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Vishnu Bharadwaj's Projects

algorithmsanddatastructures icon algorithmsanddatastructures

A repository of the all the coding I've done to learn (and brush up on) the fundamental skills of Algorithms and Data Structures.

birdsoundclassifier icon birdsoundclassifier

fast.ai's courses and software make it extremely easy to start working on difficult projects very quickly. This is just another example of that. This is a Bird Sound Classifying Deep Learning model, which takes in bird sounds, converts them into images (spectograms), and then classifies those images based on what type of bird call it is. The data is from: https://datadryad.org/resource/doi:10.5061/dryad.4g8b7/1 There are 6 types of bird calls: distance,hat,kackle,song,stack,tet. This model gets around 80% accuracy, which is not bad at all for something that relies on so many different factors.

fastai-v3 icon fastai-v3

Starter app for fastai v3 model deployment on Render

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

islrcodewalkthrough icon islrcodewalkthrough

Just a repo for me to keep the code walkthroughs of the lab exercises in ISLR. These also contain my own comments.

mnist-fast-ai icon mnist-fast-ai

Using only Lesson 1 of fast.ai's course, this model gets 98.5% accuracy in the Kaggle playground competition for Digit Recognition.

stockpredictionrnn icon stockpredictionrnn

Web Scraping Financial Data from Yahoo Finance, and using RNNs to build a model to predict it.

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