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Neil Barooah's Projects

breast-cancer-detection-sl icon breast-cancer-detection-sl

Machine Learning models to predict breast cancer in patients based on the characteristics of cell nucleus obtained from digitized images of a fine needle aspirate of breast masses. I used neural networks, k-nearest neighbors, boosting, SVM, and decision trees to build the prediction models.

breast-cancer-detection-ul icon breast-cancer-detection-ul

Unsupervised learning ML models to predict breast cancer in patients. This involves a combination of clustering (expectation maximization and k-means) and dimensionality reduction (principle component analysis, independent component analysis, randomized projections, and information gain) in the context of machine learning.

chess icon chess

Chess game coded in Java from a long time ago

coreference-resolution icon coreference-resolution

Rule-based coreference resolution system using a feedforward network and fully-neural architecture with embeddings for coref in PyTorch.

dependency-parsing icon dependency-parsing

Deep transition dependency parser to parse English and Norwegian text. This involves implementing an arc-standard transition-based dependency parser in PyTorch, computing word embeddings, implementing neural network components for choosing actions and combining stack elements.

furious-7 icon furious-7

Played around with IPRE robots and programmed them in Python to shoot a short movie (my representation of Furious 7)

galaga icon galaga

My implementation of the shooter arcade game Galaga in C

google-map-react icon google-map-react

universal google map react component, allows render react components on the google map

gt-train icon gt-train

Train reservation standalone application using Python

matlab icon matlab

Fun exercises using MATLAB from a long time ago

randomized-optimization icon randomized-optimization

Analysis of the strengths and weaknesses of randomized optimization techniques such as randomized hill climbing, simulated annealing, genetic algorithm and mutual information maximizing input cluster (MIMIC) on the breast cancer dataset, traveling salesman problem, four peaks problem and continuous peaks problem.

reinforcement-learning icon reinforcement-learning

Analysis of the strengths and weakness of policy iteration, value iteration and Q-learning on a variety of reinforcement learning problems such as the Maze, Four Rooms and Grid World.

reliable-data-transfer icon reliable-data-transfer

A program to efficiently route large files between a sender and receiver using UDP protocol in a large network of hosts. The different aspects of the project involved peer discovery, churn and keep-alive mechanism, round-trip time measurements, optimal ring formation, ensuring reliable data transfer (for instance, efficiently re-routing packets in cases of offline hosts, ensuring data integrity, minimal data loss etc).

sequence-labeling icon sequence-labeling

Sequence labeling with Hidden Markov models and Deep Learning models on parts-of-speech tagging on English and Norwegian language from the Universal Dependencies dataset. In order to do this, I implemented a Viterbi classifier using Hidden Markov Model, a Bi-LSTM deep learning model and a Bi-LSTM CRF model.

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

text-classification icon text-classification

Text classification tool to automatically classify song lyrics by era. This includes building machine learning classifiers based on the generative model (Naive Bayes), the discriminative model (Perceptron) and a logistic regression classifier.

vischef icon vischef

A recipe app that uses image recognition to identify ingredients and suggest relevant recipes

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