Anton IvanovEfficient Likelihood Function Reparametrization for Regression against Categorical VariablesWe simplify the likelihood function obtained when regressing a target variable on categorical variables.Dec 12, 2023Dec 12, 2023
Anton IvanovinITNEXTMonitor deployed tensorflow models with Prometheus and GrafanaWe provide a minimal example how to serve tensorflow models on a Kubernetes cluster and monitor them with Prometheus and Grafana.Mar 14, 2023Mar 14, 2023
Anton IvanovBayesian Inference for Stochastic Processes: an analytically solvable problemWe explain the application of the Bayesian inference approach to the case of having multiple trajectories of a stochastic process.Feb 15, 2022Feb 15, 2022
Anton IvanovVariational inference in probabilistic models: an analytically solvable exampleThe Bayesian inference approach gives us the opportunity to systematically combine and update our prior beliefs about the model parameters…Nov 2, 2021Nov 2, 2021
Anton IvanovinKI labs EngineeringAn ad auction bidding strategyReal-Time Bidding (RTB) has become an important paradigm in display advertising. It mimics stock exchanges and utilizes computer…Sep 10, 20201Sep 10, 20201
Anton IvanovinKI labs EngineeringTrack the model performance metrics in Federated trainingFederated learning is a machine learning technique that trains a model across multiple decentralized devices, each of them holding a local…Apr 22, 2020Apr 22, 2020
Anton IvanovinKI labs EngineeringNavigation through a dynamic map using the Bellman equationWe will look at the problem of navigating through a dynamically changing map. It can be represented as a sequence of optimization problems…Jan 20, 2020Jan 20, 2020