概率图形模型课程
概率图形模型课程可以帮助您学习贝叶斯网络、马尔可夫随机场和推理算法。您可以掌握不确定性建模、不确定性下的推理以及基于不完整数据进行预测的技能。许多课程都会介绍 TensorFlow Probability 和 PyMC3 等工具，这些工具用于实现这些 Model 和执行复杂的计算，使您能够将所学知识应用到现实世界的数据分析和机器学习任务中。
热门概率图形模型课程和认证
状态：免费试用Johns Hopkins University
您将获得的技能: 模型评估, 统计建模, 概率与统计, 数据分析, 逻辑回归, 回归分析, 统计分析, 统计推理
状态：预览University of Zurich
您将获得的技能: 描述性统计, 概率分布, 概率与统计, 金融, 应用数学, 概率, 风险分析, 统计
状态：新Arizona State University
您将获得的技能: Data Storage Technologies, Probability & Statistics, Data Storage, Data Manipulation, Model Evaluation
状态：新状态：免费试用University of Colorado Boulder
您将获得的技能: Artificial Intelligence, Generative AI, Machine Learning Algorithms, Mathematical Theory & Analysis
状态：免费试用Databricks
您将获得的技能: 概率分布, 模型评估, 逻辑回归, 数据科学, 统计建模, 回归分析, 模拟, 贝叶斯统计, 统计方法, 统计, 统计编程, 预测建模, 统计分析, 抽样（统计）, 概率, 应用机器学习, 马尔可夫模型, Jupyter, Python 程序设计, 数据库
状态：新Arizona State University
您将获得的技能: Bayesian Statistics, Statistical Modeling, Bayesian Network, Statistical Methods, Statistical Analysis, Data Analysis, R Programming, Data-Driven Decision-Making, Statistical Inference, Markov Model, Simulations, Probability Distribution
状态：新状态：免费试用University of Pittsburgh
您将获得的技能: Data Storytelling, Interactive Data Visualization, Data Presentation, Plot (Graphics), Data Visualization Software, Data Visualization, Tableau Software, Spatial Analysis, Visualization (Computer Graphics), Statistical Visualization, Network Model, Dashboard, Matplotlib, Infographics, Heat Maps, Seaborn, Geospatial Information and Technology, Time Series Analysis and Forecasting, Network Analysis, Geospatial Mapping
状态：预览Universidad Nacional Autónoma de México
您将获得的技能: Descriptive Statistics, Data Analysis, Correlation Analysis, Statistical Analysis, Data Presentation, Statistical Visualization, Probability, Histogram, Data-Driven Decision-Making, Regression Analysis, Probability Distribution, Box Plots, Graphing, Scatter Plots
状态：新状态：免费试用University of Pittsburgh
您将获得的技能: Probability Distribution, Data Science, Probability & Statistics, Predictive Analytics, Probability, Statistical Modeling, Data Analysis, Regression Analysis, Logistic Regression, Statistical Analysis, Statistical Methods, Statistical Machine Learning, Bayesian Statistics, Statistical Inference, Feature Engineering, Applied Mathematics, Python Programming, Machine Learning, Algorithms
状态：免费试用University of California, Santa Cruz
您将获得的技能: 概率分布, R 语言程序设计（中文版）, 数据建模, 微软Excel, 统计建模, 数据分析, 概率与统计, 贝叶斯统计, 回归分析, 分析技能, R（软件）, 统计方法, 统计推理, 预测建模, 概率, 数据可视化, 统计可视化, 统计
状态：新状态：免费试用您将获得的技能: Generative AI, Generative Model Architectures, Large Language Modeling, LLM Application, Generative Adversarial Networks (GANs), Retrieval-Augmented Generation, OpenAI, Hugging Face, Multimodal Prompts, Responsible AI, Embeddings, Prompt Engineering, AI Security, Autoencoders, Vision Transformer (ViT), Model Deployment, Image Analysis
状态：免费试用IBM
您将获得的技能: 模型评估, 分类算法, 机器学习, 数据清理, 逻辑回归, 数据预处理, Scikit-learn （机器学习库）, 监督学习, 性能指标, 决策树学习, 功能工程, 随机森林算法, 抽样（统计）, 预测建模
总之，以下是 10 最受欢迎的 probabilistic graphical models 课程
- 回归模型: Johns Hopkins University
- 概率直观入门: University of Zurich
- Modern Statistical Computing and Regression Modeling in R: Arizona State University
- Discrete-Time Markov Chains and Monte Carlo Methods: University of Colorado Boulder
- 数据科学家计算统计入门: Databricks
- Bayesian Statistical Concepts and Methods: Arizona State University
- Data Visualization: Fundamentals to Interactive Storytelling: University of Pittsburgh
- Estadística y probabilidad: Universidad Nacional Autónoma de México
- Probability Theory and Regression for Predictive Analytics: University of Pittsburgh
- 贝叶斯统计：从概念到数据分析: University of California, Santa Cruz
