IMPROVE
Contents:
What is the IMPROVE project?
Background
Future Directions
Acknowledgments
Quickstart
Benchmark Evaluation Schemes
Cross-Study Analysis
Learning Curves
Applications
Drug Response Prediction
Problem Formulation
Benchmark Data
Models
GraphDRP
tCNNS
DeepTTC
IGTD
HiDRA
PaccMann-MCA
DualGCN
DeepCDR
PathDSP
LGBM
Uno
Synergy
Problem Formulation
Benchmark Data
Models
Curating Models
Curating Steps
Step-by-Step Example
Templates
Preprocessing
Training
Inference
Model Parameters
Config File
Contributing a Model
Using Models with Workflows
Running a Single Model
Building Containers
CSA
Brute-Force CSA
Scaling CSA
HPO
HPO Prerequisites
HPO Requirements
HPO Parameters
IMPROVE API
Preprocess
Train
Infer
Utility Functions
Creating Model-Specific Parameters
Configuration Files
Release Notes
v0.1.0
v0.0.3
Branch Naming
Publications
Contact Us
IMPROVE
Applications
Synergy
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Synergy
In precision oncology, synergy.
Problem Formulation
Benchmark Data
Models
Version: latest
Versions
latest
v0.0.3-beta
v0.1.0-alpha