Konstantin SofeikovRunning sklearn classifiers in SQL, no separate endpoints requiredThe proposition is quite simple: it would be good to run sklearn pipeline/classifiers in pure SQL, without having to provision additional…May 5May 5
Konstantin SofeikovOpen source rule engine for fintech domainI work in the fintech industry, specifically in the field of financial crime. Quite often, companies depend on Machine Learning to combat…Oct 15, 2023Oct 15, 2023
Konstantin SofeikovREINFORCE algorithm — Reinforcement Learning from scratch in PyTorchIn this post we consider a classical RL algorithm called REINFORCE. In simple terms in allows to use learn a policy directly, while a…May 4, 20233May 4, 20233
Konstantin SofeikovImplementing conditional variational auto-encoders(CVAE) from scratchIn the previous article we implemented a VAE from scratch and saw how we can use to generate new samples from the posterior distribution…Apr 26, 2023Apr 26, 2023
Konstantin SofeikovImplementing Variational Autoencoders from scratchIn this article we will be implementing variational autoencoders from scratch, in python.Apr 25, 20231Apr 25, 20231
Konstantin SofeikovImplementing linear regression in Flink from scratchIn this note we are going to implement a linear regression in a streaming setup. We are assuming we do not have all the data available and…Jan 18, 2023Jan 18, 2023
Konstantin SofeikovHow to calculate the entropy of a stream in FlinkShannon entropy is defined asSep 11, 2022Sep 11, 2022
Konstantin SofeikovModelling association football scores: paper implementation with PyroToday we are going to implement an interesting paper from 1982 which investigates how a number of goals scored by each team can be…Jun 2, 2022Jun 2, 2022
Konstantin SofeikovImplementing multi-armed bandits in reinforcement learningWriting python code for better understandingFeb 5, 2022Feb 5, 2022
Konstantin SofeikovTraining distributed decision tree models: what are your options?I’ve recently had the pleasure of dealing with a dataset that was larger than the largest instance AWS SageMaker could provide(that is 384…Jan 9, 2022Jan 9, 2022
