17.1.4 Machine Learning Data Pipelines

In this section

• Model Training with Streaming Data: Advanced Techniques and Best Practices
  Explore advanced techniques for using Apache Kafka to feed streaming data into machine learning model training pipelines, enabling continuous learning and adaptation.
• Model Serving and Inference Pipelines with Apache Kafka
  Explore how Apache Kafka can be leveraged for real-time model serving and inference pipelines, integrating with machine learning frameworks for efficient data processing.
• DataOps and MLOps Practices: Integrating Kafka with Machine Learning Pipelines
  Explore how DataOps and MLOps practices converge in Kafka-based environments, promoting collaboration and efficiency in data and model management.