Andrei Kotelnikov

Education

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  The Volzhsky University

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  Master of Science - MS Computer Science
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  Zhigulevsk Technical College

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  Bachelor of Science - BS Industrial Electronics Technology
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  École Polytechnique

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  Certification CNCP n° 1527 DSSP, Data Science & Machine Learning, Big Data, AI

  Graduate program covering data science topics ranging from data collection, data processing, feature engineering to analytics and visualisation, machine learning, deep learning, as well as a range of real-world applications and business/laboratory cases.Data preprocessing and Visualization: Data cleaning, Normalization, Feature selection and creation, Dimensionality Reduction, Data exploration, Visualization with R and Python, Browser based visualization, Mashup, Data Munging, Feature… Show more Graduate program covering data science topics ranging from data collection, data processing, feature engineering to analytics and visualisation, machine learning, deep learning, as well as a range of real-world applications and business/laboratory cases.Data preprocessing and Visualization: Data cleaning, Normalization, Feature selection and creation, Dimensionality Reduction, Data exploration, Visualization with R and Python, Browser based visualization, Mashup, Data Munging, Feature design & engineering.Machine Learning, Data Mining and Analytics: Unsupervised learning, Supervised learning (Regression and feature selection, Logistic regression, Naive Bayes, KNN, SVM, Trees and Neural Nets), Learning evaluation, over fitting, Model selection, Ensemble methods.Cluster Computing, Big Data: SQL/NoSql, Hadoop, Spark, Map ReduceWeb Mining: Recommender systems, Information retrieval, Page RankGraph and Text Mining: Networks, Natural Language Processing Show less