نبذة عني
I'm currently looking for a job abroad as a junior data scientist. My determination to improve myself by participating in interesting projects and to be an added value to my company are my main motivations.
الخبرة
Predicting Ranking of a Football League
Coding used: R
Sport analysis and classify the teams that are underperforming and outperforming
Predicting the final ranking of the teams by using the results until the mid-season
Internship : Machine Learning in Cybersecurity
Create a detection intrusion system
Simulate a network of virtual machines to simulate attacks such as DDos and ARP poisoning in Google Cloud Plateform
Create a dataset by collecting traffic in real-time with Kafka Streams
Labelize a dataset with Snorkel and use machine learning algorithms to detect attacks
Intrusion detection system with machine learning algorithms
Predicting Rainfall
Coding : Python
Manage a big dataset (more than 4 millions of observations and 9 variables)
Create new aggregated variables
Used many machine learning algorithms such as XGBoost, Logistic Regression, MLPClassifier, Extra Trees Classifier, SVC to classify the days when it's raining and then use quantile regression to determine the rainfall
Predicting the Future Sales of a
Coding used : Python
We used time series model such as ARIMA and LSTM neural network to predict the amount of future sales of a company
Machine Learning in Cybersecurity Internship
Create a detection intrusion system
Simulate a network of virtual machines to simulate attacks such as DDos, ARP poisoning in Google Cloud Platform
Create a dataset by collecting traffic in real-time with Kafka Streams
Labelize a dataset with Snorkel and use machine learning algorithms to detect attacks
Intrusion detection system with machine learning algorithms
Predicting Rainfall With Meteo France Dataset
Coding: Python
Manage a big dataset (more than 4 million of observations and 9 variables)
Create new aggregated variables
Used many machine learning algorithms such as XGBoost, Logistic Regression, MLP Classifier, Extra Trees Classifier, SVC to classify the days when it's raining and then use quantile regression to determine the rainfall
Deep Learning: Generative Adversarial Network
Coding used: Python-TensorFlow-Keras-Google Colab
Instantiation of a deep neural networks by using a GAN model
Creation of multiples fakes faces