模型验证课程可以帮助您学习统计技术、性能指标、过拟合预防和交叉验证方法。您可以掌握评估模型准确性、理解偏差-方差权衡以及实施稳健验证框架的技能。许多课程介绍了 R、Python 等工具以及 scikit-learn 和 TensorFlow 等专门库,这些工具支持将这些验证技术应用于传统统计模型和人工智能 (AI) 应用中使用的模型。

Coursera
您将获得的技能: Model Deployment, Generative AI, Performance Tuning, Model Evaluation, Performance Testing, Cross Platform Development, PyTorch (Machine Learning Library), Cloud Deployment, Applied Machine Learning, Application Performance Management, Development Environment, Hardware Architecture, Scalability
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: Failure Analysis, Deep Learning, Applied Machine Learning, Data Pipelines, Performance Metric
中级 · 课程 · 1-4 周

您将获得的技能: Model Deployment, Generative AI, AI Workflows, Generative Model Architectures, Development Environment, Image Analysis, Model Evaluation, Performance Tuning, Data Preprocessing
中级 · 课程 · 1-4 周

KodeKloud
您将获得的技能: AWS SageMaker, Model Deployment, MLOps (Machine Learning Operations), Data Governance, Data Management, Data Security, Application Deployment, Personally Identifiable Information, Cloud Deployment, General Data Protection Regulation (GDPR), Continuous Deployment, Model Evaluation, Application Programming Interface (API)
初级 · 课程 · 1-4 周

您将获得的技能: Anomaly Detection, MLOps (Machine Learning Operations), AI Security, Software Engineering, DevOps, CI/CD, Model Deployment, Performance Tuning, Model Evaluation, Secure Coding, Continuous Monitoring, Integration Testing, Data Validation, Sampling (Statistics), Statistical Methods, Python Programming
中级 · 课程 · 1-3 个月

您将获得的技能: Supervised Learning, Feature Engineering, Applied Machine Learning, Unsupervised Learning, Model Evaluation, Machine Learning Algorithms, Predictive Modeling, Data Preprocessing, Classification Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Dimensionality Reduction, Performance Tuning
高级设置 · 课程 · 1-3 个月

您将获得的技能: Predictive Analytics, MLOps (Machine Learning Operations), Verification And Validation, Data Preprocessing, Data Transformation, Exploratory Data Analysis, Data Manipulation, Statistical Reporting
中级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Deep Learning, Performance Tuning, Applied Machine Learning, Performance Improvement, Artificial Intelligence and Machine Learning (AI/ML), Performance Analysis
中级 · 课程 · 1-4 周
University of Colorado Boulder
您将获得的技能: Computational Logic, Systems Design, Verification And Validation, Systems Analysis, Software Systems, Theoretical Computer Science, Computational Thinking, System Design and Implementation, Computer Architecture, Programming Principles, Software Architecture, Software Design, Model Evaluation, Graph Theory, Pseudocode, Software Testing, Simulations, Hardware Architecture, Software Quality Assurance, Logical Reasoning
初级 · 专项课程 · 1-3 个月

您将获得的技能: Microsoft Excel, Excel Formulas, Pivot Tables And Charts, Working Capital, Cash Flows, Spreadsheet Software, Income Statement, Financial Analysis, Financial Accounting, Revenue Recognition, Business Valuation, Generally Accepted Accounting Principles (GAAP), Business Reporting, Balance Sheet, Data Visualization, Capital Expenditure, Accounts Receivable, Financial Modeling, Finance, Corporate Finance
初级 · 专项课程 · 3-6 个月

University of Pennsylvania
您将获得的技能: 业务建模, 逻辑回归, 风险分析, 统计建模, 预测, 回归分析, 概率, 数学建模, 商业分析, 预测分析, 模拟和模拟软件, 词汇
混合 · 课程 · 1-4 周

您将获得的技能: Model Deployment, Model Evaluation, PyTorch (Machine Learning Library), Transfer Learning, Performance Tuning, Debugging, MLOps (Machine Learning Operations), Deep Learning, Scalability, Artificial Neural Networks
中级 · 课程 · 1-4 周