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。

University of Colorado Boulder
您将获得的技能: Statistical Analysis, Matplotlib, Regression Analysis, Statistical Modeling, Dimensionality Reduction, Unsupervised Learning, Applied Machine Learning, Statistical Machine Learning, Machine Learning, Data Science, Environmental Policy, Data Analysis, Energy and Utilities, Data Visualization, Pandas (Python Package), Supervised Learning, Climate Change Mitigation, Anomaly Detection, Environment, International Relations
中级 · 专项课程 · 1-3 个月

Johns Hopkins University
您将获得的技能: Model Evaluation, Unsupervised Learning, Applied Machine Learning, Dimensionality Reduction, Reinforcement Learning, Regression Analysis, Machine Learning, Data Mining, Machine Learning Algorithms, Random Forest Algorithm, Decision Tree Learning, Supervised Learning, Logistic Regression, Classification Algorithms
中级 · 课程 · 1-3 个月

National Taiwan University
您将获得的技能: Supervised Learning, Machine Learning, Statistical Machine Learning, Model Evaluation, Logistic Regression, Theoretical Computer Science, Classification Algorithms, Mathematical Theory & Analysis, Probability & Statistics, Algorithms
初级 · 课程 · 1-3 个月

New York University
您将获得的技能: Scikit-learn (机器学习库), 张力流, 强化学习, 统计方法, 监督学习, 深度学习, 模型评估, 回归分析, 人工神经网络, 预测建模, 应用机器学习, 金融, 金融市场, 机器学习, Jupyter, 逻辑回归
中级 · 课程 · 1-4 周

Duke University
您将获得的技能: 系统编程, 软件包和软件管理, 开发环境, GitHub, 拉斯特(编程语言), 编程原则, 调试, 数据结构, 测试案例, 软件测试, 软件文档
初级 · 课程 · 1-4 周

IBM
您将获得的技能: PyTorch(机器学习库), 自然语言处理, 生成式人工智能, Prompt Engineering, 性能调整, 大型语言模型, 迁移学习
中级 · 课程 · 1-4 周

您将获得的技能: Exploratory Data Analysis, Statistical Process Controls, Six Sigma Methodology, Lean Methodologies, Statistical Hypothesis Testing, Process Capability, Statistical Analysis, Data Analysis, Continuous Improvement Process, Project Management, Statistics, Work Breakdown Structure, Operational Excellence, Quality Improvement, Data Collection, Project Scoping, Process Improvement, Stakeholder Management, Performance Measurement, Quality Management
中级 · 专项课程 · 3-6 个月

Fractal Analytics
您将获得的技能: Responsible AI, Data Ethics, Generative AI, Human Centered Design, Problem Solving, AI Security, AI Enablement, Business Leadership, Strategic Leadership, AI Product Strategy, Generative Adversarial Networks (GANs), Business Strategy, Ethical Standards And Conduct, Analytical Skills, Strategic Thinking, Artificial Intelligence, Critical Thinking, Design Thinking, Thought Leadership, Project Implementation
初级 · 专项课程 · 3-6 个月

您将获得的技能: Generative AI, Model Evaluation, Supervised Learning, Generative Model Architectures, Recurrent Neural Networks (RNNs), Unsupervised Learning, Data Preprocessing, Large Language Modeling, Time Series Analysis and Forecasting, Exploratory Data Analysis, LLM Application, Applied Machine Learning, Generative Adversarial Networks (GANs), Retrieval-Augmented Generation, Data Collection, Machine Learning Algorithms, Convolutional Neural Networks, Model Deployment, Transfer Learning, Hugging Face
中级 · 专业证书 · 3-6 个月

您将获得的技能: Decision Tree Learning, Data Preprocessing, Data Transformation, Supervised Learning, Feature Engineering, Scikit Learn (Machine Learning Library), Classification Algorithms, Model Evaluation, Pandas (Python Package)
中级 · 指导项目 · 不超过 2 小时
Stanford University
您将获得的技能: 统计建模, 统计方法, 机器学习算法, 概率分布, 应用机器学习, 机器学习, 马尔可夫模型, 贝叶斯网络, Algorithm, 网络分析
高级设置 · 课程 · 1-3 个月

University of Alberta
您将获得的技能: 机器学习算法, 概率分布, 监督学习, 线性代数, 深度学习, 机器学习, 人工神经网络, 强化学习, 功能工程, 伪代码
中级 · 课程 · 1-3 个月