"Welcome to the Machine" - Pink Floyd (1975)
| Project | Description | Tools and skills |
|---|---|---|
| English Movie Level Prediction: Research and App | Streamlit application based ML-model for prediction of english movie CEFR-level – for everyone who is learning English | application, Streamlit, Python, Sklearn, NLTK, Pipeline, TfidfVectorizer, TruncatedSVD, FeatureUnion, Optuna, ConfusionMatrixDisplay, yellowbrick, OneClassSVM, raw data, NLP, TF-IDF, custom classes for pipeline, extended stopwords, custom metric for model, clusterization, outliers detection |
| Cardiovascular disease prediction: Research and App | Predict risk of cardiovascular diseases from patient lifestyle information. Create online-application | application, Streamlit, Python, Seaborn, Phik, Sklearn, mutual_info_classif, PCA, Pipeline, Optuna, XGBClassifier, LGBMClassifier, SVC, permutation_importance, deep EDA, feature engineering, target encoding, Kaggle competition |