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。

Real Madrid Graduate School Universidad Europea
您将获得的技能: Data Integration, Analysis, Case Studies, Business Analytics, Analytical Skills, Forecasting, Databases, Applied Machine Learning, Relational Databases, Innovation
初级 · 课程 · 1-4 周
University of Michigan
您将获得的技能: Python 程序设计, Scikit-learn (机器学习库), 决策树学习, 预测建模, 监督学习, 机器学习, 人工神经网络, 模型评估, 回归分析, 功能工程, 应用机器学习, 随机森林算法, 分类算法, 无监督学习
中级 · 课程 · 1-4 周
University of Michigan
您将获得的技能: Python 程序设计, Scikit-learn (机器学习库), 数据预处理, 文本挖掘, 自然语言处理, 监督学习, Pandas(Python 软件包), 无监督学习, 功能工程, 分类算法, 数据操作
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: Apache Airflow, MLOps (Machine Learning Operations), User Acceptance Testing (UAT), Prompt Patterns, LLM Application, AI Security, Extract, Transform, Load, Scripting, Technical Communication, SQL, Data Pipelines, PyTorch (Machine Learning Library), Data Visualization, Miro AI, Large Language Modeling, Python Programming, Performance Tuning, Root Cause Analysis, Statistical Analysis, Version Control
中级 · 专项课程 · 3-6 个月

您将获得的技能: Web Analytics, Web Analytics and SEO, Marketing Analytics, Analytics, Technical Documentation, Technical Communication, Performance Metric, Data Analysis, Data-Driven Decision-Making, Team Oriented, Data Presentation, Workflow Management
初级 · 课程 · 1-4 周

Universidad Austral
您将获得的技能: Excel Macros, Microsoft Excel, Excel Formulas, Spreadsheet Software, Data Analysis Expressions (DAX), Business Analysis, Data Validation, Business Analytics, Data Import/Export, Process Optimization, Business Modeling, Data Integration
中级 · 课程 · 1-3 个月

DeepLearning.AI
您将获得的技能: 持续监测, 数据预处理, 持续部署, 云部署, 模型评估, 数据质量, 调试, MLOps(机器学习 Operator), 机器学习, 数据管道, 功能工程, 应用机器学习, Data Validation, 模型部署
中级 · 课程 · 1-4 周

Real Madrid Graduate School Universidad Europea
您将获得的技能: Data Literacy, Technical Communication, Probability & Statistics, Web Scraping, Data Import/Export, JSON, Data Integration, Statistical Analysis, Pandas (Python Package), Image Analysis, Advanced Analytics, Analytical Skills, Analysis, Data-Driven Decision-Making, Case Studies, Data Manipulation, AI Enablement, Descriptive Statistics, Statistical Inference, Unsupervised Learning
初级 · 专项课程 · 3-6 个月

您将获得的技能: Data Visualization, Dashboard, Exploratory Data Analysis
中级 · 课程 · 1-4 周

您将获得的技能: Automation, SAS (Software), Debugging, SQL, Stored Procedure, Data Manipulation, Data Processing, Statistical Programming, Data Management
中级 · 课程 · 1-3 个月

您将获得的技能: Data Storytelling, Dashboard, Data Visualization, Key Performance Indicators (KPIs), System Monitoring, Performance Analysis, Data Visualization Software, Business Intelligence, Performance Metric, Continuous Monitoring, Budget Management, Cost Management, Decision Making
中级 · 课程 · 1-4 周

您将获得的技能: Data Preprocessing, Model Evaluation, Model Deployment, MLOps (Machine Learning Operations), JUnit, Decision Tree Learning, Build Tools, Performance Tuning, Classification And Regression Tree (CART), Java, Apache Maven, Data Structures, Random Forest Algorithm, Gradle, Data Pipelines, Software Architecture, Software Design, Machine Learning, Object Oriented Programming (OOP), Apache
中级 · 专项课程 · 3-6 个月