Federated learning applications you can try right now
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
RNN 📏
0.6108
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
XGBoost 📏
0.6452
02
CNN 📏
0.6395
03
LSTM 📏
0.4839
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
LightGBM 📏
1.5397
02
CatBoost 📏
1.4871
03
XGBoost 📏
1.2082
tabular
Classification
Public
Template
Pharma
MultiOmics Combination Therapy Response — 6-Site Federated Study
No.
Top models
Score
01
Saqlain
-0.4148
02
LightGBM 📏
-0.5159
03
Grad. Boost 📏
-1.2972
tabular
Regression
Public
Template
Health
HIPAA-Compliant AI: Prostate Cancer Radiation Dose Optimisation
No.
Top models
Score
01
RNN 📏
0.0833
02
CNN 📏
0.0833
03
FCN 📏
0.0833
tabular
Classification
Public
Template
Health
Fine-Tune LLMs on Medical Abstracts Without Uploading Patient Data
No.
Top models
Score
01
BERT Scr. 📏
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
LeNet 📏
0.7830
03
DenseNet 📏
0.7642
image
Classification
Public
Template
Health
Heart Disease Risk Prediction Using 13 Clinical Features
No.
Top models
Score
01
RNN 📏
0.6805
02
optimus_prime
0.6411
03
FCN 📏
0.3465
tabular
Time Series
Public
Template
Fin
Financial Time Series Forecasting: Pre-Deployment Validation
No.
Top models
Score
01
RNN 📏
0.9983
02
3fffec55
0.9983
03
FCN 📏
0.9981
tabular
Classification
Public
Template
Fin
Credit Card Fraud Detection — Evaluate AI Models on Real Data
No.
Top models
Score
01
FCN 📏
0.9982
02
CNN 📏
0.9184
03
8055cac8
0.3609
tabular
Classification
Public
Template
Auto
NLP Model Benchmarking for Automotive Warranty Claims Classification
No.
Top models
Score
01
FCN 📏
0.0800
02
7d2841c8
0.0799
03
CNN 📏
0.0799
tabular
Classification
Public
Template
Insur
Enhancing Claims Processing with Secure AI Document Classification
No.
Top models
Score
01
DistilBERT+ 📏
0.1282
02
BERT Scr. 📏
0.0966
03
optimus_prime
0.0800
text
Classification
Public
Template
Auto
Weld Defect Inspection in EV Manufacturing, NDT Acceptance Testing
No.
Top models
Score
01
46a9ebab
0.3261
02
Core
0.3251
03
Faster RCNN 📏
0.0345
image
Object Detection
Public
Template
Pub Sec
Drone Aerial Object Detection: 10 Vehicle Classes, Smart City AI
No.
Top models
Score
01
optimus_prime
0.3215
02
YOLO v8 📏
0.0010
03
Faster RCNN 📏
0.0004
image
Object Detection
Public
Template
Health
AI Mammography Screening Across 5 Sites: Sensitivity & Specificity
No.
Top models
Score
01
Radiology Munich
0.6825
02
ViT-B/16 📏
0.6376
03
bbb8ea4a
0.6350
image
Classification
Public
Template
Agri
Sentinel-2 Crop Classification & Yield Forecasting for 9 Crop Types
No.
Top models
Score
01
ViT Google 📏
0.8452
02
SqueezeNet 📏
0.4630
03
VGG-16 📏
0.4056
image
Classification