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Coding and Automation for Data Analysis with Generative AI · LearnSpace
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Coding and Automation for Data Analysis with Generative AI

Курс от Microsoft
Средний≈ 19.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course teaches you to harness AI-powered tools for code generation, focusing on SQL, Python, and R for data analysis tasks. The target learner for this course is a seasoned data professional or an aspiring analyst. This comprehensive program empowers. The course covers the design and implementation of automated data processing pipelines, enabling you to streamline your entire data analysis workflow. Upon completion of this course, you'll be able to: - Generate code snippets for data analysis tasks using AI - Create and optimize formulas for data manipulation and analysis - Design automated data processing pipelines with generative AI - Integrate AI capabilities into existing coding environments and workflows

Навыки, которые вы освоите

Prompt EngineeringGenerative AIAI IntegrationsAutomationData AnalysisBusiness Process AutomationData PipelinesData CleansingData EthicsStatistical AnalysisResponsible AIBusiness IntelligenceDebuggingPredictive AnalyticsData EngineeringData TransformationData ProcessingAI Workflows

Программа курса

5 модулей · 117 учебных материалов

01Code generation fundamentals24 материалов

Introduction to code generation

Coding and Automation for Data Analysis with Generative AI syllabusЧтениеWhy Code Generation with GenAI Is Changing Data AnalysisDIALOGUEThe code whisperer: A data analyst's new best friendВидеоThe GenAI Tools for Data Analysis: A Practical GuideЧтение

Учитесь у экспертов

Microsoft

Преподаватель курса

Coding and Automation for Data Analysis with Generative AI
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Обучение на Coursera

≈ 19.5 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
Demo: Code generation unveiledВидео
The rise of generative AI in data analysisЧтение
Real-world code generation: Use cases and lessons learnedВидео
A day in the life of AI-powered data analysisВидео
Code generation tools: A comparative guideЧтение
Quiz: Introduction to code generationЗадание

Prompt engineering for code generation

The prompt whisperer's secretВидеоExplore the art of prompt engineeringВидеоPrompt engineering best practices: Your visual guide to communicating with AIЧтениеQuiz: Prompt engineering for code generationЗадание

Automating data tasks with generative AI

The data cleaning dynamo: AI to the rescueВидеоThe power of automation in data analysisЧтениеSimplifying data transformations with AIВидеоAutomation beyond the basics: Advanced applications of generative AIЧтениеQuiz: Automating data tasks with generative AIЗадание

Evaluating and enhancing AI-generated code

The human-AI tag team: Together, we code betterВидеоCollaborating with AI: The key to code generation successВидеоCode comparison: Human vs. AIВидеоEvaluating generative AI: A visual guide to metrics and benchmarksЧтениеQuiz: Code generation fundamentalsЗадание
02Building formulas24 материалов

Formula fundamentals

The case of the missing data: How formulas save the dayВидеоExcel formula refresher: Your essential toolkitВидеоEssential formulas for data analysisЧтениеLevel up your analysis: Advanced Excel formula techniquesЧтениеEveryday heroes: Excel formulas in actionВидеоActivity: Excel formula challengeЗадание Understanding How GenAI Creates and Customizes Formulas DIALOGUE

Generative AI and formula creation

The AI formula whisperer: Your coding companionВидеоGenerating formulas with AIВидеоThe prompt is mightier than the formulaВидеоFine-tuning your AI formulasВидеоGenerative AI and formula creationВидеоThe future of formulas: AI's expanding roleЧтение

Implementing AI-generated formulas

Supercharge your analysis: AI formulas in actionВидеоHow to use AI to create powerful Excel dashboardsВидеоOptimizing tool performance with AI formulasЧтениеQuiz: Implementing AI-generated formulasЗадание

Advanced formula creation with AI

Unleashing AI's creative sparkВидеоBeyond basic formulas: Unleashing AI's creative potentialВидеоBuilding complex formulas with AIВидеоThe art of formula creation with AIЧтениеCase studies: Complex formulas made easy with AIЧтениеQuiz: Building formulasЗадание
03Advanced coding techniques24 материалов

Troubleshooting AI-generated code

Unravel the mystery: Debugging AI-generated codeВидеоNavigate common pitfalls in AI-generated codeВидеоTroubleshooting AI-generated codeЧтениеDemo: Error detection in practice: Using code editors and debugging toolsВидеоTackling complex errors in AI-generated codeЧтениеQuiz: Troubleshooting AI-generated codeЗадание

Debugging strategies and tools

The debugging toolkit: Equipping you for code successВидеоDemo: Debugging tools in actionВидеоDebugging strategies for data analystsВидеоDebugging resources and communities: Your support networkЧтениеQuiz: Debugging strategies and toolsЗаданиеTroubleshooting AI-generated codeОбсуждение

Optimizing AI-generated code

The quest for efficiency: Factors impacting AI-generated code performanceВидеоPrompt optimization techniquesЧтениеUnlocking hidden performance boosts in AI modelsВидеоMeasuring code efficiency: Key metrics and toolsЧтениеQuiz: Optimizing AI-generated codeЗадание

Evaluating generative AI for coding

The AI coding dilemma: A debateВидеоDemo: Scale and accelerate coding tasks with generative AIВидеоEvaluating generative AI for codingВидеоWhen to use (and not use) AI for codingЧтениеThe limitations of AI coding: Navigating the pitfallsВидеоQuiz: Advanced coding techniquesЗадание
04Automation and integration21 материалов

The data analysis life cycle and automation opportunities

A data analysis journey from chaos to clarityВидеоExplore the data analysis life cycleВидеоThe automation mindset: Embracing AI for efficiencyЧтениеQuiz: The data analysis life cycle and automation opportunitiesЗадание

Integrating generative AI into coding environments

The coder's unexpected allyВидеоAchieve seamless integration: Connect AI tools to your coding environmentВидеоChoosing the right integration methodЧтениеIntegration adventures: Choosing the best path for your workflowВидеоQuiz: Integrating generative AI into coding environmentsЗаданиеActivity: Integrating GenAI into your coding environmentЗадание

Automating data processing tasks

The AI data cleanup crewВидеоTransform data with AI: Uncover hidden insightsВидеоAI-powered visualization: From data to insightsВидеоAutomation in action: Real-world success storiesЧтениеQuiz: Automating data processing tasksЗаданиеAutomating Data Processing Tasks Using GenAIDIALOGUE

Designing and automating workflows with GenAI

Measuring the impact of automationВидеоThe return on investment with AI automationЧтениеThe automation skepticВидеоThe future of data analysis automation: Trends and predictionЧтениеQuiz: Automation and integrationЗадание
05GenAI in action: Data case studies24 материалов

Key concepts and terminology in generative AI for data analysis

GenAI's data adventure: A journey through the AI landscapeВидеоDemystifying generative AI: A glossary for data analystsВидеоGenerative AI for data analysts: A comprehensive guideЧтениеThe GenAI ecosystem: A vibrant network of models, tools, and platformsЧтениеQuiz: Key concepts and terminology in generative AI for data analysisЗадание

Real-world applications of generative AI in data analysis

Project walkthrough: Data cleaning and exploration with GenAIВидеоProject showcase: Predicting customer churn with generative AIВидеоReal-world applications of generative AI in data analysisВидеоGenerative AI case studies: Data analysis across industriesЧтениеQuiz: Practical applications of generative AI in data analysisЗадание

Analyzing and improving AI-generated code

The power of feedback: Excelling at code reviewВидеоCode review best practices: A guide to effective collaborationЧтениеThe ethics of AI-generated codeЧтениеQuiz: Analyzing and improving AI-generated codeЗаданиеActivity: Enhancing AI-generated codeЗадание

Designing and automating workflows with GenAI

Workflow design workshop: Crafting custom solutions with AIВидеоDemo: Building a workflow from scratchВидеоWorkflow optimization tips: A guide to efficiencyЧтениеGenAI and the future of workВидеоReal-world workflow examples: Inspiration from industry leadersЧтениеProject: Beyond the build: Critical reflection on workflow designЗадание
Quiz: Generative AI and formula creationЗадание
Understanding Debugging Strategies for AI-Generated Code DIALOGUE
Quiz: Designing and automating workflows with GenAIЗадание
Applying GenAI Across a Complete Data Analysis ProjectDIALOGUE
Hands-on Activity: Reviewing and Defending AI-Generated Code with a Tech Lead DIALOGUE