Real-time Data Streaming Architecture
Design and implement real-time data streaming architectures for machine learning using Apache Kafka and Apache Storm, with practical Python examples.
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AI Engineering Volume 2
Data Privacy and Compliance (GDPR, CCPA)
Data privacy in AI. Learn to implement GDPR and CCPA compliance, use anonymization, differential privacy, and federated learning.
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Data Quality Assessment and Profiling
Data quality assessment and profiling for AI. Learn to implement systematic data validation and profiling using Python, Great Expectations & other tools.
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Data Collection Strategies and Sources
Learn to gather high-quality data using APIs, web scraping with Python, and database queries. Includes practical code examples and industry best practices.
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