Data Scientist
CurrentProgrammed a time series forecasting software (in progress). Already accomplished components are: o used some python mathematic libraries: numpy, pandas, matplotlib, pickle, h5py, sklearn.cluster Kmeans, DBSCAN, AgglomerativeClustering, tslearn.clustering TimeSeriesKmeans, sklearn.metrics, dtaidistance dtw, fastdtw tslearn.metrics cdist_dtw o used silhouette scoring technique o used optuna's Tree-structured Parzen Estimator (TPE) Sampler to search parameter space with size > 0.5 million o used nividia GPU with Ubuntu on WSL on Windows 11, installed cuda, conda. o coded threaded asyn- processing within programs and data streaming between different programs o coded to probabilistically score the prediction accuracy o coded real time streaming of online IEX data o setup paper trading mechanism