Artificial Intelligence for Medicine and Science @ Harvard

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43 repositories

mims-harvard.github.io
Public
Lab website
HTML
•0•1•0•0•Updated Nov 17, 2024Nov 17, 2024
Madrigal
Public
Madrigal: Multimodal AI predicts clinical outcomes of drug combinations from preclinical data
deep-learning pharmacology precision-medicine multimodal-learning drug-combination therapeutics llm
Jupyter Notebook
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MIT License
•0•1•0•0•Updated Nov 15, 2024Nov 15, 2024
tdc2website-flask
Public
flask implementation for tdc-2 website
HTML
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MIT License
•5•0•2•2•Updated Nov 12, 2024Nov 12, 2024
TDC
Public
Therapeutics Commons (TDC-2): Multimodal Foundation for Therapeutic Science
machine-learning bioinformatics medicine deep-learning chemistry cheminformatics biology artificial-intelligence benchmarks drug-discovery
Jupyter Notebook
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MIT License
•174•1k•40•0•Updated Nov 12, 2024Nov 12, 2024
Clinical-knowledge-embeddings
Public
Unified Clinical Vocabulary Embeddings for Advancing Precision Medicine
embeddings representation-learning multimodality precision-medicine medical-ai graph-transformer clinical-ai
Jupyter Notebook
•0•1•0•0•Updated Oct 29, 2024Oct 29, 2024
SPECTRA
Public
Spectral Framework For AI Model Evaluation
benchmarking protein-structure protein-sequences benchmark-framework geometric-deep-learning protein-language-model foundation-models large-language-models
Roff
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MIT License
•3•25•2•1•Updated Oct 13, 2024Oct 13, 2024
PDGrapher
Public
Combinatorial prediction of therapeutic perturbations using causally-inspired neural networks
drug-discovery causal-inference geometric-deep-learning perturbations graph-neural-networks therapeutics
Jupyter Notebook
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MIT License
•5•22•2•0•Updated Oct 7, 2024Oct 7, 2024
UniTS
Public
A unified multi-task time series model.
time-series eeg ecg forecasting classification imputation multi-task zero-shot anomaly-detection few-shot
Python
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MIT License
•60•447•21•0•Updated Sep 26, 2024Sep 26, 2024
PINNACLE
Public
Contextual AI models for single-cell protein biology
proteins context-aware contextual geometric-deep-learning graph-neural-networks therapeutics
Python
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MIT License
•18•71•2•1•Updated Sep 26, 2024Sep 26, 2024
SHEPHERD
Public
SHEPHERD: Few shot learning for phenotype-driven diagnosis of patients with rare genetic diseases
deep-learning embeddings knowledge-graph patients graph-neural-networks graph-representation-learning rare-disease medical-diagnosis
HTML
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MIT License
•15•46•6•0•Updated Aug 27, 2024Aug 27, 2024
PrimeKG-2.0
Public
Precision Medicine Knowledge Graph (PrimeKG 2.0)
Jupyter Notebook
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MIT License
•94•0•0•0•Updated Aug 14, 2024Aug 14, 2024
G-Meta
Public
Graph meta learning via local subgraphs (NeurIPS 2020)
massive-interactomics machine-learning deep-learning transfer-learning meta-learning few-shot-learning graph-neural-networks
Python
•28•119•4•1•Updated Jul 25, 2024Jul 25, 2024
PrimeKG
Public
Precision Medicine Knowledge Graph (PrimeKG)
bioinformatics dataset knowledge-graph nlp-machine-learning graph-machine-learning precision-medicine therapeutics network-medicine
Jupyter Notebook
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MIT License
•94•428•3•0•Updated May 27, 2024May 27, 2024
GraphXAI
Public
GraphXAI: Resource to support the development and evaluation of GNN explainers
benchmarking embeddings graph-machine-learning interpretability explainable-ai explainable-ml explainability deep-learning graph-neural-networks
Python
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MIT License
•29•173•4•1•Updated May 22, 2024May 22, 2024
TFC-pretraining
Public
Self-supervised contrastive learning for time series via time-frequency consistency
deep-learning time-series representation-learning self-supervised-learning pre-trained-model consistency-models contrastive-learning
Python
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MIT License
•81•440•16•0•Updated May 7, 2024May 7, 2024
TxGNN
Public
TxGNN: Zero-shot prediction of therapeutic use with geometric deep learning and clinician centered design
knowledge-graph drug-discovery drug-design precision-medicine geometric-deep-learning therapeutics indications-and-warning graph-neural-networks
Jupyter Notebook
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MIT License
•33•146•10•1•Updated May 6, 2024May 6, 2024
BMI702
Public
Biomedical Artificial Intelligence
HTML
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MIT License
•0•3•0•0•Updated May 3, 2024May 3, 2024
scCIPHER
Public
scCIPHER: Contextual deep learning on single-cell-enriched knowledge graphs in neurological disorders
knowledge-graph precision-medicine single-cell-analysis neurological-disease
Jupyter Notebook
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MIT License
•1•8•0•0•Updated Dec 13, 2023Dec 13, 2023
TimeX
Public
Time series explainability via self-supervised model behavior consistency
deep-learning time-series transformers time-series-analysis interpretability interpretable-deep-learning explainable-ai explainability
Python
•2•38•3•0•Updated Oct 22, 2023Oct 22, 2023
fastGNMF
Public
Fast graph-regularized matrix factorization
graphs embeddings matrix-factorization nearest-neighbors graph-priors
Python
•5•20•0•2•Updated Oct 3, 2023Oct 3, 2023
scikit-fusion
Public
scikit-fusion: Data fusion via collective latent factor models
embeddings data-integration latent-features knowledge-graphs matrix-factorization data-fusion
Python
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Other
•42•144•2•3•Updated Aug 10, 2023Aug 10, 2023
GNNGuard
Public
Defending graph neural networks against adversarial attacks (NeurIPS 2020)
robust-learning deep-learning graph-convolutional-networks adversarial-attacks graph-neural-networks
Python
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Other
•15•59•4•2•Updated Jul 6, 2023Jul 6, 2023
Raincoat
Public
Domain Adaptation for Time Series Under Feature and Label Shifts
deep-learning time-series domain-adaptation time-series-classification data-shift distribution-shift
Jupyter Notebook
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MIT License
•11•107•7•0•Updated Jun 21, 2023Jun 21, 2023
metapaths
Public
Similarity search in heterogeneous knowledge graphs using meta paths.
r network graphs knowledge-graph hetnets hetnet-connectivity-search metapaths
R
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Mozilla Public License 2.0
•3•1•0•0•Updated Jun 14, 2023Jun 14, 2023
GNNDelete
Public
General Strategy for Unlearning in Graph Neural Networks
knowledge-graph representation-learning machine-unlearning geometric-deep-learning graph-learning graph-neural-networks
Python
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MIT License
•10•39•4•0•Updated Feb 20, 2023Feb 20, 2023
nimfa-ipynb
Public
IPython notebooks demonstrating Nimfa's functionality
GNU General Public License v2.0
•4•6•0•0•Updated Dec 4, 2022Dec 4, 2022
hydra-zen
Public
Configurable, reproducible, and scalable Python programs, via Hydra
Python
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MIT License
•15•0•0•0•Updated Nov 29, 2022Nov 29, 2022
decagon
Public
Graph convolutional neural network for multirelational link prediction
deep-learning pharmacology embeddings representation-learning graph-convolutional-networks graph-neural-networks
Jupyter Notebook
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MIT License
•142•449•16•7•Updated Nov 21, 2022Nov 21, 2022
Raindrop
Public
Graph Neural Networks for Irregular Time Series
deep-learning time-series embeddings representation-learning graph-neural-networks irregular-time-series machine-learning
Python
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MIT License
•37•174•11•0•Updated Oct 4, 2022Oct 4, 2022
patient-safety
Public
Population-scale patient safety data reveal inequalities in adverse events before and during COVID-19 pandemic
data-science graph-algorithms graphs networks adverse-events pandemic
Jupyter Notebook
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MIT License
•5•7•1•0•Updated Oct 11, 2021Oct 11, 2021