Enseignant

• May 2019 - Present

Taught lessons: June 2021 - Deep Learning (DL Fundamentals - CNN). June – July 2020 - Deep Learning (DL Fundamentals - CNN - RNN Introduction). May – June 2019 - : Social Network Analysis. Taught lessons: June 2021 - Deep Learning (DL Fundamentals - CNN). June – July 2020 - Deep Learning (DL Fundamentals - CNN - RNN Introduction). May – June 2019 - : Social Network Analysis.

Co-Founder, Machine Learning Trainer

• Apr 2019 - Jan 2021

Machine Learning Professional IT Training (Supervised Machine Learning, - Introduction to Deep Learning - Introduction to Recommender Systems) Machine Learning Professional IT Training (Supervised Machine Learning, - Introduction to Deep Learning - Introduction to Recommender Systems)

Ph.D on Computer Science & Machine Learning

• Jan 2012 - Dec 2019

Research Team: Information Retrieval and Data Analytics Very honorable distinction with congratulations from the jury. • Supervisor: Dr. Houda Benbrahim (houda.benbrahim@um5.ac.ma) • Areas of Study: Recommender Systems, Context Aware Recommender Systems, Text Mining, Machine Learning. • PhD Thesis: Review Aware Recommender Systems: Leveraging users’ reviews to produce context aware recommendations. • Research Projects: • Deep study of Recommender Systems algorithms and Context Aware Recommender Systems algorithms, with focus on Factorization Based algorithms; • Experimental studies on using Text Classification Techniques to infer contextual information from users' reviews; • Developing a new architecture for inferring automatically context from reviews and incorporate it into recommendation calculation. This architecture uses “Word2Vec” and “K-means” algorithms in order to extract contextual information from textual reviews, and “Factorization Machines” algorithm in order to efficiently incorporate obtained context into recommendation computation . • Developing Textual Context Aware Factorization Machines (TCAFM) algorithm, a new Context Aware Recommender Systems algorithm, based on “Factorization Machines”, and tailored for the case where context is derived from text. Keywords: Recommender Systems, Context Aware Recommender Systems, Machine Learning, Text Mining, Factorization Machines. Show less

Freelancer Drupal Programmer/Analyst

• Jan 2010 - May 2011

Design and build e-business web site in freelance. Design and build e-business web site in freelance.

Software Engineer

• Feb 2009 - Jan 2010

Design and Implementation of the portal for school life management "Escolarite" on behalf of the Ministry of National Education. Used technologies: Dot Net 3.5, Dynamic Data, SQL Server 2008 Design and Implementation of the portal for school life management "Escolarite" on behalf of the Ministry of National Education. Used technologies: Dot Net 3.5, Dynamic Data, SQL Server 2008

Stage de fin d'études

• 2008 - 2008