信息学课程
信息学课程可帮助您理解算法、信息系统、数据和逻辑开发的主要概念。您可以培养逻辑分析、建模、架构和分析方面的能力。许多课程利用具体实例来说明基本原理。
通用信息课程和证书
University of Colorado Boulder
您将获得的技能: Process Capability, Sampling (Statistics), R (Software), Correlation Analysis, Statistical Inference, Probability Distribution, Statistical Visualization, R Programming, Statistical Process Controls, Statistical Hypothesis Testing, Statistical Methods, Data Science, Statistics, Data Analysis, Statistical Analysis, Data Analysis Software, Probability, Descriptive Statistics, Quality Improvement, Process Engineering
University of Colorado Boulder
您将获得的技能: 统计假设检验, 数学建模, A/B 测试, 统计方法, 模型评估, 统计推理, 数据伦理, 统计建模, 概率与统计, 实验, 回归分析, 数据科学, 定量研究, 数据建模, 机器学习, 数据分析, 统计分析, 研究设计, 预测建模, R 程序设计
University of Colorado Boulder
您将获得的技能: Model Evaluation, Statistical Modeling, Applied Machine Learning, Unsupervised Learning, Classification And Regression Tree (CART), Data Science, Decision Tree Learning, Statistical Methods, Artificial Neural Networks, Statistical Analysis, Statistical Machine Learning, Regression Analysis, Predictive Modeling, Classification Algorithms, Supervised Learning, R Programming, Machine Learning Algorithms, Dimensionality Reduction, Machine Learning, Random Forest Algorithm
University of Colorado Boulder
您将获得的技能: 统计方法, 人工智能, 统计推理, 概率与统计, 统计资料, 概率分布, 数据扫盲, 应用数学, 统计分析, 抽样（统计）, 理论计算机科学
Hebrew University of Jerusalem
您将获得的技能: 算法, 操作系统, 计算机编程, 计算机制图技术, 面向对象编程（OOP）, 硬件架构, 计算机科学, 软件架构, 虚拟机, 计算机结构, 系统编程, 数据结构
Duke University
您将获得的技能: Matplotlib, Pandas (Python Package), NumPy, Data Visualization, Data Cleansing, Data Structures, Data Visualization Software, Predictive Analytics, Debugging, Object Oriented Programming (OOP), Data Manipulation, Regression Analysis, Python Programming, Data Science, Algorithms, Simulations, Exploratory Data Analysis, Data Preprocessing, Predictive Modeling, Data Analysis
Duke University
您将获得的技能: NumPy, Data Structures, Data Analysis, Object Oriented Programming (OOP), Exploratory Data Analysis, Image Analysis, Data Science, Data Transformation, Data Manipulation, Big Data, Performance Tuning, Python Programming, Data Import/Export
University of Colorado Boulder
您将获得的技能: Bayesian Statistics, Statistical Inference, Statistical Modeling, Predictive Analytics, Statistical Methods, Data Ethics, Data Science, Probability, Regression Analysis, Probability Distribution, Calculus
University of Colorado Boulder
您将获得的技能: 统计假设检验, 统计方法, 统计资料, 统计推理, 数据伦理, 概率与统计, 定量研究, 统计分析, 样本量的确定, 抽样（统计）
状态：顶级 AI 计划Imperial College London
您将获得的技能: 算法, 数学建模, 统计资料, 衍生产品, 数据预处理, 回归分析, 降维, Python 编程, 应用数学, 机器学习算法, 线性代数, 微积分, 功能工程, NumPy, 无监督学习, Jupyter, 高等数学, 人工神经网络
28DIGITAL
您将获得的技能: 算法, 图论, 数学建模, 模型评估, 嵌入式系统, 系统分析, 计算思维, 技术文档, 性能测试, 理论计算机科学
University of California San Diego
您将获得的技能: 算法, 图论, Javascript, C 和 C++, 网络分析, 软件测试, 拉斯特（编程语言）, Java, 计划发展, 开发测试, 计算机编程, 计算思维, 测试案例, Python 编程, 数据结构, 调试, 生物信息学, 数据存储, 编程原则, 理论计算机科学
总之，以下是 10 最受欢迎的 computer science 课程
- Data Science Methods for Quality Improvement: University of Colorado Boulder
- 数据科学应用统计建模: University of Colorado Boulder
- Statistical Learning for Data Science: University of Colorado Boulder
- 数据科学和 AI 的统计估算: University of Colorado Boulder
- 从第一原理开始构建现代计算机：从 Nand 到俄罗斯方块第二部分（以项目为中心的课程）: Hebrew University of Jerusalem
- Programming for Python Data Science: Principles to Practice: Duke University
- Data Science with NumPy, Sets, and Dictionaries: Duke University
- Introduction to Bayesian Statistics for Data Science: University of Colorado Boulder
- 数据科学应用中的统计推断和假设检验: University of Colorado Boulder
- 机器学习数学: Imperial College London
