demo dbt repo for experiments

Fast semi-supervised face recognition model using graph theory and fast computer vision methods.

My own implementation of a dense neural network. Implemented features: weights initializer (RandomNormal, Xavier, Glorot&Bengio, He&Zhang&Ren&Sun), optimizer (SGD, SGD with momentum, Nesterov AGD, …

Discrete and continuous optimization problems solved iteratively and approximately by metaheuritic algorithms.

We compare different policies for the checkers game using reinforcement learning algorithms.

We implemented a Monte Carlo Tree Search (MCTS) from scratch and we successfully applied it to Tic-Tac-Toe game.

language modeling, bigram, trigram, mixture of language models, perplexity, Gutenberg project

PcaNet, PCA Network, Deep Learning, Face Classification, LFW dataset, SVM

unsupervised clustering, generative model, mixed membership stochastic block model, kmeans, spectral clustering, point cloud data

Time series forecasting using different methods.

Implementation of microtexture inpainting method using a probabilistic model.

BASH script generating tutorials for AWS as HTML scripts

We implemented a lane detection system using image processing techniques and experimented it using raspberry pi car.

Image denoising using Markov random fields.

Unsupervised image segmentation by applying topological data analysis techniques.

Discrete and continuous optimization problems solved by metaheuristics algorithms.