Mustafa Alper Sayan's repositories
models
Models and examples built with TensorFlow
Image-Classification-Dimensionality-Reduction-sklearn-data-science
Solves the problem of image classification by using 5 different well-known classification methods, which are namely K-Neighbors, Perceptron, SVM, Decision Trees and Random Forests
Image-Compression-by-K-Means-Clustering-Sklearn
t solves the problem of image compression by using one of the well-known clustering methods, which is called KMeans Clustering.
Car-Pricing-Prediction-by-Linear-Regression-Data-Science
predicts one of the most well-known regression problems, which is Car Pricing Prediction by some features (e.g. the age of car, selling price, fuel type etc.).
chest-Xray-Disease-Detection-CheXpert-Deep-Learning
We have implemented various Artificial Neural Networks to evaluate and compare the performances of different kinds of models such as Single Layer Perceptron’s, Multi-Layer Perceptron’s and Convolutional Neural Networks.
Image-Reconstruction-using-Deep-Encoder-Decoder-Network
a deep encoder-decoder network architecture on the CelebA dataset
SLP-MLP-From-Scratch-MNIST
Single Layer Perceptron and a Multi-Layer Perceptron. You are going to train and test the implemented algorithms on the MNIST dataset
Nearest-mean-and-k-nearest-neighbor-classification-from-scratch
nearest-mean and k-nearest neighbor (k-NN) algorithms on a subset of the MNIST dataset.
Gaussian-parametric-classification
parametric classification where class densities are assumed to be Gaussian
Hate-Speech-Detection
Detecting hate speeches using different ML algorithms in English and Turkish
simple-lesk-algorithm-for-word-sense-disambiguation
write and validate the simple Lesk algorithm for Word Sense Disambiguation
wordtovec-algorithm-skip-gram-analogy-task
Train wordtovec algorithm with skip gram, Select 10 cases for the analogy task. Find 10 most frequent words (non-stop words) in the corpus. Find the 10 nearest words to these 10 words
extend-Morphological-Disambiguator
Extending morphological disambiguator package to disambiguate words
n-gram-sentence-generation-NLP
Using uni-bi-tri gram models to generate sentences
Oscar
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks
Solving-N-Puzzle-Problem-with-Search-Algorithms
Solving N-Puzzle Problem with Search Algorithms with the following search algorithms BFS, DFS, UCS, A*
Hand-Written-Digit-Recognition
Using different Machine Learning algorithms to predict handwritten digits (MNIST)
imageClasificationWithBOF
classify the dataset via bag of features (Computer Vision)
SudokuPuzzleDetectionHoughTransform
Sudoku puzzle detection using opencv and python
SudokuPuzzleRecognition
recognize the digits in the detected sudoku image
NegotiationAgent
A negotiation agent prepared for Introduction to AI course