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Rama Vishwanathan's Projects

cs61b icon cs61b

Data Structures and Algorithms | UC Berkeley

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.

image-color-segmentation icon image-color-segmentation

A tool which is able to segment images by colour, and identifies the top three colours present in the images

natural-language-processing icon natural-language-processing

Identifying Tweets Pertaining to Public Emergencies Using NLP (and other models on text-classification and sentiment analysis)

nlp-dl-pytorch icon nlp-dl-pytorch

Collection of notebooks typical Natural Language Processing use-cases using Deep Learning (PyTorch Framework). Some of these notebooks are adapted/ inspired from what others have built (I have cited the original authors in such cases)

sentiment-analysis-userreviews icon sentiment-analysis-userreviews

Sentiment analysis on short and long form customer reviews. Extracting sentiment from Amazon Reviews (~100K short-form reviews) and IMDB Datasets (~50K long-form reviews)

text-classification icon text-classification

Cases Include: Detecting & Categorising Toxic Comments on Social Media; Identifying Tweets pertaining to Natural Disasters (Micro-text Classification)

time-series-analysis icon time-series-analysis

Forecasting Atmospheric CO2 and Forecasting Restaurant Visitors using classical (Holt-Winter's and ARIMA) and contemporary (RNNs and LSTMs) approaches

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