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The Ultimate Guide to Snowpark · LearnSpace
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courseraIT и технологии

The Ultimate Guide to Snowpark

Курс от Packt
Средний≈ 11.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Snowpark has become an essential framework for modern data engineering, analytics, and machine learning workflows. This course equips learners with the skills to leverage Snowpark effectively and apply it across real-world data challenges. You’ll progress from foundational Snowpark concepts to efficiently processing data, building end-to-end pipelines, and developing data science solutions. By the end, you’ll be able to create scalable applications and deploy models directly within the Snowflake ecosystem. What sets this course apart is its blend of hands-on exercises and practical demonstrations, reinforcing core concepts with real Snowpark implementations. You’ll not only understand the framework but learn how to apply it to complex business needs. This course is ideal for data engineers, data scientists, and developers familiar with Python, SQL, or Snowflake who want to deepen their Snowpark capabilities.

Навыки, которые вы освоите

Data TransformationData PipelinesData PreprocessingFeature EngineeringApplication DeploymentData ScienceContainerizationPandas (Python Package)Model DeploymentStored ProcedureData ProcessingApplication DevelopmentPython ProgrammingCloud ComputingSQLData Import/ExportMLOps (Machine Learning Operations)Machine LearningSnowflake SchemaLarge Language Modeling

Программа курса

8 модулей · 65 учебных материалов

01Discovering Snowpark4 материалов

Lesson 1

Course OverviewВидеоDiscovering Snowpark - Overview VideoВидеоDiscovering Snowpark - The ReadingЧтениеExploring Snowpark Features and ApplicationsЗадание

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Packt - Course Instructors

Преподаватель курса

The Ultimate Guide to Snowpark
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Обучение на Coursera

≈ 11.7 ч

8 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
02Establishing a Foundation with Snowpark11 материалов

Lesson 1

Establishing a Foundation with Snowpark - Overview VideoВидеоIntroductionЧтениеManaging Anaconda Packages in Python WorksheetsЧтениеFeatures of Python WorksheetsЧтениеOperating with SnowparkЧтениеWorking with DataFramesЧтениеReflect: Snowpark Design Trade-offsDIALOGUEWorking with UDTFsЧтениеVectorized UDFsЧтениеSnowpark Foundations and Python IntegrationЗаданиеDiscussion: Choosing the Right Snowpark Development ApproachОбсуждение
03Simplifying Data Processing Using Snowpark9 материалов

Lesson 1

Simplifying Data Processing Using Snowpark - Overview VideoВидеоIntroductionЧтениеIngesting JSON into SnowflakeЧтениеData Exploration and TransformationЧтениеPractice: Design a Snowpark Data PipelineDIALOGUEAppending DataЧтениеDropping DuplicatesЧтениеVariable InteractionЧтениеData Processing with SnowparkЗадание
04Building Data Engineering Pipelines with Snowpark9 материалов

Lesson 1

Building Data Engineering Pipelines with Snowpark - Overview VideoВидеоIntroductionЧтениеDeploying Efficient DataOps in SnowparkЧтениеPractice: Designing a Resilient Data PipelineDIALOGUEData CleanupЧтениеImplementing Logging and Tracing in SnowparkЧтениеCapturing Informational LogsЧтениеCapturing TracesЧтениеSnowpark and Data Engineering Pipeline FundamentalsЗадание
05Developing Data Science Projects with Snowpark8 материалов

Lesson 1

Developing Data Science Projects with Snowpark - Overview VideoВидеоIntroductionЧтениеIntroduction to Snowpark MLЧтениеInferenceЧтениеPractice: Design a Data Preparation Strategy in Snowpark MLDIALOGUECorrelation AnalysisЧтениеTraining ML Models in SnowparkЧтениеData Science with Snowpark FundamentalsЗадание
06Deploying and Managing ML Models with Snowpark8 материалов

Lesson 1

Deploying and Managing ML Models with Snowpark - Overview VideoВидеоIntroductionЧтениеLogging the Optimal ModelЧтениеModel Tags and DescriptionsЧтениеPractice: Design a Model Registry StrategyDIALOGUEBenefits of the Model Registry in the Model LifecycleЧтениеCreating Feature ViewsЧтениеDeploying and Managing Machine Learning ModelsЗадание
07Developing a Native Application with Snowpark8 материалов

Lesson 1

Developing a Native Application with Snowpark - Overview VideoВидеоIntroductionЧтениеDeveloping the Native ApplicationЧтениеCreating the Streamlit App FileЧтениеPractice: Plan Your Native App DeploymentDIALOGUEUploading Application Files to the Named StageЧтениеSnowflake Native Application DevelopmentЗаданиеDiscussion: Unlocking the Value of Native ApplicationsОбсуждение
08Introduction to Snowpark Container Services8 материалов

Lesson 1

Introduction to Snowpark Container Services - Overview VideoВидеоIntroductionЧтениеSetting Up Snowpark Container ServicesЧтениеThe DockerfileЧтениеPractice: Design a Snowpark Service ArchitectureDIALOGUEExecuting the FunctionЧтениеDeploying LLMs with SnowparkЧтениеExploring Snowpark Container ServicesЗадание