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: 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

Board Infinity
您将获得的技能: Pivot Tables And Charts, Dashboard, Data Presentation, Data Visualization, Spreadsheet Software, Data Storytelling, Data Visualization Software, Excel Formulas, Data Analysis, Data-Driven Decision-Making, Data Cleansing, Data Validation
初级 · 课程 · 1-3 个月
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

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
Rice University
您将获得的技能: 微软Excel, 数据分析, 估算, 概率与统计, 统计方法, Excel 公式, 样本量的确定, 抽样(统计), 统计推理, 统计分析, 决策, 统计假设检验, 统计
混合 · 课程 · 1-4 周

您将获得的技能: Package and Software Management, Data Science, Computer Programming, Mathematical Software
初级 · 课程 · 1-4 周

University of Alberta
您将获得的技能: 概率分布, 模型评估, 机器学习, 人工智能和机器学习(AI/ML), 模拟, 强化学习, 人工智能, 监督学习, 深度学习, 线性代数, 抽样(统计), 功能工程, 性能测试, 马尔可夫模型, 机器学习算法, 伪代码, 人工神经网络, Algorithm, 性能调整
中级 · 专项课程 · 3-6 个月

您将获得的技能: Pivot Tables And Charts, Microsoft Excel, Dashboard, Data Presentation, Business Reporting, Interactive Data Visualization, Data Visualization Software, Excel Formulas, Data Import/Export, Data Cleansing, Data Transformation, Data Analysis, Timelines
中级 · 课程 · 3-6 个月

您将获得的技能: Feature Engineering, Model Evaluation, Applied Machine Learning, Advanced Analytics, Analytics, Statistical Machine Learning, Machine Learning, Scikit Learn (Machine Learning Library), Unsupervised Learning, Machine Learning Algorithms, Workflow Management, Data Ethics, Supervised Learning, Data Preprocessing, Random Forest Algorithm, Decision Tree Learning, Verification And Validation, Python Programming, Classification Algorithms, Performance Tuning
高级设置 · 课程 · 1-3 个月

Coursera
您将获得的技能: Statistical Reporting, Data Visualization, Big Data, SQL, Query Languages, Data Import/Export, Data Presentation, Google Cloud Platform, Data Warehousing, Data Sharing, Analytics
初级 · 指导项目 · 不超过 2 小时

Vanderbilt University
您将获得的技能: Generative AI Agents, Agentic Workflows, AI Orchestration, Workflow Management, AI Enablement, Agentic systems, Artificial Intelligence, Business Process Automation, Generative AI, AI Product Strategy, Automation, AI Personalization, Prompt Engineering, Tool Calling, Emerging Technologies, Responsible AI
初级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: Google 云端平台, 模型评估, 机器学习, 模型部署, 数据预处理, 云部署, 深度学习, MLOps(机器学习 Operator), 数据管道, Python 程序设计, 张力流, 数据转换, Keras(神经网络库), 人工神经网络, 功能工程
中级 · 课程 · 1-3 个月