Probability 理论课程
概率论课程可以帮助您学习统计推理、随机变量和概率分布。您可以掌握假设检验、Regression 分析和不确定情况下的决策技能。许多课程都会介绍 R、Python 和 Excel 等工具，这些工具支持分析数据和对现实世界的现象进行建模。您将探索贝叶斯定理、期望值和大数定律等关键主题，所有这些对于金融、工程和人工智能等领域的应用都至关重要。
热门概率论课程和认证
状态：预览Johns Hopkins University
您将获得的技能: Descriptive Statistics, Linear Algebra, Exploratory Data Analysis, Data-Driven Decision-Making, Data Analysis, Statistics, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Probability, Regression Analysis, Calculus, Mathematical Software, Statistical Analysis, Advanced Mathematics, Applied Mathematics, Probability Distribution, Mathematical Modeling, Integral Calculus, Dimensionality Reduction, Graphing
状态：预览Stanford University
您将获得的技能: 数据分析, 统计建模, 回归分析, 统计资料, 概率分布, 定量研究, 探索性数据分析, 描述性统计, 统计分析, 统计推理, 统计假设检验, 概率, 统计方法, 抽样（统计）
状态：新状态：免费试用Dartmouth College
您将获得的技能: Classification Algorithms
状态：预览Stanford University
您将获得的技能: 经济学, 数学建模, 图论, 算法, 博弈论, 概率分布, Algorithm, 概率, 行为经济学, 贝叶斯统计, 解决问题
状态：新状态：免费试用您将获得的技能: Descriptive Statistics, A/B Testing, Classification And Regression Tree (CART), Dashboard, Model Evaluation, Model Deployment, Data-Driven Decision-Making, Risk Analysis, Histogram, Statistical Inference, Strategic Decision-Making, Data Presentation, Predictive Modeling, Statistical Hypothesis Testing, Risk Mitigation, Regression Analysis, Data Visualization, MLOps (Machine Learning Operations), Decision Tree Learning, Keras (Neural Network Library)
状态：免费试用University of California, Santa Cruz
您将获得的技能: 数据分析, 概率分布, 统计建模, 数据展示, 模型评估, 统计软件, 数学建模, 马尔可夫模型, 统计资料, 统计分析, 数据科学, 统计推理, R 程序设计, 统计方法, 概率, 贝叶斯统计, 技术交流, 时间序列分析和预测, 概率与统计, 预测, Model Evaluation
状态：新状态：预览您将获得的技能: Bayesian Network, Predictive Modeling, Machine Learning Methods, Markov Model, Statistical Modeling, Artificial Intelligence, Statistical Inference, Graph Theory, Network Analysis, Probability & Statistics, Sampling (Statistics), Algorithms, Scalability
状态：免费试用University of Colorado Boulder
您将获得的技能: 数据分析, 样本量的确定, 统计资料, 理论计算机科学, 人工智能, 概率分布, 定量研究, 统计分析, 数据科学, 统计推理, 数据扫盲, 概率, 统计假设检验, 统计方法, 数据伦理, 抽样（统计）, 概率与统计, 应用数学
状态：新状态：免费试用The Hong Kong University of Science and Technology
您将获得的技能: Bayesian Statistics, Mathematical Theory & Analysis, Arithmetic, Advanced Mathematics, Deductive Reasoning
状态：免费试用Johns Hopkins University
您将获得的技能: Network Analysis, R Programming, Statistical Analysis, Regression Analysis, Statistical Modeling, Bayesian Network, Statistical Hypothesis Testing, Statistical Programming, Data Analysis, R (Software), Probability, Probability Distribution, Applied Machine Learning, Probability & Statistics, Statistical Methods, Social Network Analysis, Applied Mathematics, Simulations, Data Science, Markov Model
状态：免费试用University of Pittsburgh
您将获得的技能: Statistical Analysis, NumPy, Probability Distribution, Matplotlib, Statistics, Pandas (Python Package), Data Science, Probability & Statistics, Probability, Statistical Modeling, Predictive Modeling, Data Analysis, Linear Algebra, Predictive Analytics, Statistical Methods, Mathematics and Mathematical Modeling, Applied Mathematics, Python Programming, Machine Learning, Logical Reasoning
状态：免费试用Birla Institute of Technology & Science, Pilani
您将获得的技能: Data Analysis, Statistical Analysis, Data Visualization, Predictive Modeling, Applied Mathematics
总之，以下是 10 最受欢迎的 probability theory 课程
- Foundational Mathematics for AI: Johns Hopkins University
- 统计入门: Stanford University
- Foundations for Machine Learning: Dartmouth College
- 博弈论: Stanford University
- Statistical Inference & Predictive Modeling Foundations: Coursera
- 贝叶斯统计: University of California, Santa Cruz
- Probabilistic Graphical Models: A Compact Introduction: Coursera
- 数据科学基础：统计推理: University of Colorado Boulder
- Discrete Math for Computer Science - Counting & Probability: The Hong Kong University of Science and Technology
- Statistical Methods for Computer Science: Johns Hopkins University
