Daniel Ruiz de Martín Esteban Nieto
Data Scientist at WhiteBox- Claim this Profile
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Bio
Experience
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WhiteBox
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Spain
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Software Development
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1 - 100 Employee
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Data Scientist
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Aug 2021 - Present
Specialized in Machine Learning and Big Data consulting with experience in: - Analyzing diverse data sources and extracting valuable insights using custom KPIs and data visualization tools. - Designing and executing ETL processes for medium to large-sized data sources using Pandas and PySpark. - Developing Machine Learning models to solve real-world problems such as occupation forecasting and predictive maintenance of industrial machinery. - Interacting with clients of diverse technical backgrounds. Project highlights: - Implemented custom K-Means algorithms for anomaly detection in wind turbine operations and deployed them within a Kubernetes cluster for identifying abnormal behaviors and calculating failure probability. - Designed and developed deep learning models for building vibration analysis with the aim of defining normal states and detecting anomalies. Utilized advanced techniques in machine learning to achieve robust and reliable results. Skills: - Linux and bash: Proficient in using a Linux distribution as the main operating system and basic knowledge of bash scripting and Conda package management. - Programming languages: Strong background in Python and Matlab, with experience in object-oriented programming. - Data manipulation tools: Experienced in creating ETL processes using Pandas and PySpark for medium-sized and large-sized data sources respectively. - Cloud services: Knowledgeable in using cloud services such as BigQuery, Kubernetes, and cloud clusters for developing and deploying Machine Learning models. - Machine Learning frameworks: Expertise in developing both supervised and unsupervised Machine Learning models using Scikit-Learn, LightGBM, MLlib, and UMAP. Specialization in unsupervised statistical models for anomaly detection. - LaTeX documentation: Experienced in preparing technical documentation using LaTeX. Show less
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Fen Technology
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United Kingdom
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Design Services
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1 - 100 Employee
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Data Scientist
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Sep 2022 - Present
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Departamento de Matemática Aplicada a la Ingeniería Aeroespacial
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Madrid, Comunidad de Madrid, España
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Intern
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Feb 2021 - Jul 2021
About the application of CFD techniques to wind resource, centered in to main development paths: - Modeling of wind flow over terrain using OpenFOAM CFD simulation tool. - Designing a tool adapted for structured mesh generation over terrain surface. About the application of CFD techniques to wind resource, centered in to main development paths: - Modeling of wind flow over terrain using OpenFOAM CFD simulation tool. - Designing a tool adapted for structured mesh generation over terrain surface.
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Education
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Universidad Politécnica de Madrid
Bachelor's Degree in Aerospace Engineering (GIA), Aerospace, Aeronautical and Astronautical Engineering