Antony Prasad Thevaraj

Combining generative AI with knowledge graphs enhances language understanding and generates more contextually accurate responses. This enriches information retrieval and context-based reasoning, and improves the overall user experience.

Apache Kafka is one of the best ways to replicate data over disparate systems. A common architecture design consists of pushing data from relational databases to purpose-built ones using change data capture (CDC), Kafka Connect, and Kafka.

Featurization is one of the most difficult problems in machine learning, just behind data wrangling in terms of the time it consumes. For many problems, featurization plays the largest role in determining model performance, greater even than choice of machine learning method.