ML Engineer Intern
il y a 2 semaines
At Orakl Oncology, our wet lab generates a rich diversity of data — from high-throughput screening results to microscopy images and other forms of unstructured data. Our ambition is to scale this data production and centralize it into a robust, industry-grade data platform. Today, the microscopy images generated during our experiments are still underexploited, despite their potential to capture rich phenotypic signals related to tumor growth and drug response. Unlocking this information requires robust computer vision pipelines and careful evaluation of the predictive value of imaging features.
We are looking for a Machine Learning Engineer Intern (Computer Vision) to help design, build, and optimize imaging workflows that power our wet-lab operations and predictive engine. In this role, you'll work at the intersection of biology and machine learning, contributing directly to projects with immediate impact on our mission to discover new cancer treatments.
A central goal of the internship will be to answer a key scientific and product question: do the microscopy images generated in our lab provide predictive power beyond existing modalities such as omics, clinical, and experimental data?
Key Responsibilities
Integrate imaging data into existing experimental and ML workflows, ensuring smooth ingestion, preprocessing, and alignment with current datasets and pipelines.
Develop computer vision feature extraction pipelines to generate predictive representations from images (e.g., segmentation, morphological descriptors, embeddings, and learned features).
Quantify the added predictive value of imaging features beyond existing modalities (screening, clinical, omics), using rigorous evaluation frameworks, ablation studies, and appropriate performance metrics.
Perform model debugging and error analysis to understand failure modes, improve robustness, and validate biological/experimental relevance of extracted features.
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