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。

Illinois Tech
您将获得的技能: Bayesian Statistics, Data Analysis, Statistical Inference, Regression Analysis, Statistical Methods, Statistical Analysis, Statistical Modeling, Statistical Programming, R (Software), R Programming, Markov Model, Logistic Regression, Probability, Simulations, Model Evaluation, Probability Distribution
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中级 · 课程 · 1-3 个月

H2O.ai
您将获得的技能: Large Language Modeling, Model Evaluation, Collaborative Software, Artificial Neural Networks, Deep Learning, Artificial Intelligence and Machine Learning (AI/ML), Generative AI, LLM Application, Data Preprocessing, Prompt Engineering, Generative Model Architectures, Training Programs, Data Validation, Data Cleansing, Natural Language Processing, Applied Machine Learning, Transfer Learning, Verification And Validation, Data Quality, AI Workflows
中级 · 专项课程 · 3-6 个月

您将获得的技能: Model Evaluation, Data Preprocessing, Model Deployment, Risk Modeling, Logistic Regression, Statistical Analysis, Performance Metric
混合 · 课程 · 1-4 周
University of Michigan
您将获得的技能: Statistical Modeling, Regression Analysis, Statistical Methods, Statistical Inference, Probability & Statistics, Correlation Analysis, Data Analysis, Statistical Analysis, Statistical Hypothesis Testing
中级 · 课程 · 1-4 周

DeepLearning.AI
您将获得的技能: 模型评估, 负责任的人工智能, 机器学习, 图像质量, PyTorch(机器学习库), 生成对抗网络 (GAN), 生成式人工智能, 无监督学习, 生成模型架构, 数据伦理
中级 · 课程 · 1-4 周

Illinois Tech
您将获得的技能: Model Evaluation, Data Validation, Regression Analysis, Feature Engineering, Plot (Graphics), Statistical Modeling, Data Transformation, Correlation Analysis, Statistical Analysis, R Programming, Time Series Analysis and Forecasting, Statistical Inference, Statistical Hypothesis Testing
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中级 · 课程 · 1-4 周

University of Pennsylvania
您将获得的技能: 概率分布, 风险管理, 数学建模, 微软Excel, 模拟和模拟软件, 预测建模, 电子表格软件, 运筹学, 风险分析, 统计分析, 统计假设检验, 数据驱动的决策制定
混合 · 课程 · 1-4 周

Università di Napoli Federico II
您将获得的技能: Securities (Finance), Portfolio Management, Equities, Investments, Finance, Fixed Asset, Derivatives, Capital Markets, Statistical Methods, Financial Modeling, Risk Analysis, Regression Analysis, Time Series Analysis and Forecasting
中级 · 课程 · 1-3 个月

您将获得的技能: Time Series Analysis and Forecasting, Recurrent Neural Networks (RNNs), SAS (Software), Forecasting, Regression Analysis, Applied Machine Learning, Statistical Analysis, Advanced Analytics, Predictive Modeling, Statistical Modeling, Bayesian Statistics, Model Evaluation
中级 · 课程 · 1-3 个月

University of Michigan
您将获得的技能: Social Network Analysis, Data Analysis, Python Programming, Jupyter, Probability Distribution
高级设置 · 课程 · 1-4 周

您将获得的技能: Logistic Regression, Model Evaluation
混合 · 课程 · 1-4 周

您将获得的技能: SAS (Software), Model Deployment, Model Evaluation, Predictive Analytics, Regression Analysis, Business Analytics, Data Preprocessing, Machine Learning Methods, Data Mining, Feature Engineering, Statistical Analysis, Decision Tree Learning, Data Transformation, Artificial Neural Networks
混合 · 课程 · 1-3 个月