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Tanishka Singh's Projects

drug-recommender icon drug-recommender

Get a comparative analysis of different drugs based on the symptoms you enter. The study is based on the WebMD customer reviews

hmm_fwd_viterbi icon hmm_fwd_viterbi

Python implementation of HMM Forward Backward and Viterbi algorithms to find the hidden state sequence and model definition.

line-search-algorithm icon line-search-algorithm

Optimal Line Search Algorithm implemented from scratch for calculating step size for gradient descent

multi-collinearity icon multi-collinearity

Simulate data from a DAG X->Z->Y so that the correlation between X and Z is very large. Included both in a model predicting Y.

node2vec_dblp_citation_graph icon node2vec_dblp_citation_graph

Aim is to convert nodes and node attributes of the DBLP Citation graph to analyze graph specific trends. This objective entailed two tasks, recreating a search algorithm for sampling the neighborhood as per the Node2Vec algorithm and extract feature embeddings using the Word2Vec skip-gram architecture. The nodes (papers)are represented into a fixed size multi-space dimension that is capable of capturing closeness of two papers based on a mentioned metric. The final classification of groups is based on the feature embeddings, performed by the spectral clustering algorithm. The sense-making converts to a search based optimization problem as we built our model to maximize the probability of each node belonging to a neighborhood found depending on the likelihood of revisiting a node and of out-ward exploration.

pca_mnist icon pca_mnist

PCA, PCA whitening, and Fisher's LDA for analyzing performance on MNIST dataset for digits 5 and 8.

treebracketd3 icon treebracketd3

Creating a bracket tree for Australian Open tournament proceedings using HTML/CSS, Javascript and D3

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