Ashley Paul Mundaden
Software Developer
Projects
KnowYourCar
Cars is an essential utility in today's world and owning a car gives you the ability to go about your daily routine with ease. With the growing influence of social media everybody wants to purchase a new car to show off on their profile but what if I tell you that you can get the same refurbished car for less than 3 times the original price and as good as new. What will you choose? Check out my Project proposal for more details on what my application has to offer.
This project is a data mining project on a data set of 300 MB with textual, numerical as well as image data where I am in the process of creating a model to develop various features to make it easy for people to find the ideal cars that they would like to purchase.
KNN Classifier with k-FCV
Proposal Link:
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Screenshots:
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Image classification using natural language processing and computer vision on the Oxford-IIIT-Pet dataset
Natural language processing and computer vision are two techniques that have been used to classify images.
We intend on using a variety of NLP techniques to tokenize, remove stop words, Stem and Lemmatize the data. After refining the dataset, the text will be converted to vectors using the TF-IDF technique. This will aid in creating feature vectors for all records in the dataset facilitating the retrieval of records related to the input text.
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Subsequently, we will implement transfer learning by using the RESNET convolutional neural network for image classification; however, the model will be fine-tuned to classify images for our dataset.
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Our goal is to combine the techniques of NLP and computer vision to obtain a higher level of accuracy than would otherwise be achieved if either technique were to be used separately.
Proposal Link:
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