Ivan Marroquin, Ph.D.

Ivan Marroquin, Ph.D. Email and Phone Number

Professional with experience in machine learning technologies ✨ Regression ✨ Classification ✨ Clustering/Community Detection ✨ Data Mining✨ @ Currently Seeking New Opportunities
Ivan Marroquin, Ph.D.'s Location
Greater Houston, United States, United States
Ivan Marroquin, Ph.D.'s Contact Details

Ivan Marroquin, Ph.D. work email

Ivan Marroquin, Ph.D. personal email

n/a
About Ivan Marroquin, Ph.D.

KNOWLEDGE | EXPERTISE | PROACTIVEI develop and implement commercial machine learning solutions to facilitate the extraction and interpretation of patterns in big data analytics.I enjoy coming up with new ideas and devising practical commercial solutions. I am a driven, resourceful individual who maintains a positive and proactive attitude when faced with challenges in addressing relevant problems.Skills and competencies:👉 Programming languages: Python, R👉 Data analysis: Numpy, Scipy, Pandas👉 Machine learning: Scikit-Learn, XGBoost, 👉 Deep Learning: Tensorflow👉 Automated optimization hyperparameters: Hyperopt👉 Conformal prediction intervals: Mapie👉 Gaussian process inference: GPyTorch👉 Community detection: igraph, networkxYou can contact me via email at ivan.d.marroquin@gmail.com.

Ivan Marroquin, Ph.D.'s Current Company Details
Currently Seeking New Opportunities

Currently Seeking New Opportunities

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Professional with experience in machine learning technologies ✨ Regression ✨ Classification ✨ Clustering/Community Detection ✨ Data Mining✨
Ivan Marroquin, Ph.D. Work Experience Details
  • Currently Seeking New Opportunities
    Senior Data Scientist
    Currently Seeking New Opportunities Jun 2024 - Present
    San Francisco, California, Us
    Senior data scientist responsible for developing and implementing end-to-end commercial machine learning models to facilitate big data analytics and the extraction of meaningful patterns. Developed software in Python and R statistical computing.
  • Gowell
    Senior Research Scientist
    Gowell Jul 2023 - May 2024
    Houston, Texas, Us
    Senior research scientist in charge of designing and developing algorithms and machine learning solutions to solve well integrity and imaging challenges in the oil and gas industry. Implement and build software using Matlab and Python. Engaged with the engineering team to ensure software design met stakeholders’ expectations.► Collaborated with engineers to ensure logging tools met stakeholders’ expectations.► Implemented a real-time algorithm to estimate the casing-to-cement bond condition and tubing eccentricity.
  • Geophysical Insights
    Data Scientist
    Geophysical Insights Dec 2016 - Jan 2023
    Houston, Texas, Us
    Independently design and implement commercial machine learning solutions for solving interpretation challenges in big data analytics. Developed applications in Python and R statistical computing.► Prepared and delivered technical training classes to groups.► Provided support at major corporate accounts, provided tutoring sessions, and delivered workflows.► Worked closely with the sales team to produce tailored reports for clients.► Implemented classification engine for seismic lithofacies using imbalanced data learning, automated machine learning, and boosted decision trees techniques. ► Built classification engine for wireline lithofacies using imbalanced data learning, automated machine learning, and feedforward neural network techniques.► Implemented regression engine for wireline data using data discretization, imbalanced data learning, Gaussian process for data augmentation, and boosted decision trees techniques.► Built clustering engine for seismic attributes using automated machine learning and community detection techniques.► Implemented procedure to replace missing data in wireline logs using multiple imputation statistical technique.► Implemented procedure for automated classifier selection using automated machine learning and self-organizing maps techniques.► Built feature ordering procedure to enhance classifier/regression engine performance by combining conditional mutual information and PageRank algorithms.► Built dimensionality reduction procedure for wireline data to feed classification/regression engine based on entropy and symbolic representation.► Collaborated with developers to ensure software quality design and gains in code quality.
  • Emerson
    Senior Technical Geophysicist Advisor
    Emerson Sep 2006 - Aug 2016
    St. Louis, Mo, Us
    Advised and provided technical support to major corporate accounts, including Repsol, Chevron, HESS, ENI, Devon, and Shell. Coordinated data migration. Provided training and mentoring from junior to senior staff. Handled classes with 6+ students. Participated in software design development quality assurance. Engaged with customers within corporate accounts to drive software adoption.► Delivered technical training and mentoring, maximizing software usage and adoption by seismic interpreters.► Improved efficiency of the customer service department by reviewing/editing existing training manuals, providing training for new hires, and managing on-site consultants.► Provided on-site support at major corporate accounts, provided tutoring sessions, and delivered workflows.► Conducted applied research on clustering, data integration, and visualization for reservoir characterization. Published results in peer-reviewed journals. ► Built sustainable relationships with major corporate accounts, increasing trust and growing business opportunities by more than 20%. ► Supported seismic interpreters in finding reservoirs by routinely enhancing seismic interpretation workflows, seismic attributes analysis, and approaches to mentoring. ► Collaborated with developers to ensure software quality design and gains in code quality.► Ensured seismic interpreters took full advantage of Paradigm's technological solutions by coordinating and assessing data migration from Landmark, Geoframe, and Petrel.► Cultivated excellent relationships with account managers and corporate accounts, facilitating the implementation of solutions to address software deployment and data management concerns.

Ivan Marroquin, Ph.D. Skills

Geophysics Seismic Attributes Seismic Facies Unsupervised Clustering Analysis Visual Data Mining Neural Networks Reservoir Characterization Programming Characterization Inversion Geographix Earth Science Geological Mapping Petroleum Engineering Oil And Gas Seismology Petrophysics Geology Petroleum Reservoir Management Upstream Petroleum Geology Linux Logging Energy Industry Modeling Sequence Stratigraphy Red Hat Linux 3d Seismic Interpretation Energy Drilling Gas Matlab Gnu Octave R Project For Statistical Computing

Ivan Marroquin, Ph.D. Education Details

  • Mcgill University
    Mcgill University
    Geophysics
  • Mcgill University
    Mcgill University
    Certificate
  • Polytechnique Montréal
    Polytechnique Montréal
    Geophysics
  • Universite De Montreal
    Universite De Montreal
    Major Physics And Minor Geology

Frequently Asked Questions about Ivan Marroquin, Ph.D.

What company does Ivan Marroquin, Ph.D. work for?

Ivan Marroquin, Ph.D. works for Currently Seeking New Opportunities

What is Ivan Marroquin, Ph.D.'s role at the current company?

Ivan Marroquin, Ph.D.'s current role is Professional with experience in machine learning technologies ✨ Regression ✨ Classification ✨ Clustering/Community Detection ✨ Data Mining✨.

What is Ivan Marroquin, Ph.D.'s email address?

Ivan Marroquin, Ph.D.'s email address is im****@****hts.com

What schools did Ivan Marroquin, Ph.D. attend?

Ivan Marroquin, Ph.D. attended Mcgill University, Mcgill University, Polytechnique Montréal, Universite De Montreal.

What are some of Ivan Marroquin, Ph.D.'s interests?

Ivan Marroquin, Ph.D. has interest in Blues, Chess Boards, Salsa, Etc, That I Embrace With Joy, Another Great Activity, For Me, Minerals, Also, Latin Jazz.

What skills is Ivan Marroquin, Ph.D. known for?

Ivan Marroquin, Ph.D. has skills like Geophysics, Seismic Attributes, Seismic Facies, Unsupervised Clustering Analysis, Visual Data Mining, Neural Networks, Reservoir Characterization, Programming, Characterization, Inversion, Geographix, Earth Science.

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