Devis NishkuPosts and projects by Devis Nishku.https://devisnishku.com/en/enMulti-person localization with UWB radar on a microcontrollerhttps://devisnishku.com/en/projects/uwb-radar-multi-person-localization/https://devisnishku.com/en/projects/uwb-radar-multi-person-localization/TinyML system locating up to 4 people from 6 UWB radars: a 90.3 KB int8 CNN for the ESP32-S3, F1 of 0.907 on held-out validation windows.Thu, 01 Oct 2026 00:00:00 GMTTinyMLEdge AIUWB radarQuantizationCNNTensorFlow LiteContinuous LSTM and cPNN in CapyMOA for continual learninghttps://devisnishku.com/en/projects/continuous-lstm-cpnn-capymoa/https://devisnishku.com/en/projects/continuous-lstm-cpnn-capymoa/cLSTM and cPNN as CapyMOA classifiers on a stream with 7 concept drifts: cPNN has the higher mean Kappa in 2 concepts, cLSTM in 5.Wed, 30 Sep 2026 00:00:00 GMTStreaming continual learningConcept driftCapyMOAPyTorchLSTMData quality pipeline for the Global Shark Attack Filehttps://devisnishku.com/en/projects/shark-attacks-data-quality-pipeline/https://devisnishku.com/en/projects/shark-attacks-data-quality-pipeline/A pandas pipeline for the Global Shark Attack File: 6,094 to 5,980 rows, completeness from 91.54% to 100%, 91 duplicates removed by record linkage.Wed, 30 Sep 2026 00:00:00 GMTData qualityData cleaningRecord linkageDeduplicationpandasPythonMultivariate time series classification with Conv1D and GRUhttps://devisnishku.com/en/projects/multivariate-time-series-classification/https://devisnishku.com/en/projects/multivariate-time-series-classification/Multivariate time series classification in PyTorch for a Politecnico di Milano course challenge: 95.5% F1 on the Kaggle leaderboard.Wed, 30 Sep 2026 00:00:00 GMTTime seriesDeep learningPyTorchGRUClass imbalanceKagglePoliMillionaire quiz QA agent: web-search RAG with a local LLMhttps://devisnishku.com/en/projects/polimillionaire-qa-agent/https://devisnishku.com/en/projects/polimillionaire-qa-agent/Web-search RAG with a 4-bit Qwen2.5-7B for a timed quiz, in text and speech modes: $1M reached in text mode in every category.Wed, 30 Sep 2026 00:00:00 GMTRAGOpen-weights LLMsWeb searchRerankingQuantizationNLPStreaming Continual Learning: MSc thesis on architectureshttps://devisnishku.com/en/projects/master-thesis-streaming-continual-learning/https://devisnishku.com/en/projects/master-thesis-streaming-continual-learning/Early-stage MSc thesis at Politecnico di Milano on deep learning architectural strategies for Streaming Continual Learning.Wed, 30 Sep 2026 00:00:00 GMTStreaming Continual LearningConcept driftDeep learningRecurrent neural networksMSc thesis