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 California San Diego
您将获得的技能: Python 程序设计, 数据清理, 数据可视化软件, Matplotlib, 交互式数据可视化, 数据操作, Pandas(Python 软件包), JSON, 数据导入/导出, 数据处理, NumPy, 网页抓取, Jupyter, 数据科学, 数据可视化
中级 · 课程 · 1-3 个月

您将获得的技能: Power BI, Data Transformation, Data Manipulation, Data Cleansing, Feature Engineering, Data Integration, Predictive Modeling, Data Quality
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: PySpark, Apache Spark, MySQL, Data Pipelines, Scala Programming, Extract, Transform, Load, Customer Analysis, Apache Hadoop, Classification And Regression Tree (CART), Predictive Modeling, Applied Machine Learning, Data Processing, Advanced Analytics, Big Data, Apache Maven, Statistical Machine Learning, Unsupervised Learning, SQL, Apache, Python Programming
初级 · 专项课程 · 1-3 个月

Johns Hopkins University
您将获得的技能: Computer Vision, PyTorch (Machine Learning Library), Supervised Learning, Unsupervised Learning, Image Analysis, Applied Machine Learning, Dimensionality Reduction, Reinforcement Learning, Feature Engineering, Machine Learning Algorithms, Regression Analysis, Data Processing, Machine Learning, Predictive Modeling, Data Mining, Data Cleansing, Statistical Machine Learning, Deep Learning, Artificial Neural Networks, Decision Tree Learning
中级 · 专项课程 · 3-6 个月

University of Pittsburgh
您将获得的技能: Statistical Analysis, Statistical Modeling, Predictive Modeling, Data Analysis, Statistics, Integral Calculus, Probability & Statistics, Data Science, Probability Distribution, Calculus, Mathematics and Mathematical Modeling, Mathematical Theory & Analysis, Applied Mathematics, Derivatives, Mathematical Modeling, Machine Learning, Algorithms
攻读学位
初级 · 课程 · 1-4 周

University of Michigan
您将获得的技能: Machine Learning Methods, Machine Learning Software, Machine Learning, Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Image Analysis, Deep Learning, Computer Vision, Artificial Intelligence, Generative AI, Statistical Machine Learning, Reinforcement Learning, Artificial Neural Networks, Automation, Algorithms
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: 预测建模, 机器学习, 探索性数据分析, 数据伦理, 负责任的人工智能, 生成式人工智能, 数据战略, Machine Learning 方法, 应用机器学习, 数据质量
中级 · 课程 · 1-4 周

您将获得的技能: Supervised Learning, Computer Vision, Machine Learning Methods, Matplotlib, Data Visualization, Probability & Statistics, Deep Learning, Statistical Machine Learning, Artificial Intelligence, Plotly, Statistical Analysis, Data Visualization Software, Statistical Hypothesis Testing, Machine Learning, Seaborn, Data Science, Programming Principles, Python Programming, Applied Machine Learning, Statistical Inference
中级 · 专项课程 · 3-6 个月

您将获得的技能: Generative AI, Financial Data, Financial Analysis, Data-Driven Decision-Making, Financial Statements, Text Mining, Market Intelligence, Unstructured Data, Investment Management, Financial Market, Artificial Intelligence, Analysis, Natural Language Processing
中级 · 课程 · 1-4 周

您将获得的技能: SAS (Software), Data Import/Export, Data Manipulation, Predictive Modeling, Statistical Analysis, SQL, Regression Analysis, R (Software), Data Analysis, Pandas (Python Package), Excel Macros, Statistical Hypothesis Testing, Software Installation, Data Cleansing, System Configuration
初级 · 课程 · 3-6 个月

University of Colorado Boulder
您将获得的技能: Dimensionality Reduction, Data Analysis, Supervised Learning, Anomaly Detection, Machine Learning, Machine Learning Algorithms, Statistical Analysis, Unsupervised Learning, Data Mining, Analytics, Predictive Modeling, Regression Analysis, Scikit Learn (Machine Learning Library), Classification And Regression Tree (CART), Exploratory Data Analysis, Project Planning
中级 · 课程 · 1-3 个月

您将获得的技能: Exploratory Data Analysis, Classification And Regression Tree (CART), Predictive Modeling, Data Analysis, Regression Analysis, Supervised Learning, Machine Learning Algorithms, Statistical Machine Learning, Feature Engineering, Data Cleansing, Bayesian Network, Performance Tuning
中级 · 课程 · 1-3 个月