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所在平台: Udemy |
课程主页: https://www.udemy.com/course/learn-machine-learning-in-a-simple-way-with-math/
课程评论：没有评论
课程名称：学习机器学习数学基础 课程概述：机器学习和人工智能（AI）已不再是科幻小说的内容，它们已经融入我们的生活。机器学习是一种新型软件，能够在无需明确编程的情况下学习，能够访问、分析并发现大数据中的模式，其能力超乎人类想象。其商业优势巨大，预计到2020年，市场规模将超过470亿美元。本课程将指导您在SAP®的HANA®数据库上实现自定义算法。HANA®是一个内存数据库，能够对大量数据进行复杂计算。我们将使用原生SQL编写朴素贝叶斯算法的算法代码。朴素贝叶斯是一种经典的机器学习算法，基于概率模型，能够提供惊人的结果，甚至在某些情况下超越复杂的机器学习算法。课程从基础知识开始，逐步深入到机器学习算法的实现。我们不使用任何第三方库，而是将算法步骤用原生SQL编写，以利用HANA®内存数据库的能力，使代码在数据集扩展时仍能高效运行。
Machine learning and the world of artificial intelligence (AI) are no longer science fiction. They're here!Get started with the new breed of software that is able to learn without being explicitly programmed, machine learning can access, analyze, and find patterns in Big Data in a way that is beyond human capabilities. The business advantages are huge, and the market is expected to be worth $47 billion and more by 2020.In this course, you will implement your own custom algorithm on top of SAP®'s HANA® Database, which is an In-Memory database capable of Performing huge calculation over a large set of Data. We are going to use Native SQL to write the algorithm of Naive Bayes. Naive Bayes is a classical ML algorithm, which is capable of providing surprising result, it is based out of the probabilistic model and can outperform even complex ML algorithm.In this course are going to start from basics and move slowly to the implementation of the ML algorithm. We are not using any third party libraries but will be writing the steps in the Native SQL, so our code can take advantage of HANA® DB in-memory capabilities to run faster even when Data Set grows large.
