数据 Cleaning 课程可以帮助您学习识别和纠正数据集中的错误、处理缺失值以及规范数据格式的技术。您可以掌握数据 Validation、Outlier 检测以及将原始数据 Transformer 成可用格式等方面的技能。许多课程都会介绍一些工具,如 Pandas 和 NumPy 等 Python 库,以及 OpenRefine 等软件,这些工具支持高效执行数据分析任务并确保数据质量,以便进行分析。

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Model Deployment, Anomaly Detection, Model Evaluation, Dashboard, CI/CD, Data Visualization, DevOps, Continuous Monitoring, Data-Driven Decision-Making, Performance Analysis, Key Performance Indicators (KPIs), Statistical Analysis, Performance Tuning, Data Processing, Artificial Intelligence and Machine Learning (AI/ML), Real Time Data, Automation, Agentic systems, Version Control
中级 · 专项课程 · 3-6 个月

Johns Hopkins University
您将获得的技能: 数据导入/导出, 文本挖掘, 数据操作, 数据结构, 统计编程, 大数据, 数据分析, 数据转换, 性能调整, 数据清理, R 语言程序设计(中文版), 网页抓取, 应用编程接口 (API), Tidyverse(R 软件包)
中级 · 课程 · 1-3 个月
Coursera
您将获得的技能: Classification And Regression Tree (CART), Decision Tree Learning, Classification Algorithms, Java, Java Programming, Machine Learning Algorithms, Supervised Learning, Algorithms, Machine Learning, Data Structures, Software Engineering
高级设置 · 课程 · 1-4 周

Vanderbilt University
您将获得的技能: 创造力, 生产率, 人工智能, 情境管理, 大型语言模型, 验证和确认, 解决问题, 生成式人工智能, LLM 申请, 提示模式, ChatGPT, OpenAI, Prompt Engineering, AI 赋能
初级 · 课程 · 1-3 个月

您将获得的技能: Sampling (Statistics), Descriptive Statistics, Statistical Hypothesis Testing, Data Analysis, Probability Distribution, Statistics, Data Science, Statistical Analysis, A/B Testing, Statistical Methods, Probability, Statistical Inference, Statistical Programming, Python Programming, Technical Communication
高级设置 · 课程 · 1-3 个月

Tableau Learning Partner
您将获得的技能: 交互式数据可视化, 数据可视化软件, 仪表板, 商业分析, Tableau 软件, 数据预处理, 数据操作, 商业智能, 数据清理, 数据整合, 性能调整
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: Deepseek, LangChain, Generative AI, LLM Application, Tool Calling, AI Workflows, AI Orchestration, Prompt Engineering, Automation, Data Integration, Cross Platform Development, Systems Integration
中级 · 课程 · 1-4 周

Pontificia Universidad Católica de Chile
您将获得的技能: Data Ethics, Database Design, Customer Analysis, Descriptive Analytics, Large Language Modeling, Revenue Management, Web Scraping, People Analytics, Time Series Analysis and Forecasting, FinTech, Spatial Data Analysis, Biostatistics, Predictive Analytics, Social Determinants Of Health, Unsupervised Learning, Gerontology, Digital Transformation, Matplotlib, Risk Analysis, Bayesian Statistics
获得学位
学位 · 1-4 年

University of Pennsylvania
您将获得的技能: 创新, 人工智能, Data Governance, 商业策略, 业务转型, 负责任的人工智能, 数据安全, 数据伦理, 管理, 大数据, AI 产品战略, 风险, AI 赋能
初级 · 课程 · 1-4 周

Alberta Machine Intelligence Institute
您将获得的技能: Prompt Engineering, Generative AI, Generative Model Architectures, Generative Adversarial Networks (GANs), Retrieval-Augmented Generation, Generative AI Agents, LangChain, Large Language Modeling, Vision Transformer (ViT), ChatGPT, Artificial Intelligence and Machine Learning (AI/ML), Image Analysis, Model Deployment, OpenAI API, Google Cloud Platform, Open Source Technology, Embeddings, Machine Learning, Python Programming, Probability & Statistics
中级 · 专项课程 · 1-3 个月

您将获得的技能: MLOps (Machine Learning Operations), Google Cloud Platform, Generative AI, Model Deployment, Cloud Management, Kubernetes, Large Language Modeling, CI/CD, Cloud Deployment, Machine Learning Methods, Continuous Deployment, Tensorflow, Model Evaluation, Apache Airflow, AI Workflows, Continuous Integration, Feature Engineering, Containerization, Performance Tuning
中级 · 课程 · 1-3 个月

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