Avantika Lal

Principal ML Scientist II at Genentech

California, United States
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Summary

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Avantika Lal is a Principal ML Scientist with a decade of experience applying deep learning to genomics, currently leading generative and interpretive AI efforts for DNA and RNA at Genentech. Trained as a biologist (PhD) and seasoned in both academia and industry, she has built high-impact tools—like AtacWorks and GPU-accelerated single-cell pipelines—that are widely used in research and cited in publications. Her work spans single-cell and bulk transcriptomics, epigenomics, long-read correction, CRISPR screens and spatial data, translating noisy biological measurements into actionable drug-target insights. She has a track record of open-source impact and technical leadership at NVIDIA and insitro, plus successful grant-funded academic research, combining experimental intuition with production-grade ML systems. Colleagues rely on her ability to move methods from prototype to scalable, reproducible workflows that accelerate discovery.
code9 years of coding experience
job7 years of employment as a software developer
bookUniversity of Delhi
bookDoctor of Philosophy (PhD), Doctor of Philosophy (PhD) at Tata Institute of Fundamental Research, Mumbai
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Stackoverflow

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Github Skills (46)

dimensionality-reduction10
seq10
tsne10
transcriptomics10
gwas10
gene-expression10
single-cell-analysis10
rna-seq10
bioinformatics10
genomics10
clustering10
journal9
scanpy9
computational-biology9
rapids9

Programming languages (5)

RC++ScalaJupyter NotebookPython

Github contributions (5)

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Genentech/gReLU

May 2024 - Mar 2025

gReLU is a python library to train, interpret, and apply deep learning models to DNA sequences.
Contributions:4 releases, 35 reviews, 108 PRs in 10 months
avantikalal/AtacWorks

Oct 2019 - Mar 2021

DL based processing of atac-seq data
Contributions:8 PRs, 259 pushes, 65 branches in 1 year 5 months
atac-seq-dataseqatac-seqatac
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Avantika Lal - Principal ML Scientist II at Genentech