Artem Chistyakov's Projects
Advanced Samples Picking - multipurpose heuristic for classification tasks
Air Hockey with simple "greedy" bot. Left side of screen -- bot, right side -- human. Arrows -> move, Enter -> strike
Created a bot for trading BTC-USDT cryptocurrency. Used lagged features, Time-Series, XGBoost and Linear Regression to predict the final value of bitcoin. Received 98% APY (annual return) on cross-validation.
Config files for my GitHub profile.
My work on a project "Credit derivatives and their application: introduction to the macro credit markets" in the Center of Mathematical Finances.
My work on a project "Data-driven approaches for predicting an asset price over a mid-term horison" in the Center of Mathematical Finances.
My work on a project "High Frequency Market Making: Optimal Quoting" in the Center of Mathematical Finances.
TicTacToe project for ml exams to tinkoff generation.
"Introduction to Deep Learning" coursera course Final project. Result 6/9 points.
My framework for developing alphas on MOEX equities.
My own Neural Network from scratch
Lecture notes of Fall 2022 courses, prepared by CMF students
Neural Network with Torch like design. Many activation functions, Loss functions and Dropout.