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: Generative AI, Model Evaluation, Dashboard, Image Quality, Test Script Development, Image Analysis, Test Case, Verification And Validation, Large Language Modeling, Data Visualization, Continuous Monitoring, Plotly, Text Mining, Natural Language Processing, Matplotlib, Statistical Hypothesis Testing
中级 · 课程 · 1-4 周
Starweaver
您将获得的技能: Financial Modeling, Business Valuation, Capital Budgeting, Risk Analysis, Financial Analysis, Investment Management, Excel Formulas, Data-Driven Decision-Making, Microsoft Excel, Corporate Finance, Financial Forecasting, Cash Flow Forecasting, Cash Flows, Financial Systems, Responsible AI, Simulation and Simulation Software, AI Enablement, Accounting
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: Supervised Learning, Statistical Machine Learning, Scikit Learn (Machine Learning Library), Applied Machine Learning, Machine Learning
中级 · 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

University of Minnesota
您将获得的技能: 回归分析, 微软Excel, 数据转换, 统计建模, 数据预处理, 预测, 预测建模, 统计方法, Model Evaluation, 透视表和图表, 趋势分析, Excel 公式, 预测分析, 时间序列分析和预测
混合 · 课程 · 1-4 周

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

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

您将获得的技能: Statistical Hypothesis Testing, Clinical Data Management, Clinical Assessment, Data Analysis, Analytics, Machine Learning Methods, Healthcare Ethics, Health Informatics, Regression Analysis, Predictive Analytics, Supervised Learning, Statistical Analysis, Statistics, Probability & Statistics, Decision Tree Learning, Random Forest Algorithm
中级 · 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, Sampling (Statistics), Data Validation, Statistical Methods, Python Programming
中级 · 课程 · 1-3 个月

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