{"id":33600,"date":"2024-11-01T09:18:20","date_gmt":"2024-11-01T09:18:20","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=33600"},"modified":"2024-11-01T11:47:28","modified_gmt":"2024-11-01T11:47:28","slug":"python-coding-test-course-greedy-algorithm","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/33600\/","title":{"rendered":"python coding test course, greedy algorithm"},"content":{"rendered":"<p><body><\/p>\n<h2>Problem Description<\/h2>\n<p>The problem we will address today is the <strong>Coin Change Problem<\/strong>. This problem involves finding the least number of coins needed to make a specific amount using various coins that we often encounter in real life.<\/p>\n<h3>Problem Definition<\/h3>\n<p>Write a function <code>min_coins(coins, amount)<\/code> that satisfies the following conditions:<\/p>\n<ul>\n<li><code>coins<\/code>: A list of available coins (e.g., [1, 5, 10, 25])<\/li>\n<li><code>amount<\/code>: The target amount to be formed<\/li>\n<\/ul>\n<p>This function should return the minimum number of coins needed to make the given amount. If it is not possible to use the coins, it should return <code>-1<\/code>.<\/p>\n<h2>Understanding the Problem<\/h2>\n<p>To understand the problem more deeply, let&#8217;s look at a few examples.<\/p>\n<div class=\"example\">\n<strong>Example 1:<\/strong><br \/>\n        Input: <code>coins = [1, 5, 10, 25], amount = 63<\/code><br \/>\n        Output: <code>6<\/code><br \/>\n        Explanation: 25 + 25 + 10 + 1 + 1 + 1 = 63\n    <\/div>\n<div class=\"example\">\n<strong>Example 2:<\/strong><br \/>\n        Input: <code>coins = [2, 4], amount = 5<\/code><br \/>\n        Output: <code>-1<\/code><br \/>\n        Explanation: There are no ways to form 5.\n    <\/div>\n<h2>Approach<\/h2>\n<p>To solve this problem, we will use a greedy algorithm. The greedy algorithm works by making the best choice in the current situation. Therefore, we will start by using the largest coins sequentially to try to form the target amount.<\/p>\n<p>The specific steps of the algorithm are as follows:<\/p>\n<ol>\n<li>Sort the available coins in descending order.<\/li>\n<li>Compare the current amount with the coins and use as many coins as possible.<\/li>\n<li>Repeat this process until the remaining amount is zero.<\/li>\n<li>If the remaining amount is zero, return the number of coins, otherwise return <code>-1<\/code>.<\/li>\n<\/ol>\n<h2>Code Implementation<\/h2>\n<p>Now, let&#8217;s write the code based on this approach:<\/p>\n<pre><code>\ndef min_coins(coins, amount):\n    # Sort the coins in descending order\n    coins.sort(reverse=True)\n    \n    count = 0  # Number of coins used\n    \n    for coin in coins:\n        # Ignore if the current coin is greater than amount\n        while amount >= coin:\n            amount -= coin  # Subtract the coin value from amount\n            count += 1  # Increase the coin count\n            \n    # Check if the final amount is 0\n    return count if amount == 0 else -1\n    <\/code><\/pre>\n<h2>Testing<\/h2>\n<p>Now, let&#8217;s test the function we have written.<\/p>\n<pre><code>\n# Test cases\nprint(min_coins([1, 5, 10, 25], 63))  # 6\nprint(min_coins([2, 4], 5))             # -1\nprint(min_coins([5, 2, 1], 11))         # 3 (5 + 5 + 1)\n    <\/code><\/pre>\n<h2>Conclusion<\/h2>\n<p>We have solved the Coin Change Problem using the greedy algorithm. Through this problem, we learned the fundamental approach of the greedy algorithm and studied a common type of problem seen in coding tests.<\/p>\n<p>I hope to deepen my understanding of the greedy algorithm by practicing more problems. Like the problem above, it is essential to practice how to sort data and use loops to find solutions. The greedy algorithm can be a useful tool for solving various problems.<\/p>\n<p>Thank you!<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Problem Description The problem we will address today is the Coin Change Problem. This problem involves finding the least number of coins needed to make a specific amount using various coins that we often encounter in real life. Problem Definition Write a function min_coins(coins, amount) that satisfies the following conditions: coins: A list of available &hellip; <a href=\"https:\/\/atmokpo.com\/w\/33600\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;python coding test course, greedy algorithm&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[145],"tags":[],"class_list":["post-33600","post","type-post","status-publish","format-standard","hentry","category-python-coding-test"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>python coding test course, greedy algorithm - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/33600\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"python coding test course, greedy algorithm - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"Problem Description The problem we will address today is the Coin Change Problem. 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