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所在平台: Udemy |
课程主页: https://www.udemy.com/course/ai-wont-teach-dynamic-programming-this-way-java/
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课程名称：动态规划大师班（2025） 课程概述：欢迎来到“人工智能不会以这种方式教授动态规划（Java）”，这是一个全面的课程，旨在帮助程序员和计算机科学爱好者深入理解这一重要的算法技术。动态规划（DP）是一种通过将复杂问题拆解为更简单的子问题来解决问题的方法。本课程将帮助您建立对动态规划概念的坚实理解，使您能够在各种编程挑战及现实世界场景中应用它们。 课程涵盖的动态规划问题广泛类别： 1. **最长递增子序列及其变体**：深入探讨如何在数字序列中找到最长递增子序列及其不同形式和应用。 2. **最长公共子序列（LCS）及其变体**：探索LCS问题，在文件比较、DNA测序等领域至关重要，并学习其不同版本。 3. **买卖股票问题及其变体**：分析各种股票交易情景，通过动态规划最大化利润，涵盖多种约束和条件。 4. **矩阵模式问题及其变体**：掌握针对矩阵相关问题的动态规划方法，这在图像处理、游戏开发等领域中至关重要。 5. **树中的动态规划及其变体**：探讨动态规划如何扩展到不仅限于数组和二维数组的问题，难度水平差异较大，是中级问题解决技能的关键。 课程结构： - **视频讲座**：每个主题的引人入胜和详细的视频讲座，提供理论理解和实际示例。 - **测验**：每次讲座后，通过全面的测验测试您的理解，这些测验是实际编码面试的延伸。 - **资源**：每个讲座讨论的问题的Java代码。 适合人群： - 学习数据结构和算法的人士 - 有兴趣提高问题解决能力人士 - 想要开始或增强动态规划学习之旅的人士 - 准备各种编码面试的人士 您将学习到： - 视觉化和理解大多数动态规划挑战的能力 - 解决实际面试问题及其跟进问题 - 理解递归基础及其在高级问题解决中的应用 - 使用Java解决15个流行动态规划问题的详细代码 - 中级问题解决技能 - 增强您的问题解决能力，成长为更熟练的开发者 先决条件：基本的编程知识（最好是Python、Java、JavaScript或C++），以及基本的二维数组和树的数据结构知识将是有益的。 课程内容： - 访问所有视频讲座和测验 - 可下载的资源和讲座 - 完成证书 需要注意的是，本课程中讨论的所有问题都是MAANG（Meta/Facebook、亚马逊、苹果、Netflix、谷歌）面试中最常被提及的问题之一。立即注册，开始掌握动态规划这一每位程序员必备的技能之旅！
Welcome to "AI won't teach Dynamic Programming this way (Java)", a comprehensive course designed for programmers and computer science enthusiasts eager to deepen their understanding of this crucial algorithmic technique. Dynamic Programming (DP) is a method for solving complex problems by breaking them down into simpler subproblems. This course is tailored to equip you with a robust understanding of DP concepts, enabling you to apply them in various programming challenges and real-world scenarios.Broad Categories of DP problems that we teach in this course:Longest Increasing Subsequence & Variations: Dive into the intricacies of finding the longest increasing subsequence in a sequence of numbers, along with its various forms and applications.Longest Common Subsequence (LCS) & Variations: Explore the LCS problem, crucial in file comparison, DNA sequencing, and more, and learn about its different versions.Buy and Sell Stock Problems & Variations: Analyze different scenarios in stock trading to maximize profit using DP, covering various constraints and conditions.Matrix Pattern Problems & Variations: Master DP approaches for matrix-related problems, crucial in image processing, game development, and other areas.DP in Trees & Variations: Explore how DP can be extended to more than arrays and 2D arrays. The problems in this category varies a lot in difficulty levels and is crucial when it comes to intermediate level problem solving skills.Course StructureVideo Lectures: Engaging and detailed video lectures for each topic, offering both theoretical understanding and practical examples.Quizzes: After each lecture, test your understanding with comprehensive quizzes which are actual coding interview follow-ups.Resources: Java code for each problem discussed in lectures.Who This Course Is ForAnyone studying Data Structures and AlgorithmsAnyone who is interested in improving their problem solving skillsAnyone looking to begin or enhance their journey in Dynamic ProgrammingAnyone aiming to get ready for coding interviews of any kindWhat You Will LearnGain the ability to visualize and comprehend the majority of Dynamic Programming challengesSolve actual interview problems and follow-upsUnderstand basics of Recursion and how to use it for advanced problem solvingUnderstand detailed solutions with code in Java to over 15 popular Dynamic Programming questionsIntermediate level problem solving skillsEnhance your problem-solving abilities and grow as a more proficient developerPrerequisitesBasic knowledge of programming (preferably in Python, Java, Javascript or C++).Basic knowledge of Data Structures like 2D Arrays and Trees would be beneficial.What's IncludedAccess to all video lectures and quizzes.Downloadable resources and lectures.Certificate of completion.It is essential to note that all the problems we discuss in this course are among the most asked MAANG (Meta/Facebook, Amazon, Apple, Netflix, Google) interview questions.Enroll now and embark on your journey to mastering Dynamic Programming, an essential skill for every programmer!
