🖐 Hit or Stand - Blackjack Strategy Game & Trainer

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One direction where we can take our programming skills is game development. Here, we'll build a text based Blackjack engine that allows us to play against a.


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This post is in NO way an attempt to promote blackjack or the act of gambling. for the blog lately so I wanted to do a programming related post. To fix it, I added the helper function ace_values which takes as input the.


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R20. Dynamic Programming: Blackjack

Any time you gamble at a casino, the odds are stacked against you — and over time you WILL lose money. At that point it moves onto the next stack. Discover Medium. In order to deal the cards, I take advantage of the pop function with an input of 0 — this returns the first element of a list while simultaneously removing it from that list perfect for dealing cards from a stack. My apologies! But for all other hand values, it looks like our strategy of avoiding busts is pretty helpful. A while loop , that for each stack of cards, plays blackjack until there are 20 or fewer cards in the stack. That way I can examine what the machine chooses as the optimal strategy. For this simulation, my objective was to capture all kinds of player decisions — smart ones, lucky ones, and stupid ones.

This post is in NO way an attempt to promote blackjack or the blackjack helper program of gambling. I will assume some basic familiarity with the game of Blackjack, but here is a quick refresher for how the game is played: Players make their bets. Chanin Nantasenamat in Blackjack helper program Data Science.

Simulation Results Nice, we can examine some results now. Chris in Towards Data Science. After the dealer is done, the blackjack helper program results are decided — if the dealer busts, then any player who did not bust earlier wins his or her bet.

See more hope you blackjack helper program reading, and stay tuned for the next post where we see if a neural network can beat our naive strategy.

So our function first tallies up the value of each non-ace card in the hand I represent all face cards with the number 10 as they are all functionally the same in blackjack.

Finally, it blackjack helper program how much each ace should be worth depending on the value of the rest of your cards. First, I define my key variables: stacks is the number of card stacks where each card stack can be one or more decks we will simulate.

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Wow, the simple decision to never risk busting improves our odds of winning across the board. No money is exchanged in the event of a tie. Players are dealt 2 cards. Tony Yiu Follow. And inevitable in that you know what the average result of a large number of games will be. A Medium publication sharing concepts, ideas, and codes. If you would like to read up more on blackjack rules, check out this website. You can find the code in its entirety on my GitHub here. Aces can be worth either 1 or 11; every other card is worth its face amount face cards are worth An initial 2 card hand composed of an ace and a face card is called a blackjack and is the best possible hand. While the old trends are still there, no matter what card the dealer shows, our probability of not losing money has increased. There are two: A for loop that iterates through the 50, stacks of cards that we want to simulate. It also makes sense why initial player hand values of 4 and 5 have the next lowest probabilities. With this many decks being used, there ended up being:. So I based the decision for the player on a coin flip if random. Nice, we can examine some results now. Make Medium yours. The new kid on the statistics-in-Python block: pingouin. I will assume some basic familiarity with the game of Blackjack, but here is a quick refresher for how the game is played:. We also need a function that can add up the value of the cards in our hand. Then it counts up the number of aces. Become a member. I will probably revise my code at some point in the future to be object oriented; but that is a project for another day. Today, we will study blackjack by writing up a blackjack simulator in Python, simulating a bunch of games, and then studying how our player did. For the players without blackjack, they now have the option to hit, stay, etc. More From Medium. How to process a DataFrame with billions of rows in seconds. Emmett Boudreau in Towards Data Science. If hitting results in the player busting total going over 21 , then his or her bet is lost. One of the classic applications of probability and statistics is the study of games of chance gambling. I ran the simulator for 50, decks. A selection of my recent posts that I hope you will check out:. Finally, at the conclusion of each blackjack game, we append the game results along with other variables that we care about to the lists that we will use to track our overall simulation results:. Time to start coding! It probably would have been a good idea to use object oriented programming. Recall two things:. Are Data Scientists at Risk of Automation. Games of chance card games, dice games, etc. See responses 3. Recall two things: A major disadvantage that players face is that they are forced to act first and face the risk of busting before the dealer. With this many decks being used, there ended up being: , blackjack games played. Julia Nikulski in Towards Data Science. Sign in. Roman Orac in Towards Data Science. The player in our simulator chooses to hit or stay based on a coin flip regardless of the value of his or her hand unless he or she is at Towards Data Science A Medium publication sharing concepts, ideas, and codes. Written by Tony Yiu Follow. After the first round of dealing, each player has the option to hit receive more cards or stay no more cards. Dealer is dealt 2 cards where the second card is hidden from the players. There are two:. It is slightly more complicated than simple summation because aces can be worth either 1 or 11, depending on whichever is most advantageous to its holder. Next the dealer checks if he or she has a blackjack an ace and a Notice that in the previous code block, I defined blackjack as a set that includes an ace and a If the dealer does not have a blackjack, then play continues. Eryk Lewinson in Towards Data Science. Now begins the main loops of our simulator. Corrections: In my previous version of the code below, there was an error. A Better Way to Skill Up. First, we need a function that creates a new deck of cards for us to play with. I am not trying to figure out the optimal strategy right this instance. Jun in Towards Data Science. I have updated both the code below and on my GitHub. Rather, I want to use this simulator to generate training data, with which I can eventually train a neural network to play blackjack optimally in a future post. So instead of a coin flip, our new decision rule is to keep hitting only if our total hand value is 11 or less. But at this point, I am not yet used to writing code in that way. Towards Data Science Follow. First, I define my key variables:. The objective of the game is to have a higher point total than the dealer but no more than 21, anything over 21 is an automatic loss called a bust — if you beat the dealer in this way, you win from the casino what you bet you also win if the dealer busts. Figuring out the permutations and their sums for a given number of aces was more work than I thought and I needed to write the following 2 helper functions to get it done fore more details, please refer to my comments in the following code block :. We have improved our probability of winning for all initial hand values besides 12 through Those hand values are relatively unaffected because by choosing to stay in order to eliminate the risk of busting , we make it easier for the dealer to beat our hand because the dealer can only stop hitting when he or she reaches a hand value of 17 or more. The dealer must hit until either he or she busts or has a hand that sums to at least So the while loop deals cards to the dealer until 17 is reached, then we check if our dealer busted. In an upcoming post, I will use the training data that I generated above to train a neural network to play blackjack. The players do their own blackjack checks — if they have one, they win in some casinos blackjack pays 1. But then after 6, the probability declines dramatically. In the final section of our loop almost there! Each element in this array corresponds to one player at the blackjack table.