数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。

您将获得的技能: Demand Planning, Customer Demand Planning, Supply Chain Planning, Production Planning, Forecasting, Time Series Analysis and Forecasting, Trend Analysis, Inventory Management System, Data Analysis, R Programming, Data Visualization, R (Software), Model Evaluation
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: Matplotlib, Data Visualization, Probability & Statistics, Plotly, Statistical Analysis, Data Visualization Software, Statistical Hypothesis Testing, Seaborn, Data Science, Programming Principles, Pandas (Python Package), Statistics, Descriptive Statistics, Data Analysis, NumPy, Probability Distribution, Exploratory Data Analysis, Python Programming
初级 · 课程 · 1-4 周

Universidad Austral
您将获得的技能: Interactive Data Visualization, Data Visualization, Data Visualization Software, Tableau Software, Dashboard, Data Storytelling, Tree Maps, Data Presentation, Data Literacy, Software Installation
初级 · 课程 · 1-4 周

University of California San Diego
您将获得的技能: Python 程序设计, 模型评估, 统计方法, 数据预处理, Machine Learning 方法, 回归分析, 监督学习, 自然语言处理, 功能工程, Data Validation, 分类算法, 预测建模
中级 · 课程 · 1-4 周
University of Michigan
您将获得的技能: Pandas (Python Package), NumPy, Data Manipulation, Statistical Analysis, Jupyter, Data Structures, Data Cleansing, Pivot Tables And Charts, Data Analysis, Data Preprocessing, Exploratory Data Analysis, Python Programming, Probability & Statistics, Data Import/Export
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: R Programming, Arithmetic, Statistical Programming, Development Environment, Programming Principles, Data Import/Export
初级 · 指导项目 · 不超过 2 小时

University of California, Irvine
您将获得的技能: Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Machine Learning, Data Science, Data Analysis, Data Architecture, Big Data, Analytical Skills, Business Analysis, Business Analytics, Cloud Computing Architecture, Cloud Engineering
初级 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: 概率与统计, 模型评估, 统计推理, 统计建模, 回归分析, 统计分析, 逻辑回归, 相关性分析
中级 · 课程 · 1-4 周

Fractal Analytics
您将获得的技能: 沟通, 情绪商数, 人工智能, 合作, 自我意识, 数据分析, 解决问题, 批判性思维, 决策, Algorithm, 分析技能, 行为经济学
初级 · 课程 · 1-4 周

您将获得的技能: Classification Algorithms, Machine Learning Methods, Data Preprocessing, Model Evaluation, Embeddings
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: Model Evaluation, Supervised Learning, Unsupervised Learning, Data Preprocessing, Time Series Analysis and Forecasting, Applied Machine Learning, Machine Learning Algorithms, Feature Engineering, Dimensionality Reduction, Machine Learning, Predictive Modeling, Predictive Analytics, Scikit Learn (Machine Learning Library), Classification Algorithms, Forecasting, Decision Tree Learning, Anomaly Detection, Data Manipulation, Regression Analysis, Statistical Modeling
中级 · 课程 · 1-4 周

University of Pennsylvania
您将获得的技能: Statistical Machine Learning, Data Preprocessing, Model Evaluation, PyTorch (Machine Learning Library), Statistical Methods, Probability, Probability & Statistics, Sampling (Statistics), Logistic Regression, Deep Learning, Probability Distribution, Supervised Learning, Statistics, Machine Learning Methods, Machine Learning, Agentic systems, Artificial Intelligence, Artificial Neural Networks, Algorithms, Python Programming
中级 · 专项课程 · 3-6 个月