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Apprenez de nouveaux concepts auprès d'experts du secteur
Acquérez une compréhension de base d'un sujet ou d'un outil
Développez des compétences professionnelles avec des projets pratiques
Obtenez un certificat professionnel partageable
Il y a un module dans ce cours
AI projects succeed or fail on the strength of their data. In this course, you’ll learn to diagnose pipeline bottlenecks, enforce governance standards, and plan data workflows that keep projects on track. Through real-world scenarios, you’ll trace issues like stale feature vectors, audit data handling for compliance with regulations such as General Data Protection Regulation (GDPR), and design actionable plans for data acquisition, storage, and annotation. You’ll also practice translating technical findings into project-ready deliverables, like drafting a Jira epic for large-scale data labeling.
AI projects succeed or fail on the strength of their data. In this course, you’ll learn to diagnose pipeline bottlenecks, enforce governance standards, and plan data workflows that keep projects on track. Through real-world scenarios, you’ll trace issues like stale feature vectors, audit data handling for compliance with regulations such as General Data Protection Regulation (GDPR), and design actionable plans for data acquisition, storage, and annotation. You’ll also practice translating technical findings into project-ready deliverables, like drafting a Jira epic for large-scale data labeling.
Inclus
6 vidéos3 lectures4 devoirs
Afficher les informations sur le contenu du module
6 vidéos•Total 21 minutes
Introduction and Welcome•3 minutes
Tracing a Pipeline Bottleneck: Stale Features in Spark•3 minutes
Would Your AI Pass an Audit•3 minutes
Auditing S3 Permissions for Compliance•4 minutes
Planning Annotation Work•7 minutes
Congratulations and Continuous Learning Journey •2 minutes
3 lectures•Total 32 minutes
Why Stale Data Is a Silent Killer in AI/ML Pipelines•10 minutes
Responsible AI Training Guide •12 minutes
Creating a Comprehensive Data Plan for AI Projects•10 minutes
HOL: Build Your Own Data Annotation Plan•20 minutes
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