Machine Learning Fundamentals
A complete guide covering data, learning signals, validation, optimization, generalization, evaluation, reproducibility, and monitoring.
The AI Game Changer. That’s Mohamed.
Intelligence,
Engineered
for Reality.
Building full-stack applications and intelligent AI systems — from scalable web platforms to RAG pipelines, ML models, and AI solutions.
65+
Projects
Years of
experience
Creative
Reliable
Strategist
Builder
Efficient
From data to decision
About Me (&)
My Path
Hi, I'm Bouchta Mohamed, 23 years old. Five-plus years ago I wrote my first line of code. I started by building websites, then wondered what lived behind them. That question led me to data, from data to models, and from models to AI. What began as writing code became a habit of chasing impossible ideas. I'm still chasing them.
'19
After the Baccalaureate
Like most Moroccan students a hundred paths in front of me, but no idea which one actually matched what I loved or wanted to become.
@MED_5
5years ago
2021
After the Baccalaureate
Like most Moroccan students, I had a hundred different options in front of me, but no real idea which one matched what I loved, what I was good at, or what I wanted to become. After the baccalaureate, there were so many paths to choose from, and it was hard to know which one was actually right for me..
'20
My First IT Diploma
Earned my first IT diploma, building foundations in web development, software architecture, networking, and IT fundamentals.
@BTS
4 years ago
2022
BTS IT Diploma
I learned the fundamentals of web development with HTML, CSS, JavaScript, PHP, and SQL, as well as programming with C, Java, and VB.NET for desktop applications. I also studied NoSQL databases, computer networking, and software architecture. This diploma gave me my first strong foundation in IT and helped me discover my passion for building software and working with technology.
'21
My First International Experience
Represented Morocco in Oman at the Arab Camp for Talented and Innovative Youth.
@ALECSO
3 years ago
2023
The Arab Camp for Talented and Innovative Youth
Pitched my project to an international audience and shared my ideas with young innovators from across the Arab world.An inspiring experience that strengthened my communication, presentation, and pitching skills.
'22
Professional Bachelor’s Degree in Data
Built skills in data analysis, statistics, databases, and business intelligence.
@EST
2 years ago
2022
Bachelor’s Degree in Data
I developed a strong foundation in data analysis, statistics, databases, and business intelligence. I learned how to collect, process, and analyze data, build dashboards and reports, and use data to support decision-making
'23
Back to Full Stack Development
Returned to full stack development at YouCode, this time focusing on real-world projects.
@YOUCODE
1 year ago
2025
Full Stack Development
working on real-world projects and exploring modern frontend, backend, database, API, and full stack technologies while gaining more practical experience in building complete web applications.
'24
Specializing in Artificial Intelligence
Second year at YouCode, I was selected for the Artificial Intelligence branch.
@YOUCODE
Current year
2026
Artificial Intelligence
I expanded my technical skills through machine learning, deep learning, NLP, data analysis, and AI development. I worked on practical projects, explored AI technologies, and learned how to apply intelligent solutions to real-world problems.
'26
The journey continues
Five-plus years in. Still obsessed. Now figuring out how AI fits into what I do.
@Mohamed
2hours ago
2026
The journey continues
The industry doesn't stand still and neither do I. After five-plus years of working, learning, and evolving, AI has opened up a whole new layer of what's possible. Same obsession, new tools. The best work is still ahead.
SELECTED WORK
Built to Solve,
Powered by AI
From full stack web applications to AI-powered systems, I build practical solutions that combine modern frontend and backend technologies with machine learning and intelligent automation.
01
Laravel
react
Postgresql
ClicSyndic
A professional SaaS platform for syndic management, centralizing co-owners, finances, buildings, payments, documents, and daily operations.
02
Shopify
VueJs
Cloudflare
DARASSALAM
A community association dedicated to education, scouting, youth development, and building community skills through engaging programs and activities.
03
FastAPI
Power BI
Spark
LogiPredict
a predictive logistics platform for anticipating delivery delays and inventory stockouts through real-time data, machine learning, and interactive analytics.
04
NextJs
FastAPI
PostgreSQL
METEOR
a carbon management platform for tracking emissions, analyzing footprint trends, and driving sustainability through dashboards, rewards, and insights.
05
React native
Expo
TypeScript
ClicSyndic Mobile
A professional mobile app for syndic management, centralizing co-owners, finances, buildings, payments, documents, and daily operations.
06
FastAPI
weaviate
RAG Pipeline
Sanad AI
An agentic RAG platform that helps users navigate Moroccan legal resources, understand laws, and find relevant legal information.
07
Laravel
VueJs
PostgreSQL
BénévoMaroc
A platform that helps Moroccan associations and organizations manage events while enabling volunteers to participate and organize legally.
08
MLflow
FastAPI
Prometheus & Grafana
GlucoMLOps
An MLOps platform for training, deploying, and monitoring machine learning models to analyze and predict diabetes risk.
09
Spark
ML Pipeline
MongoDB
SmartRoutes AI
An intelligent platform that optimizes crowd flows and reduces waiting times in stadiums through smart route management.
How I
Build
Capabilities Overview
Curious, focused, and technical by nature - connecting ideas, data, code, and AI into clear digital experiences that feel useful.
Curious, focused,
and technical by nature - connecting ideas, data, code, and AI into clear digital
experiences that feel useful.
Full-Stack Foundations
Frontend, backend, APIs, databases, and clean product structure shaped through real projects.
AI & ML Systems
Designing end-to-end ML systems — from data pipelines and model training to deployment and monitoring.
Product Thinking
Turning technical ideas into interfaces, workflows, and demos that are clear enough to use.
Deep Learning & Vision
Exploring computer vision, NLP, and intelligent systems through practical experiments and builds.
Cloud & Deployment
Shipping projects beyond the notebook with APIs, hosting, monitoring, and production-minded habits.
ACTIVITÉS
Activités
Hackathons
Hackathons, innovation camps, and national competitions where I built AI, cybersecurity, and impact-driven solutions with strong teams.
2026
SportTech Hackathon
SmartRooutes
Université Cadi Ayyad2025
Sofrecom Hackathon
ALAISE
YouCode - Sofrecom Maroc2025
AIWA Hackathon
MediMate IA
YouCode & NBS Consulting2025
2e place Hackathon
BABYSAFE IA
Faculté de Médecine Laâyoune2024
2e place Hackathon
Cybersécurité
Représentant du Maroc NOUNIVERSE & 13372023
Representative of Morocco
Camp Arabe Jeunes Talents et Innovateurs
OmanHackathons IA
2026
/ 2025
Compétitions d'innovation autour de l'IA, de la mobilité intelligente et des assistants métier.
SportTech Hackathon - SmartRooutes
Université Cadi Ayyad (2026)
Sofrecom Hackathon - ALAISE
YouCode - Sofrecom Maroc (2025)
Projets orientés impact, produit et expérience utilisateur.
SmartRooutes and ALAISE, two AI-driven solutions built in competitive hackathon environments.
Santé & Impact
2025
Activités autour de solutions IA appliquées à la santé, la prévention, et l'aide à la décision.
AIWA Hackathon - MediMate IA
YouCode & NBS Consulting (2025)
2e place Hackathon - BABYSAFE IA
Faculté de Médecine Laâyoune (2025)
Conception rapide, prototypage IA et présentation devant jury.
Solutions pensées pour répondre à des besoins réels du terrain.
MediMate IA and BABYSAFE IA show my focus on useful, human-centered AI products.
Cybersécurité & Innovation
2024 / 2023
Reconnaissance dans des activités nationales et internationales autour de la cybersécurité et de l'innovation jeunesse.
2e place Hackathon Cybersécurité
NOUNIVERSE & 1337 (2024)
Représentant du Maroc
Camp Arabe Jeunes Talents et Innovateurs, Oman (2023)
Expérience internationale en pitch, innovation et collaboration.
From cybersecurity competitions to representing Morocco in Oman, these activities shaped my technical and leadership path.
Let's bring your idea
to life
Have an AI idea, a project, or just want to talk about building intelligent products? Let's connect and explore what can be made with data, code, and a clear product direction.
Have something in mind?
BLOG
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Trusted
long-term collaborator.
Mohamed has been a fantastic partner to work with and continues to be an essential part of our team. He communicates clearly and promptly, and his work consistently exceeds expectations. He resolves technical challenges quickly and efficiently, always demonstrating skill, reliability, and a strong commitment to quality.
Thinks through
the entire experience.
Mohamed doesn't just code AI—he thinks through the experience. Motion, pacing, narrative flow: all aligned with technical excellence. The result is sites that feel cohesive, intentional, complete. A true partner in execution. No gaps, no compromises.
Reliable, skilled,
and easy to work with.
Mohamed was great to work with! He delivered our AI MVP on time, gave our design team helpful guidance, and suggested smarter solutions that really improved the final results. Super reliable and easy to collaborate with — highly recommend!
The details that
set him apart.
I’ve worked with Mohamed for many years, and he still surprises me with the speed and quality of his work. His attention to the small details, the ones most engineers overlook makes all the difference for great websites. He’s reliable, fun to collaborate with, and consistently delivers beyond expectations. As long as he wants to work with us, we’ll keep building together.
Design-focused,
reliable development.
We’ve hired Mohamed for several projects, and working with him has always been effortless thanks to his good understanding of design. He’s dedicated to perfecting each delivery for our clients, ensuring a smooth and engaging web experience.
Marko Ivanovic
Legacy Agency
A developer with a
true product mindset.
Mohamed is a rare blend of speed, quality, and collaboration. He actively contributes ideas that improve how designs translate into development, and he approaches every build with a product mindset. He’s reliable, detail-oriented, and consistently delivers high-quality work on tight timelines.
Chrissy Cowdrey
Product/Web Designer
A proven
expert you trust.
I’ve been working with Mohamed for years and have always been impressed by his work ethic, fast turnaround, and attention to detail. Mohamed clearly knows his craft, takes a thoughtful and disciplined approach to his work, and consistently delivers results that meet a high professional standard.
Exceptional leadership and technical ownership.
We loved working with Mohamed on our research RAG. He showed exceptional leadership throughout the project, taking full ownership of the website infrastructure and guiding key technical decisions. His structured approach and attention to quality ensured a reliable and scalable outcome.
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