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: Retrieval-Augmented Generation, Vector Databases, Embeddings, AI Enablement, Large Language Modeling, Graph Theory, Artificial Intelligence and Machine Learning (AI/ML), Query Languages, Data Visualization Software, Development Environment
中级 · 课程 · 1-3 个月

Google Cloud
您将获得的技能: Looker (Software), Ad Hoc Analysis, Dashboard, Data Analysis, Exploratory Data Analysis, Data Literacy, Database Application
初级 · 项目 · 不超过 2 小时
DeepLearning.AI
您将获得的技能: 人工智能, 模型评估, 计算机视觉, Machine Learning 方法, 深度学习, 监督学习, 数据处理, 卷积神经网络, 预测建模, 减缓气候变化, 应用机器学习, 环境科学, 环境监测, 人工神经网络, 图像分析, 预测
初级 · 课程 · 1-4 周

您将获得的技能: Feature Engineering, Responsible AI, Model Deployment, Tensorflow, Exploratory Data Analysis, Data Quality, Machine Learning, Applied Machine Learning, Keras (Neural Network Library), Scikit Learn (Machine Learning Library), Google Cloud Platform, MLOps (Machine Learning Operations), Data Cleansing, Supervised Learning, Data Preprocessing, Data Strategy, Artificial Neural Networks, Model Evaluation, Logistic Regression, Performance Tuning
中级 · 专项课程 · 3-6 个月

University of California, Santa Cruz
您将获得的技能: 模型评估, 数据分析, 统计推理, 时间序列分析和预测, 统计分析, 统计建模, 贝叶斯统计, 数据展示, 概率分布, 技术交流, R 语言程序设计(中文版), 抽样(统计)
高级设置 · 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

您将获得的技能: Interactive Data Visualization, Heat Maps, Data Visualization, Data Visualization Software, Matplotlib, Plotly, Data Storytelling, Data Access, Correlation Analysis, Scatter Plots, Exploratory Data Analysis, Data Preprocessing, Data Science, Data Analysis, Python Programming
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Text Mining, Natural Language Processing, Microsoft Azure, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Unstructured Data, Analytics, Application Development, Virtual Machines
初级 · 课程 · 1-4 周

Real Madrid Graduate School Universidad Europea
您将获得的技能: Artificial Intelligence, Performance Analysis, Automation, Personalized Service, Digital Transformation, Augmented and Virtual Reality (AR/VR), Technology Strategies, Innovation, Internet Of Things, Machine Learning, Big Data, Ethical Standards And Conduct, Deep Learning, Analytical Skills, Predictive Analytics, Health Technology, Data Analysis, Natural Language Processing, User Experience, Data Security
初级 · 专项课程 · 3-6 个月

MathWorks
您将获得的技能: 模型评估, 计算机视觉, Machine Learning 方法, 深度学习, 数据预处理, Matlab, 机器学习算法, 分类算法, Data Validation, 机器学习, 人工智能和机器学习(AI/ML), 图像分析
初级 · 课程 · 1-4 周

The University of Chicago
您将获得的技能: 统计方法, 模型评估, Pandas(Python 软件包), Scikit-learn (机器学习库), 张力流, 深度学习, 无监督学习, 回归分析, 数据预处理, 监督学习, 降维, 机器学习算法, Keras(神经网络库), 随机森林算法, 应用机器学习, 分类算法, 功能工程, 机器学习
中级 · 课程 · 1-3 个月