🌎 Passionate about remote sensing, AI, and stats 🎓 MSc Borderlands Research Institute, Sul Ross State University - Pronghorn Movement Ecology 🔍 Research Interests: machine learning algorithms, computer vision, and animal movement models🌱 Seeking opportunities to gain industry experience through internshipsProjects 🛰️ Machine Learning Image Classification Algorithm for Remote Sensing Roads and Well Pads 🛰️•Used R to develop and train an AI algorithm using SVM classifier to segment satellite imagery to detect oil and gas well pads and roads over a large spatial landscape (320,000 acres)•Deployed and generated confusion matrix with 92% accuracy, contributing to more accurate public oil infrastructure datasets🌽 NC Plant Science Initiative Hackathon 1st place for Excellence and Interpretation of AI in Precision Agriculture 🌽•Used Python to create and develop a KNN algorithm to predict corn yield while minimizing RMSE using large (33,000 column) genotypic dataset provided by BAYER🔎 Computer Vision Individual Pronghorn Detection using Convolutional Neural Network 🔎•Used R and Python to train CNN to detect individual pronghorn based on coat pattern characteristics from camera trap images🦌 Integrated Step-Selection Functions for Species Distribution Models 🦌•Used hourly GPS movement data to fit and forecast ungulate movement models based on patterns of habitat selection•Implemented PRISM Climate Data API to acquire 3 years of climate data to use as predictors of ungulate movement🔗
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Jr Data ScientistSynmaxSouthern Pines, Nc, Us -
Research AssistantNorth Carolina State University Sep 2023 - PresentRaleigh, North Carolina, United States -
Data ScientistBorderlands Research Institute Dec 2022 - Sep 2023Alpine, Texas, United States• Used SQL to effectively manage an AWS cloud-hosted database• Employed Git to develop streamlined workflows for database querying packages optimizing research team productivity• Deployed K-nearest neighbor algorithms, convolutional neural networks, and random forest algorithms for client needs• Provided technical guidance to Master’s students for code scripting and selecting appropriate statistical analysis methods • Communicated predictive model interpretation to all relevant stakeholders for informative management of ungulates, gamebirds, and mesocarnivores
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Research AssistantBorderlands Research Institute Sep 2020 - Dec 2022Alpine, Texas, United States• Harnessed NASA Landsat 7-9 ARD overflight imagery to conduct quality assurance and quality control on satellite data• Used Python to create satellite imagery time-series GIF of 180,000 acres enabling the tracking of vegetation phenology • Used R to develop generalized linear mixed-effect models using step selection functions to quantify and compare individual ungulate behavioral responses in the proximity of roads and oil infrastructure • Used SQL, PostGres, and Python to manage and clean large datasets guaranteeing optimized data pipelines for analysis • Preformed radio telemetry to capture and collect GPS collars from species including, Mule Deer, Bighorn Sheep, Aoudad, and Scaled Quail through rugged desert terrain• Worked directly with landowners, stakeholders, and Texas Parks & Wildlife Biologists on various habitat restoration, big game captures, and guzzler projects
Erin O'Connell Education Details
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Geospatial Analytics -
Range And Wildlife Management -
Biology, General
Frequently Asked Questions about Erin O'Connell
What company does Erin O'Connell work for?
Erin O'Connell works for Synmax
What is Erin O'Connell's role at the current company?
Erin O'Connell's current role is Jr Data Scientist.
What schools did Erin O'Connell attend?
Erin O'Connell attended North Carolina State University, Sul Ross State University, Wofford College.
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