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Analysis-and-Prediction-of-Road-Traffic-Accidents-in-2019
Analysis-and-Prediction-of-Road-Traffic-Accidents-in-2019 PublicRoad 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
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SpaCy-Custom-Multi-Word-Entities-for-NER
SpaCy-Custom-Multi-Word-Entities-for-NER PublicA custom NER model to detect phrases from text. Evaluation was done by computing f-scores and visualizing a confusion matrix.
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Bengali-Handwritten-Character-Recognition-Using-Transfer-Learning
Bengali-Handwritten-Character-Recognition-Using-Transfer-Learning PublicThe performance of four deep learning models (ResNet, InceptionNet, MobileNetV2, and EfficientNet) were tested in the classification of handwritten Bengali characters
Jupyter Notebook 1
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Analysis-of-Vehicle-Frequency-Using-SQL
Analysis-of-Vehicle-Frequency-Using-SQL PublicData from 70 traffic sensors was analysed using SQL; the number of vehicles detected was analysed according to location, vehicle type etc.
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Classification-of-Wine-Quality-using-SVMs-Grid-Hyperparameter-Tuning-and-Oversampled-Data
Classification-of-Wine-Quality-using-SVMs-Grid-Hyperparameter-Tuning-and-Oversampled-Data PublicUsing the popular wine quality dataset from Kaggle, I illustrate the effect of class imbalance on the performance of tuned SVMs
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Analysis-of-Amazon-Bestselling-Books-2009-2019
Analysis-of-Amazon-Bestselling-Books-2009-2019 PublicAnalysis and visualization of Amazon Bestselling Book lists from 2009 to 2019
Jupyter Notebook 1
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