预测建模课程可以帮助您学习统计技术、数据预处理、Regression 分析和时间序列预测。您可以掌握评估模型性能、特征选择和解释结果的技能,从而做出明智的预测。许多课程都会介绍 R、Python 等工具以及 scikit-learn 和 TensorFlow 等专项库,这些工具支持在各行各业实施预测模型和有效应用 AI 技术。

University of Colorado System
您将获得的技能: 决策支持系统, 临床数据管理, 临床实践, 定性研究, 数据分析, 预测建模, 模型部署, 患者评估, 应用机器学习, Model Evaluation, 健康信息学, 风险模型, 重症监护室
中级 · 课程 · 1-3 个月

您将获得的技能: Data Visualization, Regression Analysis, Predictive Modeling, Financial Forecasting, Statistical Modeling, Forecasting, Financial Modeling, SPSS, Predictive Analytics, Risk Modeling, Data-Driven Decision-Making, Statistical Analysis, Analytics, Scatter Plots, Credit Risk, Microsoft Excel, Model Evaluation
混合 · 课程 · 1-4 周
Stanford University
您将获得的技能: 统计建模, 决策支持系统, 抽样(统计), Algorithm, 机器学习算法, 贝叶斯统计, 图论, 网络分析, 网络模型, 机器学习, 统计推理, 概率与统计, 应用机器学习, 马尔可夫模型, Machine Learning 方法, 贝叶斯网络, 统计方法, 计算思维, Model Evaluation, 概率分布
高级设置 · 专项课程 · 3-6 个月

O.P. Jindal Global University
您将获得的技能: Data Mining, Predictive Analytics, Business Analytics, Dimensionality Reduction, Forecasting, Data-Driven Decision-Making, Customer Analysis, Regression Analysis, Demand Planning, Classification Algorithms, Machine Learning Methods, Logistic Regression, Decision Tree Learning, Artificial Neural Networks
攻读学位
混合 · 课程 · 3-6 个月

您将获得的技能: SPSS, Correlation Analysis, SPSS (Software), Logistic Regression, Regression Analysis, Predictive Modeling, Predictive Analytics, Descriptive Statistics, Statistical Methods, Statistical Modeling, Case Studies, Statistical Analysis, Data Import/Export, Data Manipulation, Analysis, Model Evaluation
混合 · 课程 · 1-3 个月

您将获得的技能: Data Analysis, Predictive Analytics, Case Studies, Statistical Visualization, Statistical Modeling
初级 · 课程 · 1-4 周

您将获得的技能: 微软Excel, 数据操作, 统计可视化, 数据可视化软件, 关系数据库, 交互式数据可视化, 数据整理, 数据展示, 仪表板, Ggplot2, 数据库设计, 分析技能, 统计分析, 闪亮(R 套件), 网页抓取, Excel 公式, 探索性数据分析, 数据叙事, Rmarkdown, 数据可视化
攻读学位
初级 · 专业证书 · 3-6 个月

University of California San Diego
您将获得的技能: Flask(网络框架), 数据操作, Python 程序设计, 机器学习算法, 数据可视化软件, 分类算法, 监督学习, 模型部署, 机器学习, 网页抓取, 预测分析, 预测建模, 数据处理, Model Evaluation, MLOps(机器学习 Operator), 应用机器学习, 功能工程, 数据可视化, 设计思维, Data Validation
中级 · 专项课程 · 3-6 个月

您将获得的技能: Predictive Modeling, Model Evaluation, Data Preprocessing, Predictive Analytics, Logistic Regression, Risk Modeling, Statistical Modeling, Feature Engineering, Regression Analysis, Correlation Analysis, Classification Algorithms, Data Manipulation, Scikit Learn (Machine Learning Library), Data Transformation, Pandas (Python Package), NumPy
混合 · 课程 · 1-3 个月

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
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

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Model Evaluation, Business Metrics, Feature Engineering, Predictive Modeling, Random Forest Algorithm, Supervised Learning, Scikit Learn (Machine Learning Library), Data Preprocessing, Applied Machine Learning, Performance Metric, Regression Analysis, Continuous Monitoring, Statistical Methods, Algorithms
中级 · 课程 · 1-4 周