Mohamed Hmini

Experiences

CGG Services (UK)

Apr 2022 - present, Llandudno, United Kingdom

DevOps, MLOps, Machine Learning

MLOps Engineer

Jan 2023 - present

Productionizing our ML system.
Building an end-to-end model deployment CI/CD template to be used to deploy all of our models by enforcing the use of best practices such us registering models in mlflow.
Building a tool to be used for model monitoring in production: an alibi-detect based tool that can be integrated with the model deployment CI/CD template to monitor models in real time.
Optimizing legacy algorithms by migrating to Spark.
Used Tools: Python, Spark, K8S, Docker, Gitlab CI/CD, Azure, Nuclio, Neo4j, Prometheus, Grafana, Mlflow, Mlrun, etc

Data Engineer

Apr 2022 - Jan 2023

DevOps, coming up with adequate git branching strategies, helping with setting up CI/CD pipelines, dockerizing software.
ML, modeling, building, testing and deploying machine learning models.
Used Tools: Docker, Gitlab CI/CD, Python, Plotly Dash, Pytorch, etc

Data Engineer

EVEAD Group

Jan 2022 - Mar 2022, Casablanca, Morocco

Automated sitemap generator

Responsibilities:

Building a google search based sitemap generator using selenium.
Mimicking human behavior while browsing (dodging bot detections).
optimizing memory consumption.
Used Tools: Python, Selenium, Docker, etc

ML Engineer, Master's thesis Internship (6 months)

LaBRI (laboratoire bordelais de recherche en informatique)

Mar 2021 - Sept 2021, Bordeaux, France

Synthesis and learning of boolean networks for predicting cellular differentiation

Responsibilities:

Contributing to https://github.com/bnediction project
Creating Different Boolean Networks' Embedding techniques to allow for a multilevel view of the same Boolean Networks' ensemble.
Applying Feature Selection techniques to isolate the good Boolean Networks.
Using Machine Learning to Optimize a rule-based symbolic A.i system.
Resynthesize new Boolean Networks using the learned rules using https://github.com/bnediction/bonesis

Software Engineering Internship (2 months)

SALIDOR

Abr 2018 - May 2018, Meknes, Morocco

Re-modeling the purchase-to-pay business process

Responsibilities:

Understanding the ERP solution implemented in SALIDOR.
Testing the ERP modules and highlighting bugs to remove as well as possible functionalities to add.
Focusing on the purchase-to-pay business process and re-modeling it using UML activity diagram.

Software Engineering Internship (1 month)

Fiduciaire Aguidi

Jul 2017 - Jul 2017, Meknes, Morocco

Digital transformation of day-to-day accounting tasks

Responsibilities:

Building simple Excel VBA macros to eliminate unnecessary redundant work.
Constructing prototypes of Excel VBA forms to digitize an entire pipeline of accounting tasks.
Building an Accountant ERP module using .NET technology.

Education

		National Institute of Statistics and Applied Economics (INSEA) 2019-2021 Master's Degree of information systems and intelligent systems (M2SI) Taken Courses S1-M1 Advanced Algorithms S1-M2 Artificial Ingelligence (Ontologies, LISP, Prolog) S1-M3 Advanced Databases S1-M4 Probability, statistics and data analysis S1-M5 Model-driven engineering (metamodeling, codegen ...) S1-M6 Language, communication & enterpreneurship (marketing + finance) S2-M7 Cloud computing & IOT S2-M8 Constraint programming S2-M9 Advanced programming (parallel and concurrent programming) S2-M10 Business Processes engineering (BPMN) S2-M11 Game theory & Stochastic processes S2-M12 Optimization techniques S3-M1 Data mining and Machine Learning S3-M2 Information systems urbanization S3-M3 Image processing S3-M4 Big data S3-M5 Processes optimization S3-M6 language, communication and enterpreneurship (scientific research) S4 PFE (6 months) Extracurricular Activities Memeber and President of the Insea Innovation Edge club (2IE)
		Ecole Superieure de technologie de Sale 2018-2019 Bachelor's Degree (1 year) of information systems and big data (BDSI) Taken Courses S1-M1 Distributed Programming & web services + Python S1-M2 Entrepreneurship & communication techniques S1-M3 Statistical modeling and data visualization S1-M4 Information systems management & big data introduction S1-M5 Hadoop & Mapreduce S1-M6 Information systems & decision support (data warehousing + distributed databases) S2-M7 Data mining & big data management S2-M8 NoSQL databases & distributed processing framework (SPARK) S2-M9 Data security S2-M10 PFE (2 months)
		Ecole Superieure de technologie de Meknes 2016-2018 DUT (2 years) (Software Engineering) Taken Courses S1-M1 Calculus, Algebra and Probability & Statistics S1-M2 Algorithms & Programming Basics (C) S1-M3 Language and communication techniques S1-M4 Logic circuits, Microprocessors and Assembly S2-M5 Databases modeling & PHP/MYSQL S2-M6 Algorithms & Data structures S2-M7 Linux system & Networking S2-M8 Law, General Economics and Entreprises' organization S3-M9 Network interaction S3-M10 Advanced databases S3-M11 OOP (JAVA) S3-M12 Decision support tools (Numerical methods, research operations and project management) S4-M13 UML & .NET S4-M14 Advanced web & PHP S4-M15 PFE S4-M16 First year internship (1 month) + Second year internship (2 months)

Projects