数据工程课程可以帮助您学习数据建模、ETL(提取、转换、加载)流程和数据仓库技术。您可以掌握数据管道构建、数据库管理以及确保数据质量和完整性方面的技能。许多课程会介绍 Apache Spark、Hadoop 和 SQL 等工具,这些工具支持处理大型数据集和优化数据 Workflow。您还将探索 AWS 和 Azure 等云平台,这些平台可促进可扩展的数据解决方案,并提高您在各种环境中管理数据的能力。

Duke University
您将获得的技能: 云原生计算, 云基础设施, 云部署, MLOps(机器学习运营), 分布式计算, 机器学习, Google Cloud 平台, 云存储, 技术交流, 云平台, DevOps, 云应用, 云计算, 技术文档, 应用机器学习, 云 API, CI/CD, 软件工程, 敏捷软件开发, 持续交付
中级 · 专项课程 · 3-6 个月

Snowflake
您将获得的技能: Prompt Engineering, Retrieval-Augmented Generation, Generative AI, AI Orchestration, AI Workflows, LLM Application, Data Engineering, Data Manipulation, Model Context Protocol, Snowflake Schema, Artificial Intelligence, Large Language Modeling, Model Deployment, Tool Calling, Data Warehousing, Unstructured Data, Embeddings, SQL, Cloud Development, Natural Language Processing
初级 · 专业证书 · 1-3 个月
您将获得的技能: Apache Spark, Performance Tuning, PySpark, Database Management, Resource Allocation, Process Optimization, Scalability, Performance Analysis, Job Analysis, Debugging, System Configuration
中级 · 课程 · 1-4 周

O.P. Jindal Global University
您将获得的技能: Model Evaluation, Supervised Learning, Scikit Learn (Machine Learning Library), Tensorflow, Applied Machine Learning, Artificial Neural Networks, Python Programming, NumPy, Matplotlib, Deep Learning, Image Analysis, Machine Learning, Embeddings, Pandas (Python Package), Convolutional Neural Networks, Natural Language Processing, Regression Analysis
攻读学位
初级 · 课程 · 1-3 个月

您将获得的技能: Docker (Software), Containerization, Cloud-Native Computing, CI/CD, Development Environment, Kubernetes, Release Management, Devops Tools, Software Versioning, Data Infrastructure, Application Deployment, Scalability
初级 · 课程 · 1-4 周

Duke University
您将获得的技能: 负责任的人工智能, 拥抱的脸, 数据科学, 模型部署, 数据转换, 数据分析, 分析, Databricks, 机器学习, MLOps(机器学习运营), 大型语言建模, 数据处理, 摘录, 数据湖, 生成式人工智能, 数据管道
初级 · 课程 · 1-4 周

您将获得的技能: Apache Airflow, MLOps (Machine Learning Operations), Multi-Tenant Cloud Environments, Data Pipelines, Workflow Management, Business Workflow Analysis, Cloud Deployment, Continuous Deployment, CI/CD, Devops Tools, DevOps, Configuration Management, Python Programming, Scalability, Performance Tuning, System Monitoring
中级 · 课程 · 3-6 个月

Duke University
您将获得的技能: 云基础设施, GitHub, 基础设施即服务(IaaS), 技术交流, 云平台, 云计算, 技术文档, DevOps, 基础设施即代码(IaC), 敏捷软件开发, 无服务器计算, CI/CD, 持续交付, 软件开发, 平台即服务(PaaS)
初级 · 课程 · 1-3 个月

您将获得的技能: Collaborative Software, Large Language Modeling, Data Preprocessing, Data Validation, Data Cleansing, Natural Language Processing, Verification And Validation, Transfer Learning, Data Quality, AI Workflows, Model Deployment
中级 · 课程 · 1-4 周

Duke University
您将获得的技能: 云原生计算, Flask (Web 框架), 系统监控, 集装箱化, 云部署, 微服务, Kubernetes, 云计算, DevOps, 云应用, Amazon Web Services, 云平台, 性能测试, 虚拟机, 无服务器计算, 持续交付
初级 · 课程 · 1-4 周

您将获得的技能: Responsible AI, Azure Active Directory, Microsoft Azure, Data Lakes, Platform As A Service (PaaS), Cloud Computing, Data Integration, Relational Databases, AI Personalization, Cloud Applications, Cloud Development, Power BI, Performance Tuning, Microsoft Visual Studio, Model Deployment, Cloud Computing Architecture, Anomaly Detection, Cloud Platforms, Cloud Services, Cloud Management
中级 · 专项课程 · 3-6 个月

您将获得的技能: Responsible AI, Power BI, Microsoft Azure, Microsoft Copilot, Business Intelligence, Data Architecture, Business Reporting, AI Personalization, Pandas (Python Package), Python Programming, Predictive Modeling, Generative AI, Matplotlib, Data Wrangling, Artificial Intelligence and Machine Learning (AI/ML), Data Transformation, Data Visualization, Data Governance, R Programming, Continuous Deployment
高级设置 · 课程 · 1-4 周