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sankiteth's Projects

advancedsystemslab icon advancedsystemslab

Implementation of Middleware for memcached based key-value store in Java; its performance evaluation and analysis using Queueing Theory in Octave.

algolab icon algolab

C++, DP, Greedy, DFS/BFS, MSTs, Shortest Paths, Matchings, Bipartite Graphs, Flows, Flows with costs, Proximity Structures, LP/QP

cil-road-segmentation-final icon cil-road-segmentation-final

Image segmentation into road and non-road pixels using CNN(conv and deconv layers - SEGNET), with weight initialization using pre-trained VGG16 network weights

datamining icon datamining

Different learning algorithms - GD, SGD, AdaGrad, ADAM - implemented from scratch

dialogue_seq2seq icon dialogue_seq2seq

dialogue system using seq2seq model; bidirection encoder-decoder network; LSTMs and GRUs; Tensorflow

fast-xnor-net icon fast-xnor-net

Fast(Really Fast!!) implementation of XNOR and Binary Nets, using scalar and Vector optimizations

informationretrieval icon informationretrieval

Text Categorization using three different classifiers - Naive Bayes, Logistic Regression and Support Vector Machine - and their performance comparison. All classifiers implemented from scratch. Preprocessing steps - TF/IDF, Porter stemming, Feature Extraction; And a small scale search engine in scala

machinelearning icon machinelearning

Age Prediction - Regression task; Health Status Prediction - Binary Classification Task; MultiLabel Prediction; SciPy, Scikit-learn, NumPy, SVM, Logistic Regression, Random Forrests, Ensembles, Bagging, Cross-Validation

perfplot icon perfplot

tools to create performance and roofline plots from measured data

topcoder icon topcoder

All TopCoder problems solved till now, including SRMs

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