AIT IDIR Ayoub's repositories
Cars-Price-Prediction
In this project, I used one of the algorithm of machine learning and that is kNN (k nearest neighbors) to predict the price of cars looking to their qualities.
Cat_Recognition_using_Neural_Network
In this Assignment I built my first Neural Network model, that classifier pictures to ones with cats and non-cats using Logistic Regression
ColdestDay
This project iterates over many files and gives you informations about temperature and humidity like codest day, average temperature in a period and lowest humidity..
Convolutional-Neural-Network-CNN
Using Residual Networks (ResNets) and Transfer Learning for Image Classification Problems.
Convolutional_Neural_Network
Step by Step Convolutional Neural Networks
CurrencyConverter
This project is a currency converter, by which you can enter a date and an amount of money, and currencies to convert from and to, the program will search on the web for data relating the two currencies and do the calculations for you.
Deep-Neural-Network-Part_1-
This repo is the first part of a Deep Neural Network project for Cat Image Recognition, it contains all the functions the model needs.
Deep-Neural-Network-Part_2-
This is part 2 of image Recognition (Cat vs non-Cat) using Deep learning with many layers. Using 4 layers result in an accuracy of 80 instead of 70 found with just 2 Layers.
EncryptionDecryption
This programme allow you to encrypt and decrypt any message from any language without knowing the key used in the encryption.
Face-Recognition-and-Face-Verification
This repo contains a model of state-of-the-art face recognition system, and the difference between face recognition and face verification.
House_Price_Prediction
In this project I tried some data cleaning to get better data, and then try to predict the price of a house using Linear Regression and also try different methods to improve the results of my model
Hyperparameter-Tuning-Regularization-Optimization
This Notebook illustrates the difference between different approches of parameter initialization used in Deep Neural Networks. Initialize with zeros, intilize randomly and what's called ''He initialization'', and shows the performance of each initialization.
ImageInversion
In this project, you can chose an image from your desktop and do some changes, like inverion and grading scale..
Improving-Deep-Neural-Networks
In this notebook, I learnt how to improve my Deep Neural Networks' performance, by applying different optimization methods in addition to the classic gradient Descent, I tried Stochastic Gradiant Descent (SGD), Momentum and Adam methods an saw the result found with each one.
Internship-at-OCP
This Repo contains the work I'm currently doing as a Data Scientist intern at OCP.
Introduction_to_TensorFlow
This repository contains my first NN built using a Deep Learning Framework ''TensorFlow"
it-cert-automation-practice
Google IT Automation with Python Professional Certificate - Practice files
Neural-Network-Classification-with-One-Hidden-Layer
In this notebook I solve a classification problem using Neural Network with one Hidden Layer, and noticed the big difference between NN and Logistic Regression in terms of Accuracy..
Object-Detection-Car-detection-YOLO-Algorithm
In this project I created a Self Driving Car application, Car Detection Algorithm Using state-of-the-art object detection model : YOLO algorithm
RandomStory
this project is an application of my learning about Hashmaps in java. What I did specificaly is that I wrote a program that generates a random story by changing all verbs, colors, adjectives in a text randomly from hashmaps already created..
Semantic-Image-Segmentation-Using-U-Net
In this project, we predicted the label for everty single pixel in an image using Semantic Image Segmentation with U-Net.
Titanic-Competition
This repo contains the titanic competition