Pinned

1. minhash-lsh-evaluation minhash-lsh-evaluation Public

   Assessing 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 …

   Jupyter Notebook

2. ml-classic-scratch ml-classic-scratch Public

   Ordinary Least Squares, Ridge Regression, Expectation Maximization, Full Bayesian Inference, Bayes Classifiers, kNN, and MLP core algorithms from scratch. Some auxiliary functions are also used.

   Jupyter Notebook

3. image-processing-algorithms image-processing-algorithms Public

   Python 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).

   Jupyter Notebook

4. m4-timeseries-mlp m4-timeseries-mlp Public

   TimeSeries 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…

   Jupyter Notebook

5. dynamic-time-warping dynamic-time-warping Public

   Dynamic Time Warping (DTW) implementation with and without locality constraint (window).

   Jupyter Notebook

6. mdarm/m4-competition-approaches mdarm/m4-competition-approaches Public

   Project 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, …

   Jupyter Notebook