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minhash-lsh-evaluation
minhash-lsh-evaluation PublicAssessing MinHash LSH for text similarity. Compares with kNN using BART embeddings as ground truth. Involves data preprocessing, shingle creation, LSH experiments. Findings inform LSH's efficiency …
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ml-classic-scratch
ml-classic-scratch PublicOrdinary Least Squares, Ridge Regression, Expectation Maximization, Full Bayesian Inference, Bayes Classifiers, kNN, and MLP core algorithms from scratch. Some auxiliary functions are also used.
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image-processing-algorithms
image-processing-algorithms PublicPython notebook demonstrating the practical application of various methods, including Canny Edge Detection, Harris Corner Detector, Hough Transform for Lines detection and Laplacian of Gaussian (LoG).
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m4-timeseries-mlp
m4-timeseries-mlp PublicTimeSeries forecasting with a simple MLP model. It preprocesses the m4-competition dataset, encodes time-related info, scales data, and generates input sequences. The MLP, using TensorFlow/Keras, h…
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dynamic-time-warping
dynamic-time-warping PublicDynamic Time Warping (DTW) implementation with and without locality constraint (window).
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mdarm/m4-competition-approaches
mdarm/m4-competition-approaches PublicProject on implementing and comparing accepted approaches of the M4 Competition. The project was carried out as part of the curriculum for the course DI503 - Time Series Analysis and Applications, …
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