Browse our machine learning use cases based on Kaggle competitions!
Learn to build Kubeflow Pipelines with use cases based on Kaggle competitions!
Each use case contains working code and instructions that enable you to go from notebook to Kubeflow Pipeline. Sign up for an instructor-led workshop based on the competition, work through a use case at your own pace, or download the source code from GitHub.
Have 3 or more colleagues interested in a use case?
Click to schedule a one-on-one technical workshop for your team.
Click to schedule a one-on-one technical workshop for your team.
OpenVaccine: COVID-19 mRNA Vaccine Degradation Prediction
Develop models and design rules for RNA degradation
Use Case: Biotechnology, Pharmaceuticals
Sponsors: Stanford University
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorflow
Source Code: GitHub
Sponsors: Stanford University
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorflow
Source Code: GitHub
G-Research Crypto Forecasting
Predict crypto market movements
Use Case: Cryptocurrency, Prediction
Sponsors: G-Research
Technology: Kubeflow, Kubernetes, Docker, Python, pandas, tqdm, lightgm, talib-binary
Source Code: GitHub
Sponsors: G-Research
Technology: Kubeflow, Kubernetes, Docker, Python, pandas, tqdm, lightgm, talib-binary
Source Code: GitHub
Facial Keypoints Detection
Detect the location of keypoints on face images
Use Case: Computer Vision
Sponsors: Kaggle
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorflow, AutoML
Source Code: GitHub
Sponsors: Kaggle
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorflow, AutoML
Source Code: GitHub
Telco Customer Churn
Predict behavior to retain customers
Use Case: Telecommunications, SaaS, Prediction
Sponsors: Kaggle, IBM
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorflow, AutoML, XGBoost, catboost, lightgm, ensembling
Source Code: GitHub
Sponsors: Kaggle, IBM
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorflow, AutoML, XGBoost, catboost, lightgm, ensembling
Source Code: GitHub
JPX Tokyo Stock Exchange Prediction
Building stock portfolios that predict future returns
Use Case: Financial Services, Prediction
Sponsors: Japan Exchange Group
Technology: Kubeflow, Kubernetes, Python, pandas, lightgm
Source Code: GitHub
Sponsors: Japan Exchange Group
Technology: Kubeflow, Kubernetes, Python, pandas, lightgm
Source Code: GitHub
H&M Personalized Fashion Recommendations
Provide product recommendations based on previous purchases
Use Case: Retail, Prediction
Sponsors: H&M Group
Technology: Kubeflow, Kubernetes, Python
Source Code: GitHub
Sponsors: H&M Group
Technology: Kubeflow, Kubernetes, Python
Source Code: GitHub
Natural Language Processing with Disaster Tweets
Predict which Tweets are about real disasters and which ones are not
Use Case: Natural Language Processing
Sponsors: Kaggle
Technology: Kubeflow, Kubernetes, Python, TensorFlow, seaborn, sklearn, nltk
Source Code: GitHub
Sponsors: Kaggle
Technology: Kubeflow, Kubernetes, Python, TensorFlow, seaborn, sklearn, nltk
Source Code: GitHub
Titanic – Machine Learning from Disaster
Predict survival on the Titanic
Use Case: Prediction
Sponsors: Kaggle
Technology: Kubeflow, Kubernetes, Docker, Python, pandas, matplotlib, scikit-learn, seaborn
Source Code: GitHub
Sponsors: Kaggle
Technology: Kubeflow, Kubernetes, Docker, Python, pandas, matplotlib, scikit-learn, seaborn
Source Code: GitHub
Bluebook for Bulldozers
Predict the auction sale price for a piece of heavy equipment
Use Case: Retail, Prediction
Sponsors: Fast Iron, Kaggle
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorboard, AutoML, scikit-learn
Source Code: GitHub
Sponsors: Fast Iron, Kaggle
Technology: Kubeflow, Kubernetes, Docker, Python, Tensorboard, AutoML, scikit-learn
Source Code: GitHub
American Express – Default Prediction
Predict if a customer will default in the future
Use Case: Financial Services, Prediction
Sponsors: American Express
Technology: Kubeflow, Kubernetes, Docker, Python, pandas, scipy.stats, lightgbm, StratifiedKFold
Source Code: GitHub
Sponsors: American Express
Technology: Kubeflow, Kubernetes, Docker, Python, pandas, scipy.stats, lightgbm, StratifiedKFold
Source Code: GitHub
Have 3 or more colleagues interested in a use case?
Click to schedule a one-on-one technical workshop for your team.
