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tracebloc

Federated learning applications you can try right now

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Federated learning applications you can try right now
Each template application is a complete federated workflow. Click any one to explore it — no account needed.

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Public
Template

Pharma

Rare Disease Biomarker Panel Validation Across Independent Cohorts
No.
Top models
Score
01
lightgbm
0.4544
02
4b9d3434
0.4391
03
xgboost
0.4317
tabular
Classification
Public
Template

Pharma

Safety Metabolomics for Drug-Induced Liver Injury Detection
No.
Top models
Score
01
fcn
1.1064
02
cnn
1.0938
03
sirius
0.9011
tabular
Classification
Public
Template

Pharma

Neuromuscular Disease Prognosis via Transcriptomics & Gene Expression
No.
Top models
Score
01
xgboost
1.4743
02
catboost
1.2863
03
lightgbm
1.2811
tabular
Classification
Public
Template

Pharma

EU AI Act Compliance: Paediatric Bleeding Disorder Stratification
No.
Top models
Score
01
Vecna
0.7166
02
AI-Knight
0.7166
03
Byte-Sized Insights
0.7166
tabular
Classification
Public
Template

Pharma

Proteomics-Based Validation, Anti-TNF Response in Paediatric IBD
No.
Top models
Score
01
lightgbm
0.8826
02
catboost
0.7897
03
xgboost
0.7318
tabular
Classification
Public
Template

Pharma

Liquid Biopsy Proteomics for Non-Invasive Paediatric Rare Disease
No.
Top models
Score
01
Marco
24.3895
02
rohan0712gulati
4.7903
03
Mockingray
4.7903
tabular
Classification
Public
Template

Pharma

MultiOmics Combination Therapy Response — 6-Site Federated Study
No.
Top models
Score
01
turing
0.0401
02
Sandy
0.0242
03
Moustafa
0.0234
tabular
Regression
Public
Template

Health

HIPAA-Compliant AI: Prostate Cancer Radiation Dose Optimisation
No.
Top models
Score
01
utkar$H
1.0000
02
kaya
1.0000
03
burmuda
1.0000
tabular
Classification
Public
Template

Health

Fine-Tune LLMs on Medical Abstracts Without Uploading Patient Data
No.
Top models
Score
01
bert-base-scratch
0.3000
02
distilbert
0.2381
03
optimus_prime
0.1364
text
Classification
Public
Template

Health

Diabetic Retinopathy AI Validation Across Multiple Clinical Sites
No.
Top models
Score
01
vit-google
0.8870
02
elbanna
0.7932
03
lenet
0.7830
image
Classification
Public
Template

Health

Heart Disease Risk Prediction Using 13 Clinical Features
No.
Top models
Score
01
Vecna
0.6979
02
AI-Knight
0.6979
03
Gradient Warriors
0.6979
tabular
Time Series
Public
Template

Fin

Financial Time Series Forecasting: Pre-Deployment Validation
No.
Top models
Score
01
Headhunters
0.9996
02
AIBrain
0.9995
03
critobal_22
0.9995
tabular
Classification
Public
Template

Fin

Credit Card Fraud Detection — Evaluate AI Models on Real Data
No.
Top models
Score
01
lecun attention
1.0000
02
OBS$E$SED
1.0000
03
shurti-saxena
1.0000
tabular
Classification
Public
Template

Auto

NLP Model Benchmarking for Automotive Warranty Claims Classification
No.
Top models
Score
01
Nadezhda
0.9860
02
tatiana kasatkina
0.9858
03
Geir
0.9856
tabular
Classification
Public
Template

Insur

Enhancing Claims Processing with Secure AI Document Classification
No.
Top models
Score
01
Shiny Minccino
0.1584
02
pietr0
0.1571
03
dietlind
0.1548
text
Classification