Pinned

1. Analysis-and-Prediction-of-Road-Traffic-Accidents-in-2019 Analysis-and-Prediction-of-Road-Traffic-Accidents-in-2019 Public

   Road accident data in the U.K. from the year 2019 was cleaned and analysed; next, a combination of machine learning models (ML pipelines) were used to predict accident severity from a series of fac…

   Jupyter Notebook

2. SpaCy-Custom-Multi-Word-Entities-for-NER SpaCy-Custom-Multi-Word-Entities-for-NER Public

   A custom NER model to detect phrases from text. Evaluation was done by computing f-scores and visualizing a confusion matrix.

   Jupyter Notebook

3. Bengali-Handwritten-Character-Recognition-Using-Transfer-Learning Bengali-Handwritten-Character-Recognition-Using-Transfer-Learning Public

   The performance of four deep learning models (ResNet, InceptionNet, MobileNetV2, and EfficientNet) were tested in the classification of handwritten Bengali characters

   Jupyter Notebook 1

4. Analysis-of-Vehicle-Frequency-Using-SQL Analysis-of-Vehicle-Frequency-Using-SQL Public

   Data from 70 traffic sensors was analysed using SQL; the number of vehicles detected was analysed according to location, vehicle type etc.

   Jupyter Notebook

5. Classification-of-Wine-Quality-using-SVMs-Grid-Hyperparameter-Tuning-and-Oversampled-Data Classification-of-Wine-Quality-using-SVMs-Grid-Hyperparameter-Tuning-and-Oversampled-Data Public

   Using the popular wine quality dataset from Kaggle, I illustrate the effect of class imbalance on the performance of tuned SVMs

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6. Analysis-of-Amazon-Bestselling-Books-2009-2019 Analysis-of-Amazon-Bestselling-Books-2009-2019 Public

   Analysis and visualization of Amazon Bestselling Book lists from 2009 to 2019

   Jupyter Notebook 1