Mikhail SarafanovinTowards Data ScienceStream Ordering: How And Why a Geo-scientist Sometimes Needed to Rank Rivers on a MapLearn how to obtain Strahler or Shreve order on vector layer6 min read·Feb 14, 2024----
Mikhail SarafanovinTowards Data ScienceA Data Science Course Project About Crop Yield and Price Prediction I’m Still Not Ashamed OfEven from the perspective of an experienced Data Scientist12 min read·Dec 28, 2023--1--1
Mikhail SarafanovinTowards Data ScienceAlmost Everything You Want to Know About Partition Size of Dask DataframesAnd how to utilize it effectively in XGBoost model7 min read·Dec 1, 2023--2--2
Mikhail SarafanovinTowards Data ScienceProximity Analysis to Find the Nearest Bar Using PythonA few words about spatial data processing10 min read·Oct 26, 2023--3--3
Mikhail SarafanovinTowards Data ScienceCombining Open Street Map and Landsat open data to verify areas of green zonesQuick and simple analysis for precise assessment7 min read·Oct 2, 2023--1--1
Mikhail SarafanovinTowards Data ScienceWhat to Do If a Time Series Is Growing (But Not in Length)Just use AutoML for multivariate time series forecasting11 min read·Nov 3, 2022----
Mikhail SarafanovinTowards Data ScienceHyperparameters Tuning for Machine Learning Model Ensemblesa little research for a pretty optimization13 min read·Jun 28, 2022--1--1
Mikhail SarafanovinTowards Data ScienceClean AutoML for “dirty” data: how and why to automate preprocessing of tables in machine learningHow AutoML helps to work efficiently with tabular data15 min read·Apr 14, 2022----
Mikhail SarafanovinTowards Data ScienceOne more approach to optimize neural networksTalking about Neural Architecture Search and own algorithm for optimizing neural network hyperparameters8 min read·Jan 16, 2022--1--1
Mikhail SarafanovinTowards Data ScienceWinning a Flood-Forecasting Hackathon with Hydrology and AutoMLAn end-to-end project walkthrough17 min read·Jan 14, 2022----
