AI Data Engineering
Build the data infrastructure that powers AI applications. This path covers data pipelines for AI, feature engineering, vector databases, embedding management, data quality monitoring, and the specialized data engineering patterns required for LLM and RAG applications.
What You'll Learn
- Design data pipelines optimized for AI workloads
- Implement feature engineering for machine learning models
- Set up and manage vector databases for RAG applications
- Build embedding pipelines for semantic search and retrieval
- Monitor and maintain data quality for AI systems
- Handle unstructured data ingestion at scale
- Implement data versioning and lineage tracking
Course Lessons
Data Engineering for AI: How It Differs
18 min readUnderstand how AI data engineering differs from traditional data engineering — new tools, patterns, and challenges specific to AI workloads.
Building AI Data Pipelines
22 min readDesign and implement data pipelines that handle the ingestion, transformation, and serving patterns required by AI applications.
Feature Engineering for ML Models
22 min readMaster feature engineering techniques including feature stores, real-time feature computation, and automated feature selection.
Vector Databases and Embedding Management
25 min readSet up vector databases like Pinecone, Weaviate, and pgvector. Learn embedding generation, indexing strategies, and query optimization.
Read lesson →Unstructured Data Processing at Scale
20 min readHandle documents, images, audio, and video data for AI applications — OCR, transcription, chunking strategies, and metadata extraction.
Data Quality and Monitoring for AI
18 min readImplement data quality checks, drift detection, and monitoring systems that ensure AI models receive reliable data in production.
Data Versioning and Lineage
15 min readTrack data provenance, version datasets, and maintain lineage from raw data through to model predictions for reproducibility and compliance.
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