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。

Google Cloud
您将获得的技能: Predictive Analytics, Big Data, Predictive Modeling, Advanced Analytics, Google Cloud Platform, MLOps (Machine Learning Operations), Data Analysis, Machine Learning Methods, Data Modeling
初级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: Jupyter, MLOps (Machine Learning Operations), Google Cloud Platform, Model Deployment, Machine Learning, Development Environment, Collaborative Software, Exploratory Data Analysis
初级 · 课程 · 1-4 周

您将获得的技能: Financial Modeling, Operational Analysis, Business Modeling, Operational Performance Management, Financial Statements, Financial Statement Analysis, Financial Forecasting, Financial Analysis, Accounting, Balance Sheet, Cash Flows, Business Valuation, Cash Flow Forecasting, Income Statement, Business Writing
中级 · 课程 · 1-4 周

您将获得的技能: ASP.NET, .NET Framework, Identity and Access Management, Full-Stack Web Development, Web Applications, Microsoft Azure, Web Development, Cloud Deployment, Application Deployment, Authorization (Computing), Authentications, Databases, Software Architecture, Payment Systems, Software Design Patterns, Data Modeling, User Interface (UI)
中级 · 课程 · 3-6 个月

您将获得的技能: Feature Engineering, PySpark, Model Evaluation, Deep Learning, Applied Machine Learning, Generative AI, Large Language Modeling, Transfer Learning, Data Pipelines, Distributed Computing, Artificial Intelligence and Machine Learning (AI/ML), Keras (Neural Network Library), Supervised Learning, Big Data, PyTorch (Machine Learning Library), Machine Learning, Unsupervised Learning, Natural Language Processing, MLOps (Machine Learning Operations), Text Mining
混合 · 课程 · 1-3 个月

DeepLearning.AI
您将获得的技能: 卷积神经网络, 负责任的人工智能, 无监督学习, PyTorch(机器学习库), 深度学习, 生成模型架构, 生成对抗网络 (GAN), 数据伦理, 图像分析, 人工神经网络
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: LangGraph, AI Orchestration, LangChain, LLM Application, Agentic Workflows, Generative AI Agents, MLOps (Machine Learning Operations), Context Management, Distributed Computing, Software Design Patterns
中级 · 课程 · 1-4 周

DeepLearning.AI
您将获得的技能: 卷积神经网络, 负责任的人工智能, PyTorch(机器学习库), 无监督学习, 信息隐私, 生成对抗网络 (GAN), 生成式人工智能, 数据伦理, 数据综合, 图像分析
中级 · 课程 · 1-4 周

您将获得的技能: Data Cleansing, Logistic Regression, Data Preprocessing, Applied Machine Learning, Data Import/Export, Data Mining, Python Programming, Google Cloud Platform, Scikit Learn (Machine Learning Library), Predictive Modeling, Classification Algorithms, Machine Learning, Supervised Learning
中级 · 指导项目 · 不超过 2 小时

Coursera
您将获得的技能: 模型评估, 机器学习, 数据导入/导出, 数据预处理, ChatGPT, 应用机器学习, 性能调整, 张力流, Machine Learning 方法, Keras(神经网络库), 图像分析, Python 程序设计, 人工神经网络
中级 · 指导项目 · 不超过 2 小时

Case Western Reserve University
您将获得的技能: Exploratory Data Analysis, Spatial Data Analysis, Spatial Analysis, Geospatial Mapping, Geospatial Information and Technology, Descriptive Statistics, Statistical Modeling, R Programming, Geographic Information Systems, Statistical Analysis, Probability & Statistics, Data-Driven Decision-Making, Oil and Gas, Data Analysis, Simulations, Statistical Methods, Rmarkdown, Data Cleansing, Box Plots, Plot (Graphics)
中级 · 专项课程 · 3-6 个月
University of Washington
您将获得的技能: 数据可视化软件, Data Governance, 数据叙事, 亚马逊网络服务, 大数据, 云计算, 信息隐私, 技术交流, 道德标准与行为, 数据伦理, 统计可视化
混合 · 课程 · 1-4 周