Posted:1 day ago|
Platform:
On-site
Full Time
We are seeking a motivated PhD candidate interested in machine learning for histopathology
image analysis. The candidate will contribute to developing and optimizing deep learning
models to analyze digitized H&E slides for cancer classification and spatial mapping. This
role is well-suited for researchers aiming to apply advanced computational methods to
biomedical challenges.
● Design, develop, and train convolutional neural networks (CNNs) and related ML
models on H&E-stained histology images.
● Use and extend tools such as QuPath for cell annotations, segmentation models, and
dataset curation.
● Preprocess, annotate, and manage large image datasets to support model training
and validation.
● Collaborate with cross-disciplinary teams to integrate image-based predictions with
molecular and clinical data.
● Analyze model performance and contribute to improving accuracy, efficiency, and
robustness.
● Document research findings and contribute to publications in peer-reviewed journals.
● PhD in Computer Science, Biomedical Engineering, Data Science, Computational
Biology, or a related discipline.
● Demonstrated research experience in machine learning, deep learning, or biomedical
image analysis (e.g., publications, thesis projects, or conference presentations).
● Strong programming skills in Python and experience with ML frameworks such as
TensorFlow or PyTorch.
● Familiarity with digital pathology workflows, image preprocessing/augmentation, and
annotation tools.
● Ability to work collaboratively in a multidisciplinary research environment.
● Background in cancer histopathology or biomedical image analysis.
● Knowledge of multimodal data integration, including spatial transcriptomics.
Micro Crispr Pvt. Ltd.
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