn’t too bad quality. Any feedback is welcome ! Contact : Discord - yosh_tmTwitter - twitter.com/yoshtm1 Music : 1) Phone Call – Jon Brion (extended version)2) Forever – Martin Garrix, Matisse & Sadko
3000 self-driving cars in Trackmania Yosh 2020-05-08 | Hey :) this is my first k-project on trackmania. In fact, it's my first big editing video on trackmania !I tried something a bit different : generally, on this type of video, replays are driven one by one by some players. Here, replays are also driven one by one, but everything was done automatically. I wrote a script that drives automatically a replay on a map, then saves it, then starts again, etc. Each replay is driven with random inputs. It took 50h of automatic driving in total.Hope you like the final result ;)Contact : Discord - yosh_tmTwitter - twitter.com/yoshtm1Music : 1) In The Hall Of The Mountain King (PD Arrangement) - Trent Reznor, Atticus Ross2) Les Ramoneurs de menhirs- Dañs Gwadek 1
