All relevant Data Science Projects done by me both at IIT kanpur and IIIT kalyani is listed below.

May 21, 2021

Neural Hindi-English Machine Translation

Machine Translation Using LSTMs. Model’s Architecture: 2 Layer Uni-LSTM encoder, 2 Layer Uni-LSTM decoder, ADAM optimizer and Cross Entropy Loss function. Model’s METEOR Score=0.245, BLEU Score=0.0066. In the first phase, I started understanding the general concepts of NMT by implementing the model from “Sequence to Sequence Learning with Neural Networks” paper. An example translation, where a Hindi sentence, is passed to a 2 Layer LSTM Encoder to produce 2 context vectors, which are used by the decoder to Produce English translation “Happy Birthday Machine Translation Using Bidirectional GRUs.

May 20, 2021

Exemplar Based Variational Auto Encoder

In the twinkling of an eye, all was ready to execute Coppenole’s idea. Bourgeois, scholars and law clerks all set to work. The little chapel situated opposite the marble table was selected for the scene of the grinning match. A pane broken in the pretty rose window above the door, left free a circle of stone through which it was agreed that the competitors should thrust their heads. In order to reach it, it was only necessary to mount upon a couple of hogsheads, which had been produced from I know not where, and perched one upon the other, after a fashion.

May 19, 2021

Hi-MRC

We are delighted to be able to inform the reader, that during the whole of this scene, Gringoire and his piece had stood firm. His actors, spurred on by him, had not ceased to spout his comedy, and he had not ceased to listen to it. He had made up his mind about the tumult, and was determined to proceed to the end, not giving up the hope of a return of attention on the part of the public.

March 1, 2021

GP, BO and Rejection Samplimg

December 15, 2020

Retrieval of Semantially similar Questions

While the pensioner of Ghent and his eminence were exchanging very low bows and a few words in voices still lower, a man of lofty stature, with a large face and broad shoulders, presented himself, in order to enter abreast with Guillaume Rym; one would have pronounced him a bull-dog by the side of a fox. His felt doublet and leather jerkin made a spot on the velvet and silk which surrounded him.

May 20, 2019

Brown spot and Blast disease detection

Nevertheless, as be harangued them, the satisfaction and admiration unanimously excited by his costume were dissipated by his words; and when he reached that untoward conclusion: “As soon as his illustrious eminence, the cardinal, arrives, we will begin,” his voice was drowned in a thunder of hooting. “Begin instantly! The mystery! the mystery immediately!” shrieked the people. And above all the voices, that of Johannes de Molendino was audible, piercing the uproar like the fife’s derisive serenade: “Commence instantly!

April 20, 2019

GIS project

Poor Gringoire! the din of all the great double petards of the Saint-Jean, the discharge of twenty arquebuses on supports, the detonation of that famous serpentine of the Tower of Billy, which, during the siege of Paris, on Sunday, the twenty-sixth of September, 1465, killed seven Burgundians at one blow, the explosion of all the powder stored at the gate of the Temple, would have rent his ears less rudely at that solemn and dramatic moment, than these few words, which fell from the lips of the usher, “His eminence, Monseigneur the Cardinal de Bourbon.

May 10, 2018

Tidal variability in Ionoshpere

Three hundred and forty-eight years, six months, and nineteen days ago to-day, the Parisians awoke to the sound of all the bells in the triple circuit of the city, the university, and the town ringing a full peal. The sixth of January, 1482, is not, however, a day of which history has preserved the memory. There was nothing notable in the event which thus set the bells and the bourgeois of Paris in a ferment from early morning.