Andrei Pashkov Email & Phone Number

Seattle, Washington, United States

Moscow, Russian Federation

• Developed a machine learning model for DDoS-attacks clusterization using hierarchical clustering from scratch that provided new insights into the Security Operations Center. Gave a talk at the AI Journey, the most.
• Developed a confidential document classification model using TF-IDF features and gradient boosting decision trees that improved baseline F1-score from 0.71 to 0.93 and beat the third-party model on a holdout data by.
• Implemented a graph-based approach to analyze e-mail logs, which helped reveal new channels of information leaks. The results were presented to the CISO of Sberbank.
• Developed a machine learning model based on gradient boosting decision trees that predicted operational costs for buildings at the end of the year. It allows the evaluation of cost overruns.

Moscow, Russian Federation

• Developed a biometric testing framework.
• Implemented Python’s wrappers for C/C++ biometric APIs using Cython and pybind11.
• Conducted tests for vendor’s biometric solutions and evaluated FAR/FRR metrics.
• Integrated the prototype of the fingerprint authentication system (my internship project) into the production environment:- provided integration with LDAP system.- developed a web interface using Django.- set up.

Moscow, Russian Federation

• Analyzed existing open-source biometric solutions for fingerprint verification and selected the best one.
• Created a prototype of a fingerprint authentication system based on NIST Biometric Image Software.
• Tested the prototype on open fingerprint databases like NIST, CASIA, ATVS-FFP and evaluated FAR/FRR metrics.