Games like Dyna-Q: Agents that can plan

About In this simulation, I train an agent to balance a ball that is launched onto a platform, avoiding the machinery below for 15 seconds. Despite the task appearing straightforward, it presents a couple of new challenges that haven't been in my previous agents. This agent uses Q-Learning with linear function approximation and  tile coding to handle the state space. You can take control of the pl… If you enjoyed this game, see our list of games similar to Balancing a ball: Ai.

This is the forth entry in my series of Unity for AI Education. Code is available for this and all other projects on my GitHub (username MLivanos), released under an MIT license.  Explore the inner workings of the Q-Learning algorithm for blackjack, a classic casino game where two players receive a hand of two cards and the goal is to get a value of 21 without going over. Aces count as either 1 or… If you enjoyed this game, see our list of games similar to Blackjack! For QLearning.

You Deserve a Seat at the Table provides players with the right tools to excel in corporate environments. This 2D Puzzle game offers an exciting alternative to common dull approaches. Ordinary business concepts such as Critical Thinking and Problem Solving are taught through interactive mini-games. Working your way up the corporate ladder can be tough, but it doesn’t have to be! With You Des… If you enjoyed this game, see our list of games similar to You Deserve a Seat at the Table.

About Tower Of Hanoi is a mathematical puzzle that involves moving a stack of disks from one peg to another, following certain rules. You can only move one disk at a time, and you can't place a larger disk on top of a smaller one. Your goal is to move the entire tower from the first peg to the middle peg, following the set rules. The Reinforcement Learning Agent If you click the "Agent solve" butt… If you enjoyed this game, see our list of games similar to Tower Of Hanoi - Ai.

Introduction Nim is a strategic game where players take turns removing objects from distinct heaps, aiming to avoid taking the last object. The origins of the game can be traced back to ancient China, and it has been played in various forms for over two thousand years. In this version of Nim, there are three piles, each filled with a random number of tokens. On your turn, you have to remove one or… If you enjoyed this game, see our list of games similar to Nim -Ai.

About Face off against a reinforcement learning agent in this classic Flash game. Click on your bow and pull back to aim, release to fire. The first to hit their opponent three times wins. The Agent The agent sees its environment through a state, which includes the current wind conditions, the player's position, and the bow's current angle and power. It can choose from five actions: increasing or … If you enjoyed this game, see our list of games similar to Archery - Ai.

99%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:story, grinding

99% User Score Based on 127 reviews

Loophole is a grid-based puzzle game about exploiting the rules of time travel. Explore a mysterious labyrinth on the brink of destruction. With explosions just a few tiles away, use time machines to turn back the clock and escape into past. Your past selves - the actions you just performed - will be waiting. Will they help you or hurt you? That's for you to decide. After all, they're just you. If you enjoyed this game, see our list of games similar to Loophole.

88%Game Brain Score

Most mentioned positive aspects:story, gameplay

Most mentioned negative aspects:stability, grinding

88% User Score Based on 418 reviews

Carefully plan your team's tactics in close quarters battles. Use the timeline to synchronize each door breach, grenade throw and room entry with precision. Watch your team execute your plan autonomously in epic cinematic replays. Take on challenging roguelike campaigns or standalone missions. If you enjoyed this game, see our list of games similar to No Plan B.

79%Game Brain Score

Most mentioned positive aspects:graphics, story

Most mentioned negative aspects:gameplay, grinding

79% User Score Based on 107 reviews

Might is Right is an old-school turn-based strategy game, it has simple controls and deep complex mechanics. If you enjoyed this game, see our list of games similar to Might is Right.

Welcome! Welcome to my Abstract Painter! It's  an  HTML5 interactive model that allows a user to explore diffusion of color. The interactive simulation is intended to be used by the individual student or learner who is attempting to further understand the concept. The  interactive is a NetLogo simulation built in NetTango which allow a user to manipulate an environment with block-based coding and … If you enjoyed this game, see our list of games similar to Programming an Abstract Painter.

65%Game Brain Score

Most mentioned positive aspects:replayability, emotional

Most mentioned negative aspects:gameplay, stability

61% User Score Based on 228 reviews

Critic Score 85%Based on 1 reviews

The Most Hockey Ever! Franchise Hockey Manager 4 is the deepest, most authentic hockey strategy game available. FHM 4 is officially licensed by the NHL®, includes real 2017-18 rosters, packs even more features than any of its predecessors, and takes the series to a whole new level in terms of realism and gameplay. If you enjoyed this game, see our list of games similar to Franchise Hockey Manager 4.

65%Game Brain Score

Most mentioned positive aspects:story, humor

Most mentioned negative aspects:gameplay, stability

65% User Score Based on 158 reviews

Take on the character of an aircraft accident inspector and explain the causes of crashes. Travel to the crash sites, where you will have to: * Secure the Crash Site * gather Evidence * create photographic documentation Having collected the evidence, go to the hangar and solve the puzzle: * inspect the aeroplane parts * iinterview witnesses * reconstruct the wreckage * … If you enjoyed this game, see our list of games similar to Plane Accident.

81%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:music, story

81% User Score Based on 420 reviews

A first-person puzzle game. Simply walk to the door. Create your own check point. 30 Levels. If you enjoyed this game, see our list of games similar to Disoriented.

62%Game Brain Score

Most mentioned positive aspects:story, graphics

Most mentioned negative aspects:grinding, optimization

62% User Score Based on 332 reviews

Eidolon is a game about exploring a mysterious landscape and uncovering the stories of the people who lived there once before. It is a game about history, curiosity, interconnectedness, and the slow and inevitable beauty of life. You will be dropped into the dreary and mystical Western Washington circa 2400 c.e. with little to guide your way. Awaiting you is a vast landscape filled with wildlife,… If you enjoyed this game, see our list of games similar to Eidolon.

48%Game Brain Score

Most mentioned negative aspects:gameplay, story

48% User Score Based on 124 reviews

Blacksmith Legends is a RPG simulation strategy game where you inherit a small workshop and build your way up. Your job is to craft/modify your recipe's, manage your workshop/employees, become hero or villain with, compete against other blacksmith's in the Kingdom. Impress or dethrone your King! If you enjoyed this game, see our list of games similar to Blacksmith Legends.

67%Game Brain Score

Most mentioned positive aspects:music, humor

Most mentioned negative aspects:graphics, gameplay

65% User Score Based on 102 reviews

Critic Score 72%Based on 3 reviews

Deliver Zany Passengers While Dodging Mile-High Skyscrapers & Blabbermouth Pedestrians. If you enjoyed this game, see our list of games similar to MiLE HiGH TAXi.

92%Game Brain Score

Most mentioned positive aspects:graphics

Most mentioned negative aspects:gameplay, grinding

92% User Score Based on 64 reviews

Explore logic symbols. Discover the rules. Solve complex puzzles. Conquer all zones. Feel the power of your logical side! If you enjoyed this game, see our list of games similar to Pure Logic.

87%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:story

87% User Score Based on 124 reviews

Experience a Fast-Paced Roguelite Turn-Based Strategy game with a New Turn-Based Engine which will need you to plan early on and create strategies that would lead your army to victory. Create an army with different Characters and Leaders to choose from and explore this Roguelite world. If you enjoyed this game, see our list of games similar to Immortal Tactics: War of the Eternals.

95%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:optimization, stability

95% User Score Based on 166 reviews

A hex-grid puzzle-tactics card game. Outwit and outlive your enemies, while upgrading your deck. A lightweight game of bite-sized encounters. If you enjoyed this game, see our list of games similar to Ardor.

74%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:optimization

74% User Score Based on 76 reviews

Medievalien is a story-rich action rogue-like where a fantasy Medieval world has been invaded by Alien creatures. Use multiple characters, gather loot and manage your equipment to overcome ever harder challenges and unravel Medievalien's story and its secrets. If you enjoyed this game, see our list of games similar to Medievalien.

85%Game Brain Score

Most mentioned positive aspects:gameplay, story

Most mentioned negative aspects:grinding

85% User Score Based on 1,124 reviews

A unique mix of adventure and idle game. Plan and optimise your loops carefully and let the grind happen automatically. Explore this unique world, meet strange characters and escape the loop. A high-quality idle game that elevate the mechanics through an old school pixel-art adventure. If you enjoyed this game, see our list of games similar to Stuck In Time.

Brief Description: This iteration now includes setting time limits, adjusting target size, dynamic score tracking, and starting the game via a start button. It also retains animation-focused enhancements like choosing which animations to see via a dropdown, adjusting animation speed via slider, reversing animations, allowing for simultaneous animations, and toggling the visibility of UI elements f… If you enjoyed this game, see our list of games similar to IT201_Project04_Anthony_Rodier.

90%Game Brain Score

Most mentioned positive aspects:graphics, gameplay

Most mentioned negative aspects:optimization, stability

90% User Score Based on 754 reviews

You play an apprentice of the solver's guild. Solvers are the most important people in this world because puzzle storms are rising all over the place, making people's lives harder. You're challenged with graduating your solver's exam by saving the princess from the nearby castle. Supraworld is a First-Person-Puzzle-Metroidvania. The interconnected world will expand the more upgrades and abilit… If you enjoyed this game, see our list of games similar to Supraworld.

76%Game Brain Score

Most mentioned positive aspects:music, gameplay

Most mentioned negative aspects:story, graphics

100% User Score Based on 27 reviews

Adventure is calling! Choose your Mission and a Captain, Crew and Ship. Take Actions to advance through their story cards. Actions boost your Action Speed for this run, and completing cards increases it permanently. Once your Action Speed is high enough you will complete Missions, permanently increasing your Maximum Morale. Keep an eye out for positive events that will make the game clock run q… If you enjoyed this game, see our list of games similar to Starcremental.

75%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:grinding, monetization

75% User Score Based on 395 reviews

World of Shooting lets you compete in realistic shooting sports matches, train tactically in ‘killhouses’, and collect your own armory from hundreds of historic and modern firearms! Currently, the game has over 120 firearms (up to 300 models total will be added), and 250+ accessories — scopes, red dot and laser sights, weapon lights, magazines, suppressors, ammunition, etc., all corresponding… If you enjoyed this game, see our list of games similar to World of Shooting.

51%Game Brain Score

Most mentioned positive aspects:story

Most mentioned negative aspects:music

80% User Score Based on 15 reviews

Welcome to an immersive trading simulation experience. In this game, the dynamics of financial markets are realistically replicated in a safe, virtual environment. Utilizing real market data, it offers a lifelike trading experience, suitable for both seasoned traders and beginners. The game does NOT require any 3rd-party accounts. After launching the game from Steam, it automatically creates and … If you enjoyed this game, see our list of games similar to dontred: SIMTrading.

58%Game Brain Score

Most mentioned negative aspects:gameplay, graphics

58% User Score Based on 72 reviews

In DevLife you start your career just before hitting 18. It's up to you to choose who you want to be - a graphic designer or maybe a programmer? Will it be a Website design or Mobile Applications? It is up to you to decide! And what if you chose wrong? Well... You will have to live with that! If you enjoyed this game, see our list of games similar to DevLife.

50%Game Brain Score

Most mentioned negative aspects:story, gameplay

50% User Score Based on 1 reviews

Re:Ozma is a 2D Action-Adventure sandbox game. RE:OZMA features exploration, multiplayer, community, digging, infinite creativity, crafting, building, combat with a variety of creatures in a procedurally generated 2D world. If you enjoyed this game, see our list of games similar to RE:OZMA.

79%Game Brain Score

Most mentioned positive aspects:graphics, gameplay

Most mentioned negative aspects:story, atmosphere

79% User Score Based on 173 reviews

Please Fix The Road is a colorful, minimalistic, laid-back and casual puzzle game in which it's probably not hard to guess... you're fixing roads! In each level you have a specific limited set of tools that will help you get all the cars, boats, trains or animals from their point A to point B. The mentioned animals include, of course, kittens, dogs and... pink llamas! You are able to manipulate… If you enjoyed this game, see our list of games similar to Please Fix The Road.

66%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:story, grinding

66% User Score Based on 215 reviews

Labyrinth is a bold and innovative new Collectible Card Game (CCG) adventure that allows players to experience the depth of traditional CCGs and the action of tactical role-playing games in an immersive 3D universe. In Labyrinth, players are both Adventurers and Dungeon Masters. As Adventurers they must assemble a powerful deck of Heroes and then invade rival dungeons and engage in epic player vs… If you enjoyed this game, see our list of games similar to Labyrinth.

84%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:grinding, replayability

84% User Score Based on 547 reviews

CrossCells is an ambient logic puzzle game. Use number clues to remove tiles and solve the puzzle. If you enjoyed this game, see our list of games similar to CrossCells.

82%Game Brain Score

Most mentioned positive aspects:graphics, music

Most mentioned negative aspects:gameplay, story

82% User Score Based on 120 reviews

Please Fix The Road is a colorful, minimalistic, laid-back and casual puzzle game in which it's probably not hard to guess... you're fixing roads! Your road repair doesn't have to be beautiful, it just needs to get the job done! If you enjoyed this game, see our list of games similar to Please Fix The Road.

79%Game Brain Score

Most mentioned positive aspects:story, gameplay

Most mentioned negative aspects:grinding, stability

78% User Score Based on 460 reviews

Critic Score 80%Based on 5 reviews

Insurmountable is a strategic adventure game with roguelike elements, in which you have to overcome a dangerous randomly generated mountain. Confront the differing terrains as a lonely mountaineer and make your way through Ice, Snow and Stone. Use items to keep up your steadily sinking stats, while making your way up and down the insurmountable heights. The dynamic and ever-changing weather system… If you enjoyed this game, see our list of games similar to Insurmountable.

25%Game Brain Score

Most mentioned positive aspects:graphics

Most mentioned negative aspects:gameplay, stability

25% User Score Based on 65 reviews

You play as a survivor of the end of the world, creating your own story, controlling a faction of people you choose how you live in the new world and what the rules are. Build up your economy and upgrade your base to draw in more survivors to your community. The choices you make of who you decide to be in this new world determine how the world and its people will treat you. If you enjoyed this game, see our list of games similar to Fall of Civilization.

TURN-BASED STRATEGY OF THE NEW GENERATION In this game, strategic decisions are more important than reflexes. You will find exciting single and multiplayer modes, as well as earning levels and rewards. Play in strategic standard mode, quick mode, and also in pairs mode with a friend. The main goal of the game is to stay alive longer than your opponent. A huge list of creatures, heroes, artifacts,… If you enjoyed this game, see our list of games similar to With The Fire And Sword.

Please Note - The game has updated - the manual is currently being updated. However, the in-game manual is up-to-date in the meanwhile. Please refer to that for all queries. Story Description Double Crossroads is a game about two assassins hunting each other. They are getting directions from you - and you want them both dead. Hence, you are feeding them the same instruction - trying to get th… If you enjoyed this game, see our list of games similar to Double Crossroads.

Step into the ultimate public transport experience with City Transport Simulator: Gold Edition! Drive, manage, and expand your very own transport company in the most immersive bus & tram simulation yet. Build routes, grow your network, and explore a detailed European-inspired city like never before. The Gold Edition contains everything from the Starter Edition, plus a full suite of premium ve… If you enjoyed this game, see our list of games similar to City Transport Simulator: Bus + Tram - Gold Edition.

About The Cart-Pole environment is a classic testbed in reinforcement learning, where the objective is to balance a pole on a moving cart. The challenge involves controlling the cart's movement to prevent the pole from falling over. How to play When the game starts you will be in control of the cart. Your task is to balance the pole for 30 seconds by pressing A and D to move left and right. If you… If you enjoyed this game, see our list of games similar to Cart Pole - Ai.

80%Game Brain Score

Most mentioned positive aspects:story, gameplay

Most mentioned negative aspects:optimization, stability

80% User Score Based on 240 reviews

RoadmapRanger's Path: National Park Simulator will expand during Early Access! Here's our official roadmap: About the Game In Ranger’s Path: National Park Simulator, you take on the everyday responsibilities of a real park ranger in the stunning Faremont National Park. Restore and maintain scenic trails, assist visitors, and document wildlife in a living, breathing ecosystem. You’ll … If you enjoyed this game, see our list of games similar to Ranger’s Path: National Park Simulator.

62%Game Brain Score

Most mentioned positive aspects:optimization, emotional

Most mentioned negative aspects:stability, gameplay

79% User Score Based on 29 reviews

You are a wild horse in the wild west! That's it . . . that's the game! ROAM is an silly sandbox game where you play as a wild horse! ✮ ✮ ✮ GAME FEATURES ✮ ✮ ✮ Customize your horse and herd! • The detailed horse editor allows you to create fun, unique horses! • Choose their ages, genders, names, and appearances and build the horse family of your dreams! Expand your herd by … If you enjoyed this game, see our list of games similar to ROAM: Wild Horse Simulator.

85%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:grinding, story

85% User Score Based on 304 reviews

Forge invincible defenses with lethal traps and devious machines, and crush relentless waves of adventurers in the ultimate tower defense showdown! If you enjoyed this game, see our list of games similar to Dungeon Warfare 3.

99%Game Brain Score

Most mentioned positive aspects:gameplay, replayability

Most mentioned negative aspects:story, graphics

99% User Score Based on 106 reviews

Flashpoint Campaigns: Cold War is a grand tactical combat simulation on the Cold War battlefield. As the force Commander, you will plan and then issue orders and Standard Operating Procedures to your battalion, brigade, or regimental forces, shaping the fight by maneuver and your intent. Your forces will engage the enemy in rendered real-world map locations. Each hex is 500m of militarily signific… If you enjoyed this game, see our list of games similar to Flashpoint Campaigns: Cold War.

91%Game Brain Score

Most mentioned positive aspects:gameplay, story

Most mentioned negative aspects:grinding, atmosphere

91% User Score Based on 275 reviews

Card Survival: Fantasy Forest is a card-based deep survival simulator and the next installment in the Card Survival Series. Experience what life would be like in the primordial forests of old. Carve out a home in a world teeming with beasts, spirits and monsters - where humans have yet to find their place. Key Features: Simple but deep System: A deep and detailed survival simulator in a v… If you enjoyed this game, see our list of games similar to Card Survival: Fantasy Forest.

80%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:story, optimization

80% User Score Based on 704 reviews

This is a Simulation game. You will manage your cloud city, recruit adventurers all over the world, take them for exploration, obtain resources and blueprints. Construct buildings, make equipment, produce items, so to develop your city into greatness together with your adventurers. If you enjoyed this game, see our list of games similar to The Leviathan's Fantasy.

91%Game Brain Score

Most mentioned positive aspects:music, atmosphere

Most mentioned negative aspects:graphics, gameplay

96% User Score Based on 46 reviews

Tiny Lands 2 brings finding the differences to the next level! Dioramas mix photorealistic daily objects in 3D, explore from any angle stunning visual scenes with a real sense of handcrafting, and enjoy beautiful experiences with a refreshing visual aesthetic to relax and chill. New ways of looking at things! Now you can explore the dioramas at more angles with more freedom with an orbital ca… If you enjoyed this game, see our list of games similar to Tiny Lands 2.

79%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:stability, grinding

79% User Score Based on 386 reviews

Craftomation 101 is a craft automation game about funny programmable robots CraftoMates who can move, eat, and craft things needed to terraform a frozen planet. You land on a frozen planet in a tiny rocket with a robot inside. Harvest and combine materials to discover new ones. Use visual programming to make the robot do the tiresome work for you. Slowly build a gang of self-sustaining robot work… If you enjoyed this game, see our list of games similar to Craftomation 101: Programming & Craft.

61%Game Brain Score

Most mentioned positive aspects:story, graphics

Most mentioned negative aspects:stability, optimization

61% User Score Based on 380 reviews

The missions undertaken by the crews of B-17 bombers during World War II are the stuff of legend. What was it like to fly through relentless anti-aircraft fire over Nazi-occupied Europe? What was it like to have a thin layer of steel between life and death at 15,000 feet? How did it feel to furiously fend off enemy fighters zipping around your plane and then to precisely deliver your payload over … If you enjoyed this game, see our list of games similar to B-17 Flying Fortress : The Mighty 8th Redux.

78%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:grinding, optimization

78% User Score Based on 504 reviews

Roadmap About the GameCAR MANUFACTURECar Manufacture is a game about building and managing a car factory in the early 20th century. With nothing but a few thousand dollars, you will have the opportunity to build and develop your own factory, designing every aspect of its operation. Start by constructing buildings and organizing the first production line. Hire employees and train them to ensure t… If you enjoyed this game, see our list of games similar to Car Manufacture.

87%Game Brain Score

Most mentioned positive aspects:gameplay, graphics

Most mentioned negative aspects:grinding, stability

87% User Score Based on 325 reviews

Roadmap About the Game⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀ Embark on an epic saga in Asgard's Fall, a norse Survivors-like Roguelite. Fight your way through hordes of creatures and let the gods feel your relentless wrath. How will your saga unfold? You can choose from a variety of heroes to demonstrate your might in the battle against Asgard, such as the fierce Warrior and the agile Huntress, each with their … If you enjoyed this game, see our list of games similar to Asgard's Fall — Viking Survivors.