Corina Florescu
Machine Learning Engineer at Allstate
Dallas-Fort Worth Metroplex United States
Summary
👤
Senior🎓
Top SchoolCorina Florescu is a Machine Learning Engineer with nine years of experience applying ML, IR, and NLP to real-world problems, currently building models at Allstate from the Dallas–Fort Worth area. She holds a PhD in Computer Science from the University of North Texas, where her research produced graph-based feature learning and learning-to-rank systems for automatic keyphrase extraction and scholarly document indexing. Her work bridges research and production: she translates academic approaches to scalable solutions that improve search, retrieval, and recommendation in digital libraries and enterprise settings. At UNT she focused on uncovering latent patterns in keyphrases—an approach that informs more interpretable and topic-representative ranking models. Colleagues describe her as both methodical and curious, comfortable with deep algorithmic development as well as engineering for impact. She pairs rigorous academic training with practical experience delivering NLP/IR capabilities in industry contexts.
9 years of coding experience
4 years of employment as a software developer
Doctor of Philosophy (PhD), Computer Science, 4.0, Doctor of Philosophy (PhD), Computer Science, 4.0 at University of North TexasMaster of Science (M.S.), Computer Science, Master of Science (M.S.), Computer Science at University of Bucharest
English, Romanian
Github Skills (8)
autoencoder5
kernel-methods5
representation-learning5
stochastic5
graph-embedding4
graph3
graph-convolutional-networks3
deep-learning2
Programming languages (1)
Github contributions (4)
corinaflorescu/cs
Oct 2016 - Feb 2020
Contributions:93 pushes, 1 branch in 3 years 4 months
corinaflorescu/PositionRank
Dec 2018 - Dec 2018
Contributions:26 commits, 25 pushes, 1 branch in 11 days
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