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所在平台: Udemy |
课程主页: https://www.udemy.com/course/mathematics-for-machine-learning-arabic/
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课程名称：数据科学基础数学（阿拉伯语） 概述：课程《数据科学基础数学》为学习机器学习和数据科学的人士提供了线性代数、统计学和概率论的全面理解。作为一门独特的阿拉伯语资源，该课程提供互动式、基于应用的训练，内容详尽，适合初学者，以帮助他们深入掌握这些学科。本课程无需先修知识，适合对人工智能、相关数学、数据分析师、数据科学家和人工智能工程师感兴趣的个人。 学习内容： - 线性代数： - 介绍与重要性 - 线性方程组 - 向量及其操作 - 向量范数 - 点积 - 矩阵及矩阵操作 - 向量空间 - 线性组合 - 向量张成 - 向量的线性独立性 - 空间基 - 线性变换 - 行列式 - 线性方程组的解 - 高斯-乔丹消元法 - 逆矩阵 - 特征值与特征向量 - 主成分分析（PCA） - 概率与统计： - 重要性与相关性 - 概率与统计的区别 - 经验概率与理论概率 - 联合、边际和条件概率分布 - 随机实验 - 随机变量 - 统计抽样方法 - 数值变量与可视化技术 - 统计工具 - 类别变量与可视化技术 - 概率分布 无论您是人工智能爱好者、开发者、学生还是数据科学家，本课程将赋予您进入数据科学所需的基础数学知识。立即加入，开始这段丰富的学习旅程，为您的人工智能领域之路打下坚实基础。今天就报名吧！
This course "Foundational Mathematics for Data Science" provides a comprehensive understanding of linear algebra, statistics, and probability essential for those delving into the realms of machine learning and data science. It stands out as a unique resource in Arabic, offering interactive, application-based training with thorough explanations, catering to beginners' levels to achieve an excellent grasp of the subjects.Suitable for novices without prerequisites, this course caters to individuals interested in AI, its associated mathematics, data analysts, data scientists, and AI engineers.What you will learn:Linear Algebra:Introduction and ImportanceSystem of Linear EquationsVectors and OperationsVector NormDot ProductMatrices and Matrix OperationsVector SpacesLinear CombinationsVector SpansVectors Linear IndependenceBasis of SpaceLinear TransformationDeterminantSystem of Linear Equation SolutionsGauss-Jordan EliminationInverseEigenvalues and EigenvectorsPCA (Principal Component Analysis)Probability & Statistics:Importance and RelevanceProbability vs. StatisticsEmpirical and Theoretical ProbabilityJoint, Marginal, and Conditional Probability DistributionRandom ExperimentRandom VariablesStatisticsSampling MethodsNumerical Variables and Visualization TechniquesStatistical ToolsCategorical Variables and Visualization TechniquesProbability DistributionsWhether you're an AI enthusiast, developer, student, or data scientist, this course will empower you with the foundational knowledge of mathematics needed for data science. Join us now and embark on an enriching learning journey that will set you on the path in the AI field.Enroll today!
