Baru-baru ini, saya menemukan masalah. Berdasarkan kombinasi kartu yang Anda dapatkan, Anda harus memprediksi tangan yang Anda miliki dalam permainan poker. Sebelum memprediksi tangan para pemain poker, hal yang harus sering kalian lakukan adalah bisa bermain slot di situs cuan slot untuk bisa memprediksi pola slot terlebih dahulu. Jika kata 'predict' membuat telinga Anda berdiri dan Anda sudah memikirkan model klasifikasi mana yang akan Anda gunakan, maka ada kemungkinan Anda telah kalah. Inilah alasannya…

Latar Belakang

Sebelum saya mulai membahas pendekatannya, berikut adalah penyegaran poker cepat untuk Anda yang baru mengenal permainan. Poker mungkin adalah permainan kartu paling populer di dunia saat ini. Ini bukan permainan yang sangat rumit. Setiap permainan dapat membuat tangan menggunakan 5 kartu, 2 di antaranya ada di tangan Anda dan tiga di atas meja. Ada berbagai jenis tangan yang dapat dimiliki satu pemain dan masing-masing tangan memiliki peringkat berdasarkan Aturan Poker.

Deskripsi Data

Anda bisa mendapatkan salinan file tes dan pelatihan di sini. Meskipun mereka mengikuti format yang sama, set masalah yang saya temukan memiliki 1.000.000 sampel pelatihan dan 25.010 sampel pengujian sedangkan sebaliknya dalam hal tautan yang saya lampirkan. Namun, seperti yang saya katakan, pendekatan pembelajaran mesin mungkin tidak membawa Anda ke mana pun. Saya pikir alasan mereka memberikan contoh pengujian hampir 40 kali lebih banyak daripada pelatihan adalah agar pendekatan pembelajaran mesin generik akan gagal. Kami akan membahasnya sebentar lagi. Berikut ini adalah deskripsi data dari file tersebut. Setiap tangan terdiri dari lima kartu dengan setelan dan peringkat tertentu, diambil dari setumpuk standar 52. Setelan dan peringkat direpresentasikan sebagai kategori ordinal:

Setiap baris dalam set pelatihan memiliki label kelas yang menyertainya untuk tangan poker yang dikandungnya. Tangan dihilangkan dari set tes dan harus diprediksi. Tangan diklasifikasikan ke dalam kategori ordinal berikut:

Perhatikan bahwa tangan Straight flush dan Royal flush tidak mewakili domain sebenarnya karena mereka telah over-sampling.

Royal Flush

14,43 kali lebih mungkin terjadi di set latihan, sedangkan royal flush 129,82 kali lebih mungkin terjadi daripada di game sebenarnya. Berikut tampilan data di DataFrame setelahnya

Penyelesaian Masalah

Saya cukup yakin teknik pembelajaran mesin pertama yang muncul di pikiran Anda adalah pendekatan berbasis pohon dan, ya itu masuk akal, bukan? Kecuali, benchmark Random-Forest memiliki akurasi 62,4%. Ya, cukup rendah.

Sekarang, bagi Anda yang telah memutuskan bahwa ini adalah masalah ML dan itu hanya hasil dasar dan Anda dapat melakukan yang lebih baik, saya menghargainya. Faktanya, saya terbuka untuk membaca tentang pendekatan pembelajaran mesin apa pun yang mungkin Anda temukan untuk menyelesaikan masalah ini dengan akurasi yang sangat tinggi (lebih disukai, 1). Bicaralah tentang mereka di komentar di bawah. Namun, saya hampir yakin bahwa tidak ada solusi ML yang 'layak' untuk masalah ini. Anda dapat menumpuk lapisan demi lapisan dan membangun model pembelajaran mendalam dengan sejumlah besar parameter, tetapi apakah Anda benar-benar bangga pada diri sendiri?

Saat saya melihat masalah ini, saya mulai berpikir seperti pemain poker. Mereka cenderung selalu benar dan sepertinya tidak menggunakan algoritme ML apa pun. Tentu, mereka memang memiliki arsitektur jaringan saraf terbaik yaitu otak, tetapi bagaimana cara meniru pendekatan itu? Saat itulah saya menyadari bahwa alih-alih pembelajaran mesin, saya harus menggunakan pendekatan iteratif sederhana dengan beberapa fungsi dasar. Jadi, mari kita mengotori tangan kita.

Itu akan selalu berguna untuk memiliki entri pengujian. Ini akan memungkinkan Anda memodifikasi input dan menguji setiap fungsi Anda.

Perpustakaan

Ini adalah tugas yang cukup sederhana sehingga Anda hanya perlu perpustakaan pandas untuk manipulasi data dan scikit-belajar untuk ukuran akurasi.

Ekstraksi Data

Tugas kita selanjutnya adalah membuat fungsi yang mengekstrak data dari deretan DataFrame yang akan berada dalam tipe data Seri dan menyimpannya dalam kamus dengan setiap fitur sebagai kunci dalam kamus.

Sekarang, kita membutuhkan fungsi yang berbeda untuk memeriksa tangan seperti apa yang dimiliki pemain. Fungsi-fungsi ini bekerja dengan cara yang sangat mendasar. Kami memberikan informasi kartu dalam kamus dan mereka memeriksa apakah kondisi poker tertentu terpenuhi atau tidak. Kembalikan 1 untuk ya dan 0 untuk tidak. Anda bisa menjadi imajinatif seperti yang Anda inginkan. Pertama, mari kita periksa flush. Flush dicapai ketika kelima kartu memiliki jenis yang sama. Fungsi pemeriksaan yang cukup sederhana.

Baca juga : How To Find Trusted Online Poker Gambling Site

In this article, we will provide several ways to find a trusted online poker site http://139.99.23.76/ in Indonesia. For those of you fans of card games, of course, you are already familiar with this card game. Online poker card games are card games that have a high level of excitement. Poker game itself is one of the games that have a simple but very interesting way of playing and not boring if you play. The number of fans of poker games themselves is of course because this game is considered one of the most entertaining and profitable games because this game is considered to be able to provide a large enough profit. Even today, poker has become one of the gambling games that has the largest community around the world and is also the best game in the world.

It is no longer a secret that online poker games can benefit you, not only as a means of entertainment but you can get benefits in the form of real money. Talking about profits, when you join a trusted online poker gambling site in Indonesia, you can be sure that you will get many benefits that you may not get if you play poker bets offline.

Along with the times like today, you can play poker card games online via your cellphone and computer and can be played anywhere and anytime you want.

The number of sites that have sprung up offering these betting services make you even more careful when choosing an online poker gambling site. trusted and not deceived by fake sites so that you can play safely and comfortably. Here are some characteristics of trusted online poker betting sites in Indonesia,

Based on Recommendations

Usually many people share information on online poker sites that you can find on various social media or forums that discuss online gambling. You can use this information to find out which site is the best. If someone recommends an online poker gambling site to you, then try to ask about the site in detail because this method can help you to get an online poker gambling site easily and certainly reliable.

Safe and Easy to Make Transactions

Trusted online poker gambling sites use the best security systems that manage website operations, so your data will be more secure and guaranteed. Even the process of depositing or withdrawing you can do easily and quickly without any requirements that will complicate you.

Easy to Ask for Help

When you experience problems with registration, transactions or even when you are about to install, then you can easily ask customer service for help. Customer service will always respond to every complaint from its members with a fast and good response and customer service will always serve its members for 24 full hours without being offline. Obviously this will make it easier for you to obtain various kinds of information.

Look also : Secrets of how to play online poker to win

After you know some of the characteristics of the trusted online poker gambling sites that we have provided, now is the time you can decide to choose one of the many sites that offer online poker gambling games without having to be afraid to be deceived. Thus the information that we can provide to all of you, hopefully the information we provide to you can be useful. Good luck and good luck.

How to play online poker in order to win continuously at ion casino requires some secret tricks that can bring good luck. Even in playing poker you need to use a secret trick that will indeed be useful in helping you play poker. As a betting market, playing poker certainly has various possible events that will occur. Because you are playing with many players and random cards are dealt by the dealer. Therefore you must really know where the weak points and strategies are in playing poker.

Secrets of how to play poker to win

Don't Rush and Make a Strategy

It's a good idea to develop a strategy to help you get a win in every bet. Many players bet a lot on the first round and lose a lot of money after. You have to be able to play calmly and focused and not rushed. If you bet too quickly in large amounts at the beginning of the game, it will certainly be difficult to get a win. The strategies below can help you master the game and win the bet.

Dare to Attack, Defend and Defeat

Just like a soccer game, in a poker game you are required to dare to attack, defend and succumb. Do attacks when you have good cards at the start of the round. Hold on when your card looks unfavorable or average until the dealer deals the next card and relents when your card is bad at the start of the round.

Good at doing bluffing techniques

Bluffing is the meaning of bluffing in a poker gambling game. This step can make your opponent give up easily if he has a bad card combination, or vice versa, the opponent becomes more confident in the combination of cards he has and wants to decide to double the bet.

Good at choosing a table to play poker gambling.

If you are someone who wants to quickly feel victory, it is advisable to choose to play at a small gambling table, because then the battle will automatically shrink.

Make Decisions Quickly and Precisely

In each round of poker, the time provided is very minimal. Therefore, you must quickly decide which position to take. Make sure your goals are clear at the start of the game so you don't hesitate to take steps and strategize each round.

Protect Yourself

In online poker games, protecting yourself is no less important. When you have good cards and if your opponent has the same chance, then the right strategy is to make the opponent surrender by increasing the amount of the bet. This move will affect your opponent's psychology and think that your cards are so good that they feel threatened and decide to fold.

Master Emotions

Poker games are synonymous with psychological games. For people who can't regulate their emotions, they will be fooled and lose big in this game. This is why you need to be able to master your emotions, turning every action of your opponent into information to take the next step.

Another important thing besides strategy is to read and obey the existing rules. Every trusted online gambling site certainly has its own rules, so be careful and make sure you choose a game that you are familiar with!

Look also: How To Win Poker With Math Calculations

In this article, the admin will give some naughty tricks to play Poker and win tens of millions using a master account.

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Naughty Ways to Play Poker, All Online Gambling Players definitely want a perfect win in the game they like and want income from this game, not really, but many members have problems with this, where people admit defeat because they play this online gambling game.

Naughty Tricks to Play Poker Online Win Tens of Millions

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Important information so that players do not carelessly enter or choose sites that offer detailed services and custom codes. Why do we enter with uncertain things?
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Now we will discuss Naughty Tricks to Play Poker and can win up to tens of millions. There are many tricks that you need to understand well gradually.

Some Tricks You Can See Below

DRIVING

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MAIN ACCOUNT LIST

This is one of the keys to online gambling games. Master Account or Secret Code of some International Hackers To Control All Servers easily and fast. Therefore, this Master Account was previously kept secret by several online gambling agents in Indonesia. Account Master has international systems and servers that humans cannot detect. For those of you who are still curious about the Master Account. You can directly visit the following official account master center:
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TEAM PLAY

Playing this team is also a naughty move that some online gambling sites don't like. Because by playing a team, the win rate increases and thus helps you win. So don't be afraid to lose. Just by registering a Master Account and following the tutorial properly.

Math calculations are also important on Poker : How To Win Poker With Math Calculations

Who says math applications are not applied in everyday life? One of the most interesting and entertaining examples is the association with this supposedly difficult game of poker. The following article will help you learn to love math more deeply.

Did you know that math plays an important role in the game of poker?

Although good math skills are not the only reason that will make you a winner in poker games so that it is enough to take you to the final round in a world poker game, but with a certain understanding will give you a distinct advantage compared to other opponents who use it. .

The Math Behind Poker

Poker is not just a game of relying, there is a well-known and most widely played style in the world namely "Texas Hold'Em" which involves an array of combinations and is very similar to a card game. It wasn't the winning poker, it was the combinations used and perfect emotional control, as well as some well-placed tactics and opportunism.

So, is it true that poker is considered a mathematical puzzle?

we learn Math for Poker Game?

Not talking about how to win the bet completely. Many other applications of mathematical concepts and mathematical methods are found in the game of poker. Basically, in the first case what is the answer to the question of calculating pot probabilities and considering yourself "what is my chance of winning this card game?" You cannot escape the concept of probability, because it is sufficient knowledge of the numbers that provides the essential basics in a good poker game. Senior players will always say and try to wish you that what is above all else in poker is the game like desire and intuition for everything. While it's not really necessary to have an Einstein-level genius to play poker, here's some advice you can't even accept: How can you let your hunches lead to your chances of winning a big pot? It is possible, because in this case poker is purely mathematical. This may be a bit abstract for those who don't play poker, but the main concept is: In poker, the most important thing to know is the occurrence of certain outcomes based on what you hold. Start by practicing online poker and see how you do.

Psychology and Mathematics in Poker

If poker were a game game, it might catch the world's attention. And chances are mathematicians have an advantage over other players. The great "poker mathematicians" include players like Andy Block, Paul Magriel and Chris Ferguson. And of course, that includes the genius mathematician John Forbes Nash (played by Russell Crowe in "A Beautiful Mind"), a specialist in game theory that links poker and mathematics. Nash was awarded the 1994 Nobel Prize in Economics for the Prize in Mathematical Game Theory. You can see how a more accurate representation of a life that is also full of problems can be seen by watching the documentary 'A Brilliant Madness' which was released around 2002. Game theory is the branch of applied mathematics that Nash specializes in and which provides tools for analyzing situations in which players make interdependent decisions. And it is from this dependence that causes the knock on effect itself so that each player will consider the possibility of the opponent's decision later or how their strategy is in formulating their next move. From Counting Games.... to Poker The mathematical principles applied to poker are generally quite basic and can be mastered by everyone. The following are the most important: The context of poker odds rests, especially if it's not the cards: There are 52 cards in a pack, and 13 sets. Odds and probability: Two very important concepts for you to master. There's a simple rule of thumb that can give you an idea of ​​the odds in your game: Multiply the number of "outs" on the flop, using "turns" and "rivers". (In Texas Hold'Em and Omaha poker, the flop is the first 3 cards of the board, this draw occurs after the first half.) Out is one of the potential cards in the deck that can increase your card odds (2 cards face down). By knowing your outs, you can calculate your chances of getting one of the cards still in play and dealing a card that is strong enough in a combination that can take you home a winner. Calculating the odds of survival (or predictable profit): That is the profitability of the game that you can bet on. Of course this is like two different sides of a coin, positive or negative. By calculating these odds, you can anticipate potential changes in the situation, so you can determine your next strategy and style of play. For example: If you toss a coin, you can bet an amount on the picture side and the same amount on the number side. The odds are 1:1. So it's mathematically predicted to be zero, because there's no way you'll be ahead or behind, after either 2 or 200 coin tosses.

So, how to calculate the probability of life?

You can subtract the amount you bet in the pot from your chances of winning the pot. Math is not Everything in Poker But remember and be warned, math doesn't give you everything you need in a poker game: One should never forget that poker is a game, so there is no overall information to win a game. Mathematics can be counterproductive if it takes precedence over experience and intuition. With just one small mistake early in the game, the math won't help you the rest of the poker game time in the tournament. One thing to remember about math and poker, math doesn't really help with the game: math helps you estimate the profitability of risk in a poker game over the long term, and nothing more.

Useful Math Skills for Poker

A great poker player understands percentages and probabilities, he knows he has one chance in eight three of a kind if he holds a pair, and he has one chance in three flushes on the flop. The importance of "out" A poker player knows how important "outs" are: The number of cards that will increase the strength of your hand. Visit the best gambling site on indonesian at http://139.99.93.175/. What's the concept? Count your outs, times two then add two and you'll get a chance to get some great poker hands.

Pot odds

A mathematically strong poker player knows how to calculate pot odds. The pot is a determining factor in making decisions when you play poker. Pot odds refer to the relationship between pot size and bet size. For example, if someone bets 100 in the pot and you put down 20, the odds are 5 to 1. If you fight 50 in a pot for 100 then the value of the pot is 2 to 1. While it may sound complicated at first, calculating pot odds is very important in maintaining your game. Either way, you should always pay attention to the size of the pot.

Math Is Very Important for Poker

The statement above is true, especially for those of you who like to play online poker (battling with the computer). And yes, mathematics and computer science are intertwined. Not an easy thing to master, because you need to know in real time your chances of winning or losing depend not only on your cards, but also on the cards in the deck. An average poker player usually doesn't take anything into account, and doesn't want to bother with going "all-in", i.e. placing all the remaining chips on the table as soon as he gets a pair or has a big chance. But again, there are some numerical benchmarks to keep in mind: For example, if you own a pair, your odds of having three of a kind are 1/12. You must know how likely you are to win if you get such a card and the amount must be greater than the sum of the other 11 bets. Don't worry, most of the calculations are pretty easy to master. Although not so important when you are dealing with amateur players, but if you dream of becoming a top poker player, math and understanding of the concept of the rules is a must. For the same: it seems impossible that you can write words and phrases without knowing the letters that make them up, so that's the kind of poker you can't play without knowing the basics of the pot concept. Learn how to master certain math concepts, learn how to handle a "bankroll" (the total amount available to a player to bet) and how to keep your cards up. And most importantly, you have to be good at mental calculations! Fortunately, most of the mathematical concepts related to poker can be easily learned by memorizing tables. Having trained skills for mathematical calculations in fact always helps you stay ahead, and will get you out of all kinds of tricky situations. If you're looking for a math tutor, why not give Superprof a try and type in 'math tutors near me'. Analyze your game constantly and determine which decisions can increase or decrease your chances of successfully solving math problems. Although over the years poker remains a popular game for those who like to spend time in a room playing cards (as well as battling their computer opponents!), in fact poker is also a very popular activity to watch. Some of the most famous poker players attract so many fans that one can't help but watch the idols under pressure. For those who are interested in learning various tricks as well as those who do not know how the players do it, watching a game of poker can be a very thrilling spectacle. Here's a list of the top poker stars:

• Johnny Moss
• Amarillo Slim
• Chip Reese
• Doyle Brunson
• Chris Moneymaker
• Phil Hellmuth
• Vanessa Rousso
• Dan Harrington
• Phil Ivey
• Annette Obrestad
• Viktor Blom
• Daniel Negreanu
• Liv Boeree
• Stu Ungar
• Tom Dwan What's interesting about the list above is the mix of male and female poker players that illustrates how the world of poker isn't just for men anymore.

However, the fact that there is still some level of inequality on the field that most female players feel, also shows that poker is not just a calculation for the next move. Poker involves much more than that. For example, your personality, the way you hold yourself back, and other personal traits also come into play at the table. This is why some poker players become celebrities while others don't although not entirely it depends on how good or bad your poker game is.

How to Register Idn Poker Online is a betting game that is currently popular in Asia, one of which is in Indonesia. Among the many online betting games that exist today. The game how to register online poker is a varied game.

Did you know, there are several ticket combinations that you must make to get a win at playing Poker Online. In addition, your winning system is determined by your ability and mastery of your form in playing. And because of that, make sure your playing ability is determined by how well the tricks and game strategies you master. You can learn tricks and rules in playing Poker Online right from articles on well-known poker sites.

Advantages of Reading Points How to Register for the Best Online Poker Id

Currently there are many online poker sites that you can find on the digital Internet. However, only the Best Online Poker Idn Listing site is ready to help you improve your playing skills. There are a lot of interesting things in the Online Poker website, such as different information about the Online Poker gambling game. So basically, there are a lot of lessons that you can find by guessing the web article How to Register for an Excellent Online Poker Idn.

Advantages of Reading Articles How to Register Online Poker Id

For those who don't understand the advantages of reading the article on the Leading Online Poker site, this time we will discuss the lesson. the following are more or less the benefits and lessons:

Mastering Various Game Tricks

You can visit our site for information about the trick to playing is to miss one of the most interesting factors in the game How to Register for Idn Poker Online. The better your tricks of playing Poker that you master, the greater your chances of winning. Learning tricks to play poker is really not difficult, what is difficult is how we master it well. Therefore, the Best Online Poker article sites always provide complete and clear reviews on how to master the tricks of playing poker well.

Knowing Interesting Information About How to Register IDN Poker Online

If an Online Poker article website only discusses tips and tricks for playing poker, then the article site must be very boring. Well, the best online poker website articles provide a variety of interesting information that will make the readers not feel bored. In addition to discussing tips and tricks for playing poker, there is also a lot of information contained in poker games that will increase your understanding.

Mastering Various Game Tricks How to Register IDN Poker Online

In addition to poker game tricks. There are also many tips in poker game that you can learn in the article on the best poker sites. Tips and tricks playing poker are 2 different things. In addition, mastering the tricks of playing poker will give you the opportunity to attract even better advantages. Tips for playing poker generally discuss how to get big profits and also various ways to record wins easily.

Online poker gambling games and various other online gambling games are games that are widely played by bettors from all over Indonesia. Among the many bettors in Indonesia, they always expect to be able to win the online poker gambling game they play, but often expectations do not match reality, so many poker bettors lose and lose their capital.

Even so, whether it's online gambling or live gambling, there will always be winners and losers, because that's the gambling circle. But do you know that there are various interesting ways that you can use to minimize losses and increase your chances of winning, you know? On this occasion we will provide a few Ways to Win when playing Trusted Online Poker Gambling, here are the tips:

Choosing the Right Online Poker and Gambling Sites

By choosing the right poker site, your chances of winning can be more guaranteed, because you can avoid robots that are used by irresponsible sites. You can also play on the Slotdemo site which has the best service that is also free from robots, all games are actually played by humans, so all these games are really player vs player, fairplay.

Prepare Sufficient Capital

If you want to get a big win, besides the mental and guts you need to spend, you also need to spend capital as the main weapon to make lots of bets. By having a large amount of capital when you want to play online poker, then you also have a big chance of getting a big prize.

Use an Online Poker Playing Strategy

Many people can win when playing online poker because they have a powerful strategy, therefore you can also follow this method by keeping a powerful strategy when you want to play online poker.

Not Forcing

To be able to minimize losses and maximize profits, you should not force your will, but use your common sense and logic. If conditions are not good, you can stop for a moment, or you can also switch chairs or play tables.

Know the Limits

You can play and chase any winnings no matter how big, but always remember and know the limits when you have to stop, because if you don't know your limits, then no matter how many wins you have made from playing online poker, then the winnings may disappear again. Therefore, don't be a greedy person.

If now you know how to win playing poker online, now is the time for you to try these tips to apply in your online poker gambling game. And also for those of you who are interested in playing on a trusted online poker site for real money in a safe place, then the Slotdemo site can be the right place for you, let's try registering and playing online poker games here, play the game and get as many prizes as possible.