Kelly Limoncelli | San Marcos, CA

 

Kelly limoncelli

General Dynamics Information Technology

  1. Data Scientist with 13+ years of experience and technical expertise in biomedical sciences, including computational biology, bioinformatics, biochemistry & molecular biology, and next-generation sequencing (NGS)

  2. Ph.D. in Neuroscience from a multi-disciplinary lab and thesis research on RNA decay and quality control

  3. Extensive experience in industry working on cross-functional teams as a Technical Expert and R&D Scientist

  4. Proficiency performing data analysis on large, complex datasets, including bioinformatic analysis of genomic and transcriptomic data (e.g., RNA-seq, AmpliSeq, WGA-seq)

  5. Strong technical skills in wet lab experiments (e.g., NGS library preparation and associated workflows)

  6. Expertise in machine learning analytic techniques and advancement through continuing education

  7. Multi-tasker, team-oriented, analytical, accountable, organized, communicative, and highly positive

    Machine Learning: Train, Test, & Cross-validation; Metrics; Feature engineering; Classification and numeric prediction (e.g., Random Forest, Gradient Boosting, SuperLearner); Clustering (e.g., K-Means, Hierarchical, EM)

    Statistical Skills: Data visualization; Data processing and transformation; Parametric statistics (e.g., ANOVA, regression, survival); Nonparametric statistics (e.g., chi-square, KNN, SVM); Bayesian learning; Monte-Carlo simulation

    Computer Skills: R Studio; Python; SQL; Weka; Bash/Unix scripting and use of common bioinformatics tools; Cluster computing; JIRA; Agile Product Lifecycle Management; PowerBI; Integrative Genomics Viewer; UCSC Genome Browser; Microsoft Office; GitHub

 
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