Alisandra Denton

Staff Machine Learning Scientist at Valence Labs

Montreal, Quebec, Canada
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Summary

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Senior
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Top School
Alisandra Denton is a Staff Machine Learning Scientist in Montreal with 11 years of experience applying deep learning and statistical rigor to genomics, transcriptomics, and sequence data. Her background spans wetlab protocols through advanced computational workflows, making her particularly adept at diagnosing technical biases and data-quality issues that confound biological inference. She has led group-level research applying deep models for structural gene annotation and integrated imaging-to-gene-activity approaches to read cellular state from high-throughput assays. Alisandra’s work bridges academic postdoctoral research and industry R&D—she helped evolve Valence Labs’ computational strategy following its acquisition and has a track record of mentoring and teaching genomics best practices. Driven by a long-term goal to build fundamental biological models, she is motivated by applications in sustainable agriculture, biofuels, and improved medical diagnostics. A detail-oriented “data detective,” she combines hands-on wetlab experience with production-focused ML to ensure models reflect real biology, not artifacts.
code11 years of coding experience
job8 years of employment as a software developer
bookBachelor of Arts (B.A.) Molecular Biology, Bachelor of Arts (B.A.) Molecular Biology at Colgate University
bookDoctorate Plant Biochemistry, Doctorate Plant Biochemistry at University of Düsseldorf
languagesGerman, English
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Github Skills (27)

python10
predict10
data-science10
annotations10
scikit10
statistics10
machine-learning10
scikit-learn10
data-analysis10
tensorflow9
deep-learning9
relational8
seq7
api7
database6

Programming languages (3)

DockerfileRustPython

Github contributions (5)

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weberlab-hhu/GeenuFF

Feb 2019 - Mar 2024

Schema and API for a relational db that encodes gene models in an explicit, structured, and robust fashion.
Contributions:1 release, 1 PR, 146 pushes in 5 years 2 months
apirelationalstructureddatabasegene
weberlab-hhu/RNAsleek

Jan 2022 - Dec 2022

Semi-automated RNAseq pipeline for a PBSpro cluster
Contributions:1 PR, 31 pushes, 1 branch in 11 months
pbsprornaseqpipelinesemibioinformatics
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Alisandra Denton - Staff Machine Learning Scientist at Valence Labs