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所在平台: Udemy |
课程主页: https://www.udemy.com/course/statistics-mathematics-for-data-science-in-python/
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**课程名称：** Python数据科学统计与数学 **课程概述：** 本课程旨在帮助学习者掌握数据科学的核心统计学和数学知识。数据科学依赖于从数据中提取有意义的见解，而数学和统计学是实现这一目标的关键基石。本课程将引导您理解数据处理、模式识别和算法构建所需的重要概念。 **为何学习数据科学的数学与统计学？** * **构建基础：** 数学和统计学是数据科学领域的基石。 * **开发算法：** 掌握这些知识将使您能够构建各种数据科学算法。 * **数据解读：** 提升您有效解读数据的能力。 * **解决问题：** 帮助您识别和解决复杂的现实世界问题。 * **模型选择：** 了解如何根据内在局限性选择合适的数据模型。 **为何选择本课程？** 该课程是学习和理解数据科学相关数学与统计学概念的理想途径。通过精心设计的互动式教学内容，您将深入学习数据科学背后的数学与统计学原理。课程涵盖了从基础词汇、描述性统计到自然语言处理（NLP）的广泛内容，并介绍相关的重要工具。最后，通过一个包含数据可视化和优化的项目，以确保全面掌握所学知识。 **课程内容包括：** * Google Colab 的使用 * 词汇与描述性统计 * 分布类型：均匀分布、二项分布、泊松分布、正态分布及拟合 * 具有可视化的推断统计学
Master the Statistics & mathematics that powers Data Science!!"Data Scientist is a person who is better at statistics than any programmer and better at programming than any statistician." - Josh WillsData science is all about leveraging data to draw meaningful insights. And undoubtedly, converting raw and quantitative data into an organized form requires a lot of knowledge & hard work. When it comes to data science, mathematics & statistics are the 2 important pillars around which the majority of the concepts revolve.Though expecting everyone to become the Aryabhatta can be wrong, but one can definitely dedicate some time to learn all the important concepts of Mathematics & Statistics to master Data Science, one of the most trending fields of this digital economy.Considering the high demand for data scientists & all-time high skill gaps, we have curated this online course entirely dedicated to Statistics & Mathematics behind Data Science. All the covered concepts will aid you in identifying patterns from the data and help you to create algorithms.Why you should learn Mathematics & Statistics for Data Science?Maths & stats are the building blocks of data scienceYou will be able to create various algorithmsYou can easily interpret data effectivelyHelps in identifying & solving complex real-world problemsModel Selection based on their inherent limitationsWhy you should take this course?This course on statistics & mathematics is a perfect way of learning & understanding the important concepts involved in data science. You will learn all the maths & stats behind data science through its handcrafted sections in the most interactive way possible.It covers everything from Vocabulary & Descriptive statistics to NLP along with all the important tools. In the end, a project is also included on data visualization & optimization to ensure complete learning.This course includes:Working with Google ColabVocabulary & descriptive statisticsDistribution types- Uniform, binomial, Poisson, normal & fittingInferential statistics with visualizations
