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
Johns Hopkins University
您将获得的技能: Regression Analysis, Statistical Hypothesis Testing, Statistical Analysis, Probability & Statistics, Statistical Methods, Probability Distribution, Data Analysis, Markov Model, Data Science, Statistics, Statistical Inference, Probability, R Programming
Stanford University
您将获得的技能: 经济学, 贝叶斯统计, 概率分布, 解决问题, 概率, 图论, 博弈论, 数学建模, 行为经济学, 算法, Algorithm
University of Pennsylvania
您将获得的技能: Probability, Probability & Statistics, Sampling (Statistics), Probability Distribution, Statistics, Data Science, Statistical Inference, Descriptive Statistics, Statistical Analysis, General Mathematics
Dartmouth College
您将获得的技能: Classification Algorithms
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)
University of California, Santa Cruz
您将获得的技能: 统计分析, 数据展示, 技术交流, 数据科学, 概率分布, 时间序列分析和预测, 数据分析, 贝叶斯统计, R 程序设计, 概率, 统计软件, 马尔可夫模型, 统计推理, Model Evaluation, 概率与统计, 统计建模, 数学建模, 统计资料, 预测, 统计方法, 模型评估
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
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
University of London
您将获得的技能: 数据可视化, 抽样（统计）, 描述性统计, 概率分布, 数据分析, 概率, 数据驱动决策, 风险建模, 统计推理, 数学建模, 概率与统计, 统计假设检验, 统计建模, 统计资料
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
Johns Hopkins University
您将获得的技能: 统计分析, 贝叶斯统计, 抽样（统计）, 概率分布, 数据分析, 概率, 统计推理, 统计假设检验, 统计建模, 统计资料, 概率与统计, 统计方法, 样本量的确定
University of Colorado Boulder
您将获得的技能: 人工智能, 统计分析, 数据科学, 数据伦理, 数据分析, 抽样（统计）, 概率分布, 数据扫盲, 概率, 统计推理, 统计假设检验, 理论计算机科学, 应用数学, 概率与统计, 统计资料, 统计方法, 定量研究, 样本量的确定
总之，以下是 10 最受欢迎的 probability theory 课程
- Advanced Probability and Statistical Methods: Johns Hopkins University
- 博弈论: Stanford University
- Statistics for Data Science Essentials: University of Pennsylvania
- Foundations for Machine Learning: Dartmouth College
- Statistical Inference & Predictive Modeling Foundations: Coursera
- 贝叶斯统计: University of California, Santa Cruz
- Mathematical Foundations for Data Science and Analytics: University of Pittsburgh
- Probabilistic Graphical Models: A Compact Introduction: Coursera
- 概率与统计：p 还是不 p？: University of London
- Discrete Math for Computer Science - Counting & Probability: The Hong Kong University of Science and Technology
