01Applied ML Research · BioinformaticsProtein Functional Classification
Have sequence and structured data to classify? We benchmark graph, sequence, and fusion models to find what genuinely fits your data.
PyTorchGNNCNN+2
Case Studies
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Specialized Research
Research Initiatives
01Applied ML Research · Bioinformatics
02Computer Vision Research · Life SciencesEmbryo Survival Prediction from Time-Lapse Video
Need predictions from video or time-lapse imagery? We build temporal pipelines that read change over time, not just single frames.
PyTorchCNNLSTM+2
03Streaming Data & ML · FintechReal-Time Stock Market Prediction
Need decisions on live data? We design ingestion and online-learning pipelines that score events the moment they arrive.
KafkaHadoopSpark+3
04Explainable ML · Digital HealthParkinson's Detection via Gait Analysis
Need a model a domain expert will actually trust? We pair strong predictors with SHAP explainability built for decision support.
XGBoostRandom ForestVAE+2
01Applied ML Research · BioinformaticsProtein Functional Classification
Have sequence and structured data to classify? We benchmark graph, sequence, and fusion models to find what genuinely fits your data.
PyTorchGNNCNN+2
02Computer Vision Research · Life SciencesEmbryo Survival Prediction from Time-Lapse Video
Need predictions from video or time-lapse imagery? We build temporal pipelines that read change over time, not just single frames.
PyTorchCNNLSTM+2
03Streaming Data & ML · FintechReal-Time Stock Market Prediction
Need decisions on live data? We design ingestion and online-learning pipelines that score events the moment they arrive.
KafkaHadoopSpark+3
04Explainable ML · Digital HealthParkinson's Detection via Gait Analysis
Need a model a domain expert will actually trust? We pair strong predictors with SHAP explainability built for decision support.
XGBoostRandom ForestVAE+2