Stockfish chess monte carlo5/8/2023 But the "real" theory behind MCTS is the math revolving around multi-armed bandit problems. The "original" MCTS algorithm used random play to guestimate the strength of a position. So where did the "Monte Carlo" name come from? Especially in the AlphaZero implementation, where there's no random play during inference / during games (!!). MCTS is very methodological despite the name. But Monte-Carlo in this instance meant "MCTS", and not "random play". Hmmm, you're right in that humans don't play randomly. Its a very elegant use of neural nets to improve the MCTS template. AlphaZero was interesting in that this manual tweaking of MCTS was left to the neural network training. Alpha-Beta search doesn't have any concept of this, and requires a Quiescence search engine "tacked on" for the feature. But its still very much a manually tweaked process: how much time to dedicate "exploring" bad moves, and how much time spent "exploiting" good moves (analyzing and making sure a "good" move is as good as you think it is). MCTS has a more elegant statistical theory behind it. The formula has some statistical guarantees about finding results that I never really understood, but hope to research and math-out one day. The precise formula involves a logarithm, division, and I think a square-root. Ex: every time you search a winning position 10,000 times, you want to search losing positions 100 times. The multiarmed bandit heuristic is to search "winning" positions more, but to "explore" losing positions less. Positions of "loss" or "draw" will be seen as a miss in the multi-armed bandit, but the "exploration" phase of the algorithm will randomly search a position anyway. Positions of "win" are seen as a "win" with a multi-armed bandit, and are explored further and analyzed further. It will NOT return until it gets that kind of evaluation. MCTS analyzes "deeper" positions, while Stockfish analyzes more exhaustively.Īnd again: classical MCTS (probably not AlphaZero) will keep going until it evaluates a position as "win", "loss", or "draw". MCTS on the other hand is almost ENTIRELY a quiescence search. Under certain conditions, Stockfish will search deeper (but not all conditions). I think my point is that Quiescence search is an explicitly programmed feature of Stockfish. Stockfish is also multithreaded and got a hash-table to remember previously searched positions (even positions from "another" branch of the tree). Stockfish uses iterated deepening as you've said, but that's very similar to Breadth-first search. Breadth-first search with Alpha-Beta pruning is how it is taught at universities. Nonetheless, the classical chess search algorithm is exhaustive. For example, Stockfish may recognize that some moves are "forced" and will iterate a specific variation deeper. The pruning in Alpha-beta is very much a heuristic that is applied on top of the template. So MCTS just naturally works with neural nets very well. which btw, performs way better than you'd expect.) might be used to "bootstrap" the exploration weights. Its possible that the original randomized MCTS algorithm (search randomly. Most of the input layers / early hidden-layers can be "recycled" between the "explore" function and the "evaluation" function.ĮDIT: I don't know how AlphaZero gets its "exploration" network trained up however. It seems like a very good way to have a single neural network mostly perform double-duty (aside from the two output nodes). It uses a neural-net to find "interesting" positions to guide the search, and the same neural net also evaluates the position (who is winning or losing). MCTS implemented by AlphaZero is different however. Think of it as a random-sample of the win/loss potential of a move. The reasoning is simple: on the average, a lot of "samples" of playthroughs will lead to a better estimate for win/loss probability. In effect, its a depth-first search, you play until you make a conclusion (potentially a "bad" conclusion). Classically, the original MCTS algorithms for Go would play all the way to the end of a game before searching other parts of the tree. Its an exhaustive search, like a breadth-first search. Monte-Carlo seems more akin to how humans play games.Īlpha-Beta pruning is the classical computer science algorithm, easier to understand, describe, and analyze.
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Bomber cat wwii shelter5/8/2023 They then started to smash into the wall but were confronted with a steel reinforced door.įortunately, they found a route inside and began chipping away at the side of the bunker to make a gap big enough for a crew member to crawl inside.Īnd after three long hours and nervous nail-biting from his watching owner, Droptop was brought out safe and sound. The crew started off by digging 8 feet until they could dig no longer. Everyone really pulled together.'Īs well as the community getting involved to save Droptop, expert volunteers from Warrior Fire and Rescue service came to his aid. 'People were bringing out extension leads and trays of tea. 'Me and my brother are both huge animal lovers so we weren't going to leave until we saved the cat. 'I was half-way through my tea when I stood up and told my wife I had to go save a cat. 'I saw the post on Facebook and just knew I had to get down there,' Mr Souster said. Some brought heavy duty tools, some brought inventive ideas and some brought out trays of tea for those trying desperately to free the cat. When he arrived at the scene at 7.30pm, there were around four or five people there.īut three hours later when Droptop was eventually freed, there were around 50 people gathered around the bunker. “To alleviate the health problems associated with working underground for prolonged periods of time, staff were made to strip to their underwear, put on a pair of protective goggles and stand in front of portable sun lamps like this one.The bunker is one of many remnants left from Martlesham Heath Airfield.Ĭoncerned about the feline's welfare, local resident Sharon Cudworth made a desperate plea for help on Facebook after several failed attempts to free him.Īnd luckily Ms Cudworth's pleas were answered by self-confessed animal lover and local resident Simon Souster. “It charts in great detail the devastating advance of the German forces in Russia in 1941 – 1942 and their gradual retreat in the years that followed.” © IWM SITE CWR 654 Churchill’s cigar. Staff were issued with passes like this one, which they were expected to show without fail to the guards as they passed.” © IWM Documents.2995 Large map from the Map Room Annexe. “Gaining access to the War Rooms meant running past a strict set of security checks. © IWM MH 27688 Entrance pass belonging to Wing Commander J S Heagerty. © IWM MH 000520 Churchill’s War Rooms bedroom. The double doors at center led to the annex of 10 Downing Street, where Churchill and family lived from December 1940. “The stark cautionary message on this telephone reveals the importance of secrecy above all else.” © IWM SITE CWR 617 On the left is the internal door that led down into the War Rooms. During the Blitz, many of them remained underground day and night, working here and sleeping between shifts in the sub-basement.” © IWM MH 531 The telephone from General Ismay’s room. The switchboard operators and typists “were all civilian women. Secrets of Churchill’s War Rooms draws from personal accounts of staff, archival photographs and images of the restored rooms to provide a behind the scenes look at this once-secret space. These inner workings are the subject of a new book by Jonathan Asbury, Secrets of Churchill’s War Rooms. The book provides fascinating details of life in this top-secret, subterranean space, such as the portable sun lamp used by staff who spent long hours underground the specially designed gas masks that would allow switchboard operators to continue working even in the event of an attack and the top-secret Transatlantic Telephone Room, which was given a toilet-stall style lock so staff presumed it was just Churchill’s own private lavatory.Īfter the war, the Churchill War Rooms were left abandoned until 1984, when they were re-opened to the public by the Imperial War Museum. It was, in Churchill’s words, “the room from which I’ll direct the war.” Churchill’s desk in his underground bedroom, where he made four of his wartime speeches. With tables laid out in a horseshoe configuration, this is where the heads of Army, Navy and Air Force would meet with Churchill. The site contained numerous important functions including the Map Room, for charting the course of the war, a broadcasting room and, most crucially, the Cabinet Room. Now known as Churchill’s War Rooms, the complex was situated beneath Whitehall and, for the next five years, would serve as the center of wartime operations. Winston Churchill broadcast these words from a secret underground command center in central London on September 11, 1940, just after Germany began bombing the city. Neighbours back from hell game5/8/2023 Chances are, you'll also get tired of watching Mr. The repetitive and formulaic gameplay feels firmly rooted in the past. While the graphics clean up nicely thanks to its Aardman-esque art style. Ultimately, it's the fact that Neighbors Back From Hell is a remaster of two games that are over 15 years old that stops it from overly impressing in 2020. There are handy icons in the bottom left corner of the screen that let you know what they're going to do next. Still, the difficulty level never feels too challenging, although some might feel frustrated thanks to the game's trial-and-error nature combined with the task of dodging both unfortunate subjects. Rottweiler's mother also becomes someone to avoid in the later episodes of Neighbors Back From Hell, making sneaking around even more of a hassle. reusable items and a mini-game in which you have to try to keep an object in a circle for a certain time while it fights to escape. New game elements will also be added, such as: B. As the episodes then take place in multiple locations like China, Mexico and even on a boat, the action becomes a little less repetitive but much more over the top. Rottweiler and his mother to various locations on their vacations. On the edge of stalker territory, Woody follows Mr. Things get a little weird in the second half of Neighbors Back From Hell. Rottweiler three times, your efforts have been in vain. Sometimes it's a good option too, because if you've been caught red-handed by Mr. Once you complete the goal in each episode, you can head right out the front door if you want. However, you don't have to complete all of them to progress. The pranksĮach episode has a set number of pranks for you to discover and complete, and you get a gold coin for each one you pull off successfully. Or you can use a permanent marker to blur out the picture of his mother he proudly displays in his hallway. For example, if you find superglue, you can apply it to the binoculars he's constantly peering curiously across the street with. Once you've obtained an item, your next task is to figure out where to use it to prank the hapless Mr. On your undetected path through the rooms, you'll find useful items hidden from view, hiding in things like drawers and trash cans. The gameplay itself is best described as point and click meets stealth. But as the episodes progress, more and more rooms of the house are brought into play and its routines become much more elaborate. For example, in the first episode, he just moves back and forth between the living room and the kitchen, enjoying a lazy day. Rottweiler goes about his daily business. Initially, you only have four rooms to explore, and you want to do so while Mr. You can tackle the episodes in any order you like in each season, and once you've fought your way through all four seasons, a final episode will open to wrap up the antics of the game's neighbor pranks.įor the first two seasons, the action is confined to Mr. Neighbors back From Hell RemasteredĪ remastered compilation of both the original Neighbors From Hell and its sequel, Neighbors From Hell 2: On Vacation, Neighbors Back From Hell rearranges your episodes into four bingeable seasons. Rottweiler and has called in a film crew to follow him. At the end of this less than five-hour adventure, you'll find yourself wondering if the tide has turned. In Neighbors Back From Hell, Woody's neighbor seems like a pain in the ass. And if you don't have a troublesome neighbor, you have to decide whether you're really lucky or if you're one hell of a neighbor yourself. This happens because they are, for example, noisy or chaotic - a neighbor who you don't get along with can be a nightmare. We've all had to deal with hellish neighbors at some point. Moca museum admission price5/8/2023 Finalists will perform throughout the weekend on pop-up stages and award winners in each of the four categories will earn a mainstage slot at the 2024 FreshGrass Festival. Twelve finalists-three in each category-travel to the festival to perform for a panel of No Depression editors and artists. The annual award categories include band, banjo, guitar, and fiddle. FreshGrass-owned No Depression-the quarterly journal for roots music and online roots music authority-sets up an eponymous stage in the festival’s inner courtyard and Compass Records brings its pop-up record store back to the center of the festival.įreshGrass nurtures emerging talent in the bluegrass field with its FreshGrass Awards, which grant up to $20,000 in cash prizes and recording time at Compass Records studio in Nashville to unsigned talent. Workshops led by bluegrass veterans on the subjects of songwriting, producing, and music marketing will return. Festival programming also includes FreshScores, a silent film with original live music FreshGrass commissions and world premieres instrument and industry workshops pop-up performances and retail and local Berkshire food and spirits vendors. “The joy and care that go into creating this festival-from the world-premiere performances to the developmental workshops and awards-keep artists and audiences coming back year after year.”įreshGrass features bluegrass traditionalists and innovators on four stages and platforms throughout the museum’s 16-acre campus. “FreshGrass is a beloved tradition at MASS MoCA, with more than a decade of music and memories,” says MASS MoCA Director Kristy Edmunds. Additional artists to be announced in the coming weeks. Sun Plays Ellington Plays Tchaikovsky, a FreshGrass Composition Commission. FreshGrass, MASS MoCA’s annual three-day festival of bluegrass and roots music, announces the initial 2023 lineup, featuring Dropkick Murphys Acoustic-playing songs from their two albums with the lyrics of Woody Guthrie - plus acoustic arrangements of all your DKM favorites-Lukas Nelson + POTR, Sierra Ferrell, Rhiannon Giddens, The Devil Makes Three, Aoife O’Donovan premiering a FreshGrass Composition Commission, Allison Russell, Mighty Poplar featuring Noam Pikelny, Andrew Marlin, Chris Eldridge, & Greg Garrison, Alison Brown, Bombino, AJ Lee & Blue Summit, Buffalo Nichols, Sunny War, Son Rompe Pera, Sam Grisman Project presents the music of Garcia/Grisman, Arkansauce, Michael Daves, and Mr. Proencryptor5/8/2023 Hydra - Themeforest Fullscreen Profile Grid WP Style 1.7 MiB Hydra is usually a fully responsive stock portfolio grid WordPress style suitable for any type of innovative or company use. 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Words of inspiration5/8/2023 Consistently follow your life mission, one step at a time, no matter how small the step may be.Īlso check out these amazing American Dream quotes to motivate you. But perseverance, belief and conviction in those small steps that you’re taking towards those goals is what you need to be confident about. You will feel like you’re failing and you’re not getting anywhere. Your goal may be big, and at times, it may seem impossible and difficult. “The journey of a thousand miles begins with one step.” – Lao Tzu You will also enjoy our article on November quotes.Ħ. Hunter tells us about how ultimately, our success and failure comes down to us- our hard work, our tenacity, and our perseverance. “Keep steadily before you the fact that all true success depends at last upon yourself.” – Theodore T. You will also enjoy our article on sky quotes.ĥ. “Believe and act as if it were impossible to fail.” – Charles Ketteringīelieve that it is absolutely impossible to fail, and you might just start acting as per your thinking as well! In spite of the worries that things may not work out, believe in its possibility, and your actions will reflect this positivity too! This suggests that regularly reading words of wisdom can have a positive impact on our overall well-being.Ĥ. Words of wisdom to help you fulfill your potentialĪccording to a study published in the Journal of Positive Psychology, reading inspirational quotes can improve people’s mood and increase their resilience to stress. You will also enjoy our article on deep quotes. What better feeling to prove that every person is wrong by conquering your worst fears and doubts. In each of our lives, there is this one person – if not ourselves – who holds us back in accomplishing our dreams. “Always Do What You Are Afraid To Do” – Ralph Waldo Emerson You will also enjoy our article on bridge quotes.ģ. The Latin term over the years has evolved into the most quoted Latin phrase because of its implications to capture life’s opportunity and live life to the fullest! You will also enjoy our article on morning quotes.Ĭoined in 23 BC by Horace, the term is derived from a poem in the Odes (book 1, number 11), and means “Seize the moment”. As a result, you find that good things begin to happen when you cease to delay and beat about the bush and take matters into your hand to resolve it. This quote serves us with a reminder that perhaps the best route is going “through” the problem, rather than around it. And unfortunately, procrastination is the natural response. When caught up in an unseemly situation, we usually look for the easy way out. “The best way out is always through.”- Robert Frost This indicates that wise words can help individuals make smart financial decisions.ġ. In a survey conducted by the National Endowment for Financial Education, 9 out of 10 Americans agreed that there is a strong connection between financial well-being and having access to financial advice and words of wisdom. Words of wisdom to bring out the best in you Our inspirational quote category page has even more inspirational and educational quotes. We’re counting down the ten most motivational wisdom quotes for students and workers.Ĭheck out our most popular quote article, a list of short inspirational quotes for daily inspiration. Inspirational quotes play a meaningful role in helping us realize our potential. Learning from others can be a great way to realize our dreams and avoid making common mistakes. What are the benefits of reading these words of wisdom? This suggests that wise sayings and quotes can positively impact our mental health and happiness. You may also enjoy our article on:Īccording to a study by the University of California, Berkeley, people regularly exposed to words of wisdom had higher levels of life satisfaction and well-being. Let us know your favorite words of wisdom quotes in the comment section below. Words of wisdom are helpful to anyone looking to get inspired through words that are as powerful as they are meaningful. Sometimes in life, words of wisdom have a way of sinking into your brain and changing your life for the better. There are a few ways to download file or files from Android device: Pick Allow to browse the device on Android, and enjoy browsing in DAEMON Tools Ultra window. If you can't find the desired device on Device panel, you can add it. Click on it, or open its contextual menu and choose Open device in Ultra. 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Fire emblem echoes best classes5/8/2023 Once you've reached a point where Alm can access the World Map, go to the menu from that map, find the 'Connect' option, then choose 'Manage DLC.' From there you have the option to play and/or purchase DLC. Rise of the Deliverance Pack ($12.99 for the four)Ĭipher Companions Pack ($5.99 for the two)Īfter you purchase DLC in Fire Emblem Echoes: Shadows of Valentia, you'll need to know where to look to access it. Overclass a Princess (Celica) into Rigain Overclass a Bow Knight into an Oliphantier In this case, overclass a Gold Knight to Skogul This pack allows you to overclass, and opens up an additional promotion for that class progression. Undaunted Heroes Pack ($9.99 for the three) Fire Emblem Fates: Birthright (3DS, 2016) Cart Only 111 product ratings Condition: Very Good Time left: 14h 34m Today 03:00 PM Current bid: US 38.00 3 bids Enter US 39.00 or more Place bid Add to Watchlist Ships from United States Shipping: US 5.25Standard Shipping. Pretty good weapons and items, sometimes astral shard(s) Can only be used once!įledgling Warriors Pack ($7.99 for the three) Pitchfork (allows you to reclass any unit except Alm and Celica to Villager. If you like grinding, there are really funny builds to do.Boots! (increase one unit's movement +1, highly recommended for Alm or Celica) I think this game has a lot of replayability, it mostly lacks natural levelling and is too grindy. Doubled down with the fork that allows to go knight and then dread fighter of myrmidon and then archer. Lord classes are also unique, making up for late promotion and other negatives by having good bases and lords having good growths.īase stats promotions also allow for more customization. some can warp, others can rescue, some summon soldiers, others summon other classes, each one is unique. They're also very useful against knights/barons that barely take damage from physical attacks and have massive HP pools.Ĭlerics, like mages, have different spells. Each mage has a different set of spells so there are different mages even though it's the same class. Mages have different ranges, HP costs, hit and crit rates depending on their spell set. You want to avoid fighting too many barons on a single map, and making barons into Dread fighters might be really funny when you're past the grind. They have the lowest move, but you know that you can't move that thing out of the way without trying, because their HP and def stats are massively huge while they have sky high strength. Python, despite being an archer, is quite hit or miss. It also takes a while to reach their final stage. Bow knight is a very good class, but the stats are similar to Falcon Knight, they're not outstanding. They pay the price of their movement and decent early-midgame combat by having less stats in their final class and promoting only once so their level resets only once.Īrchers are very useful, but bows are inaccurate. They also have a good skill on promo but it's not useful all the time and their promo comes late on top of having really low base stats for a final class. Their bulk is also more tolerable than it is in other FE games. Currently Playing: Xenoblade Chronicles 2. Only lacking in Res compared to the rest and featuring Anew, she makes one of the best Saints. Pegasi are not constantly destroyed by archers, especially not in the early game when they die from a scratch. With Villagers: Faye outclasses all the default choices. Like DF, they're late bloomers that pay the price of movement by having mediocre stats until they reach their final stage. Upon performing an action in battle, characters are awarded experience points (EXP). Each class also has its own battle animation. The only one with really good base stats you get quite early in Alm's route is Mathilda one because her base res is good and she's fast on her own until GK promo helps her HP, str and def. Classes range from on-foot units like swordsmen and knights, mounted units such as the series recurring Pegasus Knights, and magic-wielding units such as Mages. They also don't have much movement before their final stage.Ĭavaliers have movement but their stats are very mediocre. The only really good stat they get from promotions before the last one is speed (and skill but it's not as useful in Echoes due to the swords having good accuracy and avoid working differently from other games). Why?ĭread fighters have many advantages, but they're late bloomers. I've played mostly GBA, 3DS and Tellius FEs but from my experience, the only one that has good class balance is Echoes. Raw foodie blog5/8/2023 I actually feel like I’ve got too much energy for this time of night (10pm). Green grapes, apple with cashew nut butter, almond milk with cacao. Zucchini Noodles with Basil-Pumpkin Seed Pesto Salad with sun-dried tomato dressing: lettuce, tomato, radish, capsicum, raw pecans + sun-dried tomatoes dressing I have a fear of being hungry on this diet – I think it will just take a bit of time to get used to the fact I can’t just grab a cracker every time I’m feeling a bit low in energy or feel like I need to put something in my belly.įavourite conversation of the day was with the guy from the health food store – talking to him about raw he said ‘Oh yeah, I was raw once, back in the 80’s when it was cool’ Ha, awesome, good to know I’m only 20+ years + behind the trend! □ Food Diary My motivation to exercise is really low for me – it was a big effort. I did 45 minutes of pilates / strength work. I had a few hot waters with lime and eventually I had a raw cocoa and banana smoothie and it sorted me right out – tasted amazing and made me feel LOADS better. I waited a bit before I ate even though I was hungry – I really couldn’t put any fruit or veg in my stomach just yet. I’m also craving something low GI – something filling that isn’t so sweet. I woke up early for a Sunday – I felt tired but energised, which is an extremely frustrating feeling. When you mix loads of different fats, proteins and sugars the combo can be a bit of a shock for your system and make you feel pretty average. I’ve snacked all day on dried fruit and nuts but I’ll need to find something else as these are so high in sugar. They are ‘good’ sugars and fats but I still feel slightly ill from all the high calorie food. My main observation from day 1 is I feel like I’ve eaten a lot more sugar and fats than I’m used to. Handful of walnuts, 2 medjool dates, handful of mixed fruit and nuts, lots of warm water with lemon. Caribbean ceviche with avocado mango salsa Raw sushi with bean sprouts & tahini miso ginger sauce Sweet corn, garlic & tomato soup with avocado and dill Salad – romaine lettuce, 1/2 tomato, fresh mint, fresh dill, red capsicum, purple cabbage, fennel, 1/2 avocado, sprouted chickpeas, walnuts, linseeds + Dressing: lemon, olive olive, tahini, salt and pepper.ĭinner: (potluck dinner so I had small portions of everything listed below) (Is it raw? I’m not sure, but I’m going with it.) Green smoothie (banana, melon, spinach, ginger) / Fruit salad (melon, banana, grapes, dried fruit and nuts) I realise Im doubling up on ingredients but I haven’t had time to shop yet / Hot water with lemon. Interestingly enough I struggled with the ceviche at dinner and felt like my body was needed more of the veggie based food. I am including raw meat and fish in this raw food diet. It was surprisingly delicious and even more surprising – really filling! I’m lucky enough to have awesome friends that suggested a raw potluck dinner party on day 1. Instead I had a salad and tried to sleep but couldn’t.ĭinner was a massive raw feast. Early afternoon I was really tired and felt like I needed a stodgy meal (still craving eggs) and a hangover recovery nap. Afterwards I felt like I had had too much sugar. You will never get bored.Īll our packaged products are 100% raw, and our unbakery cafes are predominantly raw, depending on season and available produce.I ate more than I usually do for breakfast because I was starving (and craving eggs on toast). And its impossible to exhaust the cornucopia of delicious plant-based foods on offer. You'll find yourself contemplating the subtle differences between tomato varieties and salad greens the way you would between fine wines. When you attune your taste buds to a raw diet, you will be blown away by the flavours. You will feel satisfied with less of the cooked processed foods you were eating, because your body is getting all the nutrients it needs.įorget those old jibes about 'rabbit food'. And the more of these foods you eat, the more you will crave them - we promise. Once you begin to increase the raw, plant-based food in your diet, you probably won't worry too much about the science behind it because, quite simply, you'll feel great. Being lactose intolerant and a coeliac, Megan knows how detrimental malabsorption of food is. And digestion is not something to take lightly - its how you access your body's nutrition. Enzymes, which aid the digestive process, tend to be killed in the cooking process. The goal of eating food in this state is to maximise our assimilation of its vitamins and minerals. The official definition of raw food is that which hasn't been heated above 46 degrees C. |