Too Long; Didn't Read
Interview with a Head of AI: Pawel Godula from deepsense.ai. Jakub Czakon is a senior data scientist building experiment tracking tools for ML projects at https://neptune.ai. He is a director of customer analytics at deepsense. He says the most efficient size for a machine learning or artificial intelligence team is between 5 to 10 people per project. We need to deliver 5 million point forecasts per second, at 100 milliseconds latency. We made a couple of unintuitive moves that improved the performance a lot: We went from one big lightGBM model to 20 small light GBM models.