Ivan Dokuchaev
Angestellt, Data Scientist, prodot GmbH
Dortmund, Deutschland
Über mich
A results-driven Data Scientist and Explainable AI enthusiast, I am dedicated to creating transparent, understandable, and effective machine learning solutions. My expertise lies in tackling complex problems involving unstructured data, with a proven track record in detecting anomalies and predicting faulty behavior in technical systems. Committed to the principles of explainable AI, I believe building trust in machine learning models is essential, and transparency is the key to fostering this trust. I have consistently collaborated with domain experts, ensuring successful data processing and project outcomes while emphasizing the importance of model explainability.
Werdegang
Berufserfahrung von Ivan Dokuchaev
Working with a leading elevator industry client, providing expertise in data science to support designing and implementing machine learning solutions in predictive maintenance. - Designed and developed an elevator fault classification system, achieving over 20% performance improvement compared to the previous implementation. - Processed and analyzed highly unstructured data using Pandas and Pyspark, applying advanced data cleaning techniques and feature engineering to enhance model performance.
6 Monate, Okt. 2018 - März 2019
Data Scientist
Ufa Scientific and Technical Center
- Developed an LSTM neural network-based machine learning model to estimate fracture dimensions following hydraulic fracturing operations. - Conducting feature engineering on extensive wellbore sensor data in HDF5 binary format, utilizing H5py and Pandas for processing and analysis. - Provided valuable insights for stakeholders by creating and showcasing time series data visualizations utilizing Matplotlib.
Ausbildung von Ivan Dokuchaev
2 Jahre und 11 Monate, Okt. 2019 - Aug. 2022
Information Engineering and Computer Science
Hochschule Rhein-Waal
Master project: Title: “Android malware families and their impact on ML-based malware classifiers”
3 Jahre und 9 Monate, Sep. 2014 - Mai 2018
Computer Science
Ufa State Aviation Technical University
Bachelor project: Title: “Deep Learning-based Person Biometric Identification”
Sprachen
Englisch
Fließend
Russisch
Muttersprache
Deutsch
Gut