Artificial intelligence commonly refers to the science and engineering of artificial systems that can carry out tasks generally associated with requiring aspects of human intelligence, such as playing games, translating languages, and driving cars. In recent years, there have been exciting advances in learning-based, data-driven approaches towards AI, and machine learning and deep learning have enabled computer systems to perceive the world in unprecedented ways. Reinforcement learning has enabled breakthroughs in complex games such as Go and challenging robotics tasks such as quadrupedal locomotion. A key aspect of intelligence is to not only make predictions, but reason about the uncertainty in these predictions, and to consider this uncertainty when making decisions. This is what this manuscript on "Probabilistic Artificial Intelligence" is about. The first part covers probabilistic approaches to machine learning. We discuss the differentiation between "epistemic" uncertainty due to lack of data and "aleatoric" uncertainty, which is irreducible and stems, e.g., from noisy observations and outcomes. We discuss concrete approaches towards probabilistic inference and modern approaches to efficient approximate inference. The second part of the manuscript is about taking uncertainty into account in sequential decision tasks. We consider active learning and Bayesian optimization -- approaches that collect data by proposing experiments that are informative for reducing the epistemic uncertainty. We then consider reinforcement learning and modern deep RL approaches that use neural network function approximation. We close by discussing modern approaches in model-based RL, which harness epistemic and aleatoric uncertainty to guide exploration, while also reasoning about safety.
Chavalada, hoy es el Creator's Day en itchio, por lo que es un momento especialmente bueno para pillarse mi bandeja de dados de bolsillo. Incluye tres modelos ilustrados distintos y una plantilla en blanco para personalizar. 🎲
https://minicarbonara.itch.io/pop-up-dice-tray-bandeja-de-dados-pop-up
Tooodo lo demás de mi itchio es "paga lo que quieras". Hay plantillas pop-up, aventuras para rol y hasta juegos completos.
How do you prefer to roll? Msyertdicegoblin.com
Sets shown above are as follows:
Standard: Ocean Fog Dice
Metal: Red and Silver Metal Dice Set
Sharps:Blue and Red Sharp d and d dice
#dnd #dnd5e #dungeonsanddragons #dice #dicegoblin #dm #dungeonmaster #diceroll #d20
Are you feeling daring enough to claim Acererak's Treasure? Roll for Perception! 🎲
#dungeonsanddragons #dnd #dice #dicegoblin #diceroll #dungeonsanddragons5e #blindbag #packopening #dicesets #d&dtiktok #dnd5e #diceblindbag #indiegameshop #gamestoretok
https://www.tiktok.com/@guildofgames/video/7325421947834223904?_r=1&_t=8j8d7rY5gzQ
To celebrate the release of Baldur’s Gate 3 and the culmination of the comeback of the classic RPG games, I have updated Rafflr with a new utility, dice roll! It is as simple as use standard dice notation ‘2d20’ to set up your roll, and you can add multiple dice sets. Tip: there is no limit on the number of sides, so you can also use it to generate random numbers
Check it out 👉🏻 http://rafflr.codesharegrow.net?menu=dice-roll
American variety streamer @angel_dreamz rolls the dice! With tactics, strategic planning, and a solid game plan, the #rnggods still have the last say. 🎲🎲🎲😅 #diceroll #indiegames
Rough Justice: '84 is an 80s neon-noir board-game-inspired strategy game with puzzles, dice, and cards, and is OUT NOW!
https://store.steampowered.com/app/1291860/Rough_Justice_84/
https://store.epicgames.com/de/p/rough-justice-84-89dd7a
https://www.gog.com/en/game/rough_justice_84
https://www.humblebundle.com/store/rough-justice-84
#strategy #indiegame #indiedev #game #gamer #games #streamer
John Ross 7 🔴⚪️
John Ross 7 🔴⚪️
N-gated Hacker News
Yeray ✏️ ✂️ 🎲
GeekProjects News
Kristina W Kelly
Mystery Dice Goblin
Guild Of Games
Héctor Tortosa
Gamma Minus