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11 min ... the basics of software engineering with regards to architecture and design and how to apply these on each step of the Machine Learning Pipeline ... Design Patterns | SOLID Part 2: Architecting a Machine Learning Pipeline. For machine learning it is crucial that the information that a business function needs is known. Scalable Machine Learning in Production with Apache Kafka ®. Mateusz Bednarski - Structured and automated workflow for a Machine Learning project part 2. Master machine learning concepts and develop real-world solutions . this approach to architecture attempts to balance latency, throughput, and fault tolerance by using batch processing to provide comprehensive and accurate views of batch data, while simultaneously using real time stream …