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: Exploratory Data Analysis, Box Plots, Correlation Analysis, Data Visualization, Scatter Plots, Data Cleansing, Statistical Visualization, Data Manipulation, Pandas (Python Package), Statistical Hypothesis Testing, Descriptive Statistics, Statistical Analysis, Data Analysis, Python Programming
初级 · 指导项目 · 不超过 2 小时

Universidad Austral
您将获得的技能: Web Scraping, Natural Language Processing, Data Integration, Data Processing, MLOps (Machine Learning Operations), Data Preprocessing, Data Cleansing, Artificial Neural Networks, Data Manipulation, Artificial Intelligence and Machine Learning (AI/ML), Tensorflow, Applied Machine Learning, Text Mining, Jupyter, Pandas (Python Package), Application Lifecycle Management, Systems Architecture, Analysis, Deep Learning, Python Programming
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

您将获得的技能: Model Evaluation, Data Preprocessing, PyTorch (Machine Learning Library), Transfer Learning, Model Deployment, Performance Tuning, Deep Learning, Natural Language Processing, Machine Learning
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: Technical Analysis, Time Series Analysis and Forecasting, Predictive Modeling, Market Data, Financial Forecasting, Applied Machine Learning, Trend Analysis, Financial Analysis, Data Visualization, Google Sheets, Interactive Data Visualization, Machine Learning, Data Manipulation, Data Import/Export
初级 · 指导项目 · 不超过 2 小时

Fractal Analytics
您将获得的技能: 人工智能, 道德标准与行为, 负责任的人工智能, Data Governance, 数据安全, 批判性思维, 解决复杂问题, 个人身份信息, 信息隐私, 数据伦理, 管理, AI 安全
中级 · 课程 · 1-3 个月

您将获得的技能: Multimodal Prompts, OpenAI API, ChatGPT, JSON, Large Language Modeling, Python Programming, Text Mining, Data Validation, Unstructured Data
中级 · 课程 · 1-3 个月

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
Rice University
您将获得的技能: Microsoft Excel, Pivot Tables And Charts, Spreadsheet Software, Excel Formulas, Data Visualization Software, Graphing, Data Analysis, Scatter Plots, Histogram, Data Manipulation, Data Import/Export
混合 · 课程 · 1-4 周

University of Minnesota
您将获得的技能: 数据建模, 商业分析, 微软Excel, 工艺优化, 运筹学, 线性代数, 分析, 商业数学, 数学建模, 业务建模, 电子表格软件, 制图, 决策, 数据驱动的决策制定
初级 · 课程 · 1-4 周

LearnQuest
您将获得的技能: Python 程序设计, 数据预处理, 绘图(图形), 数据清理, 数据分析, 运筹学, 数据结构, 探索性数据分析, 编程原则, 脚本, 透视表和图表, 应用机器学习, 数据整理, Jupyter, Pandas(Python 软件包), 数据操作, 数据科学, NumPy, 数据转换, 供应链
初级 · 课程 · 1-4 周