Machine learning and Convex optimization

Twitter sentiment analysis (Python scikit-learn tkinter)

This is a Machine learning project more specifically NLP project, that aimed to predict tendencies (positive or negative) of tweets in regard to a subject by selecting parameters like date range, city etc.., to see more checkout our Video

Portfolio Optimization (ROBOT ADVISOR) (using Markowitz Model) (Python ocvx-opt)

This is a project where the company JUMP gived us some information about a set of assets.
The project was about building a robot advisor that is able to choose optimal combination from 20 assets among more than 500 assets given, that guarantees the best return on invest
It was a really fun project where I used Markowitz Model theory for Portfolio optimization checkout the project

Machine learning algorithms (Python numpy)

In this section, I am gonna enumerate some of Machine learning/Algebra algorithms that I have implemented, that will be put progressively in a form of tutorial in the Machine learning section

• Linear regression
• Support vector machine (SVM)
• Decision tree
• Naïve bayes
• Gaussian Mixture models
• Expectation maximization algorithm (generalization of k means)
• Dimentionality reduction : Principal component analysis (PCA)
• Dimentionality reduction : Linear discriminant analysis (LDA)
• Dimentionality reduction : Kernel Principal component analysis (kernel PCA)
• Gradient Descent
• Newton Descent
• Factorization LU
• Matrix Factorization for recommender systems

Movie sentiment analysis (SCALA SPARK Kafka)

In this project, we used a python API called from Scala, for sentiment analysis instead of re-implementing our own, since the aim was to distribute computation on several computers and to make them comunicate throught Kafka, checkout the code

Image processing

PhotoShop Java (swing)

In this project, I have implemented a PhotoShop like application with basic features, like filters, kernels, resize, rotations,etc...
For the UI part the used library was swing proposed by Java for interface design.

Scale invariant feature transform SIFT (image recognition) (Python)

Sift is a method used for image recognition, it is not a machine learning method, it's a method where you compute key-points descriptors for an image, which play a role of a signature to the image.
When you have another image that contain the same object, you have sensitively close key-points descriptors and by fixing a treshold distance you decide if the 2 image correspond or not, for more details check the wikipedia article that explain the method, and the source code

Video processing (parallel programming)(c++ open-cv TBB)

This project was more about using TBB library (for parallel programming) by applying several filters on a video stream in parallel.

Ray Tracing(Java)

Ray tracing is a technique to generate a 3d scene from a scene description, in this project I had to handle shades, lights and reflections , you can check out the code source here
Here is an example below for 3d rendered scenes where reflection, shade, light is handled :

Text mining

Search engine using hybrid trie structure (c++)

This project was about implementing a search engine under some memory and time execution constraints, so the reasonable technical choice was to implement this search engine with c++, using hybrid trie structures.
This technic consist in holding on memory a tree of a depth (n) where each node has as children all the alphabet letters of the words that we have to search in.
Having in memory this tree, each branch choosen constitute a prefix, since we subdivide the initial words into different location according to their prefix, for example for an alphabet {a,b} and a depth n = 2 we subdivide our initial words in 4 locations instead of one, so the search is going to bee faster, see the image below, and check code source here

Database + API (Web-micro servie)

API Web-micro service, (Flask/python/POSTGRESQL)

This project is an example of how we can answer a current use-case (described in the README of the github link ) of user registration, Managing properties, rights on properties... with python flask and POSTGRESQL

Application delay-tracking for supply service (VB.NET-ACESS) (VB.net + Access)

This is the application developed during my internship at OCP, described here I have taken some old excel sheet, i designed a database, used acess, and used VB.net to interface it with the database

Managing subway transportation like app (POSTGRESQL)

This was a project where I had to design a database in order to handle a public transportation like company, that has to to bill the costumers according to their use of the subway lines, i used Postgresql in this project

Others

Game Connect Four (javascript/JQuerry)

This is the famous Game Connect Four , that i have made for my little brother, you can play it here

File explorer (Haskell)

This was a project where I had to implement a file explorer system using haskell programming language, the main competence acquired in this project was in learning functional programming paradigm, i liked it so much that i taken it a course in Scala coursera which was completed successfully

Game bouncing ball (Java Android)

This is a project is a ball game on android with 5 levels of difficulty, the purpose of the game is to touch a ball, that appears randomly in the screen for a short period of time, according to the level of difficulty, the ball appears for less time, and the number of chances to miss the balls accorded does down, your score is computed according to the level of difficulty and the number of time you touched the ball, check the source code here

Coding game (Thron game) (SCALA)

This a project where I have participated in a game competition, where I had to predict others players moves, under constraint of time execution and memory consumption, i used in this project the famous algorithm alpha beta used in chess I have managed to make it to the golden league, here is my coding game profile