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SvenK's Projects

blockchain-ethereum-app icon blockchain-ethereum-app

Ethereum based voting and smart contract implementation with test data and plug and play mining nodes and setup files.

cmr-landmark-detection icon cmr-landmark-detection

Semantic Segmentation of CMR with a U-Net based architecture. Implemented in TF2.X. Trainings, prediction and evaluation scripts/notebooks for heatmap based right ventricle insertion point detection on cine CMR images. Koehler et al. 2022, BVM

cmr-phase-detection icon cmr-phase-detection

Self-supervised method for cardiac phase detection in 4D CMR. Model consists of a deformable registration part, the derivation of the per-voxel deformation angle and a rule-set based on the physiological properties of a contracting ventricle. Implemented in TF2.X. Koehler et al. 2022, STACOM workshop @ MICCAI

data-science-file-walker icon data-science-file-walker

File-wrapper for unknown data exploration. Example implementations of different file types (wave, JSON etc.) to filter and analyse unknown data structures for data science projects.

machine-learning-algs icon machine-learning-algs

Implementation of different ML, DL and RL algorythms for educational purpose and as template for further work.

rest-api-flask-orm icon rest-api-flask-orm

REST-APi with different routes, different db backbones, orm and docker/ cloud foundry deployment files.

sentiment-analysis-tf-sl icon sentiment-analysis-tf-sl

Text tokenizer and preprocessing wrappers and different sentiment classifier pipelines (SVM, naive bayes, word2vec) based on scikit-learn, nltk and tf.

virtual-machine icon virtual-machine

Implementation of an own stack, virtual machine, profiler, assembler, and example opcode to run in this machine.

wav-file-trimmer icon wav-file-trimmer

Stand-alone scripts to preprocess/trim wav files according to an rolling average.

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