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。

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Applied Machine Learning, Model Evaluation, Scikit Learn (Machine Learning Library), Machine Learning, Predictive Modeling, Scenario Testing, Machine Learning Algorithms, Responsible AI, Regression Analysis, Classification And Regression Tree (CART), Case Studies, Continuous Monitoring, Performance Metric
中级 · 课程 · 1-4 周

IBM
您将获得的技能: 机器学习, 决策树学习, 分类算法, 监督学习, Scikit-learn (机器学习库), 数据预处理, 性能指标, 数据清理, 模型评估, 抽样(统计), 功能工程, 预测建模, 逻辑回归, 随机森林算法
中级 · 课程 · 1-3 个月
University of Washington
您将获得的技能: 生物学, 概率分布, 监督学习, 递归神经网络 (RNN), 计算思维, 数学建模, 强化学习, 机器学习算法, 线性代数, 生理学, 人工神经网络, 计算机科学, 神经学, Machine Learning 方法, 网络模型, Matlab
初级 · 课程 · 1-3 个月

您将获得的技能: Recurrent Neural Networks (RNNs), Exploratory Data Analysis, Deep Learning, Text Mining, Matplotlib, Data Cleansing, Data Analysis, Data Preprocessing, Natural Language Processing, Data Manipulation, Python Programming, Machine Learning, Model Evaluation
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: AI Personalization, Agentic systems, Competitive Intelligence, Sales Management, Sales Strategy, Sales, AI Enablement, Customer Analysis, Customer Relationship Management, Sales Presentations, Real Time Data, Automation, Proposal Development, Case Studies
中级 · 课程 · 1-4 周

您将获得的技能: Retrieval-Augmented Generation, OpenAI API, AI Workflows, Generative Model Architectures, Model Deployment, Hugging Face, Programming Principles, Computer Programming, Transfer Learning, Application Deployment, Context Management, Embeddings, User Interface (UI), Model Evaluation, Vector Databases, Debugging, Software Installation
中级 · 专项课程 · 3-6 个月

Coursera
您将获得的技能: Statistical Hypothesis Testing, Data-Driven Decision-Making, LLM Application, Performance Metric, Statistical Analysis, Test Script Development, Large Language Modeling, Business Metrics, Model Evaluation, Prompt Engineering, Natural Language Processing
中级 · 课程 · 1-4 周

您将获得的技能: Prompt Engineering, Multimodal Prompts, Prompt Patterns, AI Enablement, AI Personalization, LLM Application, Ideation, Solution Design
初级 · 课程 · 1-4 周

您将获得的技能: LLM Application, Prompt Engineering, Performance Tuning, Performance Testing, Tool Calling, Responsible AI, A/B Testing, Application Performance Management, Retrieval-Augmented Generation, Model Evaluation, OpenAI API, Scalability, API Design
中级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: SQL, Data Validation, Data Access, Query Languages, Data Mining, Data Analysis, Google Analytics
初级 · 项目 · 不超过 2 小时

您将获得的技能: Google Sheets, Exploratory Data Analysis, Statistical Analysis, Data Analysis, Data Presentation, Spreadsheet Software, Data Visualization, Graphing, Statistics, Data Science, Data Manipulation
初级 · 指导项目 · 不超过 2 小时

Duke University
您将获得的技能: 统计, 概率分布, 概率与统计, R 语言程序设计(中文版), 数据分析, 统计假设检验, R(软件), 统计分析, 抽样(统计), 统计推理, 统计报告, 软件安装, 统计方法
初级 · 课程 · 1-3 个月