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Tuhin Mukherjee's Projects

convolutional-autoencoder-for-image-compression-and-denoising-pca icon convolutional-autoencoder-for-image-compression-and-denoising-pca

A convolutional autoencoder to solve the problem of image compression and image denoising at a much lower bottlneck value in terms of storage. A little finetuning would enable the model to solve the problem of Image inpainting as well. Added demonstration of Principal Component Analysis as welll.

elysium icon elysium

Z- algorithm for pattern matching, Trie-Aho-Corasick Automaton(FGREP), Hungarian Algorithm for the Munkres Assignment Problem, Binary Lifting, Eulerian Tour for Least Common Ancestor(LCA) using Sparse Table coupled with Farach-Colton and Bender optimization, Wellsh Powell Algorithm for Graph Coloring, Kahn's Agorithm for TopSort and Cycle detection in Graphs. Sparse Table for range queries. Johnson's Algorithm. AHU Encoding. Kosaraju's Algorithm for strongly connected components. Tarjan's Algorithm. Union Find. Fenwick Tree. Segment Tree. Ford Fulkerson. Edmonds-Karp. Dinic's Algorithm. Capacity Scalling. Push Relabel. Dijkstra's Algorithm. Bellman Ford's Algorithm. Floyd Warshall's Algorithm and much more..

game-demo-ui icon game-demo-ui

This is a very basic game UI built using Java Media Framework(JMF) and ASCII-ART with added python utility scripts for screen recording and video trimming.

marie icon marie

An English to French translator, implemented from scratch, based on the novel Transformer architecture as described in the 2017 paper "Attention Is All You Need" by Vaswani et. al.

mini-cas icon mini-cas

Calculate real roots of a transcendental function using an Object Oriented Programming implementation of Numerical Method solvers like Multipoint Iterations, Muller's Algorithm, Chebysev's Algorithm, Newton-Rahpson's Algorithm, Regula-Falsi Algorithm and Secant Algorithm.

proto icon proto

A core JAVA implementation of the Sliding Window Protocols, Go-Back-N Automatic Repeat Request(ARQ) and Selective Repeat Automatic Repeat Request(ARQ), along with the Stop-And-Wait ARQ included.

python-chatroom-eventloop icon python-chatroom-eventloop

This is a demonstration of Asynchronous Non-Blocking threads and callbacks through the simulation of a Reactor EventLoop without using asyncio. This is demonstrated through the working of a chatroom that is monitored by a server and accessed by clients. The reactor eventloop could very well be replaced by a Proactor eventloop as well.

pytorch-image-colourisation-using-rgb-predictor icon pytorch-image-colourisation-using-rgb-predictor

A finetuned U-Net model trained on the Modified Celeb-A dataset(containing face masks) for solving the problem of image colorisation. The model outputs normalized RGB values which is in contrast to the benchmark model which outputs LAB values.

tensorflow-keras-semantic-segmentation icon tensorflow-keras-semantic-segmentation

A self-designed model to solve the computer vision problem of Semantic Segmentation trained on the Pascal-VOC datastet using the Keras API of the Tensorflow framework in Python.

travlex icon travlex

A completely functional Hotel Management UI with a functionality similar to that of Trivago made using Java Swing.

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