Statistics, data visualization and machine learning for beginners – course in French - Riyadh

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Statistics, data visualization and machine learning for beginners – course in French

From 43.32 C$ /h

📊 Introduction to Data Science with Python
Full Title: Statistics, Data Visualization, and Machine Learning for Beginners
(100% online course – for students, professionals in retraining, or curious data enthusiasts)

Data science is now at the heart of the most innovative professions and strategic decisions in all sectors. However, when you're just starting out, you can quickly feel overwhelmed by technical jargon, Python libraries, or statistical models.

With this course, my goal is to make this exciting discipline understandable and accessible to everyone, even without advanced mathematical training or computer science background.

I offer step-by-step support based on practical experience, concrete projects, and a supportive teaching approach. You'll learn how to manipulate data, extract information from it, and create your first machine learning models with ease.

🎯 Course objectives
Discover the basic tools of Data Science with Python

Understand and apply the fundamental concepts of exploratory statistics

Know how to manipulate, clean, visualize and interpret real data sets

Carry out initial predictive modeling (linear regression, classification)

📚 Course content
✔ Fundamental libraries in Data Science
– pandas: reading, cleaning and transforming data
– numpy: mathematical operations and array manipulation
– matplotlib & seaborn: clear and aesthetic data visualization
– Getting Started with Scikit-Learn for Machine Learning

✔ Data cleaning and analysis
– CSV file import and data mining
– Management of missing values and duplicates
– Creation of variables, filtering, groupings
– Visualization: histograms, curves, heatmaps, boxplots...

✔ Introduction to Machine Learning
– Understand how linear and logistic regression work
– First classification models (KNN, simple decision trees)
– Data separation (training/test set), single cross-validation
– Interpretation of results and improvement of the model

🧭 How the sessions work
1️⃣ Assessment of the student's objectives: discovery, professional project, preparation for training, etc.
2️⃣ Personalized progression plan, adapted to the starting level.
3️⃣ Alternation of visual theory and intensive practice on real data sets (health, sports, finance, etc.).
4️⃣ Practical mini-projects at each stage: analyzing survey results, predicting simple results, automating analyses.
5️⃣ Explanation of errors encountered, individualized educational monitoring.
6️⃣ Regular assessment, with reinforcement of key points as needed.

🌐 100% online courses – accessible teaching methods
Classes via Zoom, Google Meet, or the tool of your choice

Live screen sharing, work on interactive notebook (Jupyter or Google Colab)

PDF supports + commented code provided after each session

Possibility of intensive coaching for training or an interview

Flexible hours, adapted to the time zone of the Gulf countries and your availability

👨‍🎓 For whom?
Complete beginners in Data Science and Python

Students wishing to enrich their profile with practical skills

Professionals retraining for data professions

Anyone curious about understanding the world through data!

This course has been designed so that each participant can progress at their own pace, develop their analytical logic and discover the pleasure of "making the data speak".

Feel free to contact me to discuss your goals and build a customized program together. I would be delighted to accompany you on this wonderful adventure that is data science.

Extra information

All my courses take place online via video conference, which allows me to help students in Riyadh, Jeddah, Al Khobar, Dubai, Abu Dhabi and Doha, wherever they are.
This flexible format offers the same quality as a face-to-face course, while allowing you to learn in the comfort of your own environment.

Location

Use Ctrl + wheel to zoom!

At teacher's location :

Riyadh Saudi Arabia

Dubai - United Arab Emirates

Jeddah Saudi Arabia

Tim Hortons, Abu Dhabi - United Arab Emirates

Doha, Qatar

Al Khobar Saudi Arabia

Online from Saudi Arabia

About Me

Profil du Professeur : Expert en Mathématiques et Pédagogie Stratégique

Présentation

Le professeur de ce cours est un enseignant passionné et expérimenté, spécialisé dans l’enseignement des mathématiques au niveau lycée, notamment en classe de terminale. Son approche pédagogique repose sur la rigueur mathématique, la clarté des explications et l’adaptation aux besoins spécifiques des élèves, afin de les aider à atteindre l’excellence académique.

Qualifications et Expérience

Diplômes : Titulaire d’un Master en Mathématiques Appliquées ou en Enseignement des Mathématiques.

Expérience : Plusieurs années d’enseignement en lycée, avec une expertise particulière dans la préparation aux épreuves du baccalauréat et aux concours post-bac.

Compétences :

Maîtrise approfondie du programme de terminale (spécialité et option mathématiques complémentaires).

Capacité à simplifier des concepts complexes et à proposer des explications adaptées à chaque élève.

Expérience dans l’utilisation des outils numériques et des nouvelles technologies pour optimiser l’apprentissage (GeoGebra, Python, logiciels de simulation mathématique, etc.).

Approche Pédagogique

Méthodologie interactive : Encourage la participation active des élèves à travers des questionnements, des démonstrations progressives et des exercices guidés.

Apprentissage stratégique : Enseigne des méthodes de résolution efficaces, des techniques d’optimisation du temps et des stratégies adaptées aux examens.

Personnalisation du suivi : Accompagne chaque élève en fonction de son niveau et de ses objectifs, en proposant des conseils et des ressources spécifiques.

Applications concrètes : Met en avant les liens entre les mathématiques et d’autres domaines (sciences, économie, ingénierie, informatique) pour donner du sens aux apprentissages.

Engagement et Motivation

Le professeur est convaincu que chaque élève peut progresser et réussir avec les bonnes méthodes et une motivation adaptée. Il met un point d’honneur à créer un environnement bienveillant et stimulant, favorisant l’autonomie et la confiance en soi.

Grâce à son expertise et à son engagement, il accompagne les élèves vers une meilleure compréhension des mathématiques et une réussite optimale aux examens et concours.

Education

L’éducation en mathématiques, en particulier au niveau de la terminale, joue un rôle fondamental dans la formation des élèves en leur fournissant des outils de raisonnement, de logique et de résolution de problèmes. Voici une vue d’ensemble des aspects clés de l’éducation en mathématiques pour ce niveau :

Objectifs de l’Éducation Mathématique en Terminale

1. Développement de la pensée critique : Apprendre à structurer une réflexion logique et rigoureuse.

2. Maîtrise des outils mathématiques : Comprendre et utiliser les concepts clés comme l’analyse, l’algèbre, les probabilités et la géométrie.

3. Préparation aux études supérieures : Acquérir des bases solides pour les cursus en sciences, économie, ingénierie ou informatique.

4. Application dans le monde réel : Relier les mathématiques aux problèmes concrets de la physique, de l’économie, de l’ingénierie et de la recherche scientifique.

5. Développement de l’autonomie : Encourager les élèves à résoudre des problèmes par eux-mêmes et à appliquer des méthodes efficaces d’apprentissage.

Méthodes Pédagogiques Modernes

Approche par résolution de problèmes : Encourager l’expérimentation et la découverte.

Utilisation des outils numériques : Intégration de logiciels comme GeoGebra, Python ou des plateformes interactives pour visualiser et simuler des concepts mathématiques.

Pédagogie différenciée : Adapter l’enseignement au niveau et au rythme de chaque élève.

Apprentissage collaboratif : Encourager le travail en groupe et les discussions pour renforcer la compréhension.

Importance de l’Éducation Mathématique

Les mathématiques ne se limitent pas à la réussite scolaire ; elles développent une rigueur intellectuelle et des compétences analytiques précieuses pour la prise de décision et la résolution de problèmes dans de nombreux domaines professionnels.

Dans le cadre du cours "Mathématiques Stratégiques : Outils et Applications pour Réussir en Terminale", l’objectif est donc d’offrir une éducation mathématique complète et accessible, en combinant théorie, pratique et stratégies d’apprentissage efficaces

Experience / Qualifications

Expérience et Qualifications du Professeur

Qualifications Académiques

Master en Mathématiques Pures ou Appliquées (Université renommée)

Master MEEF (Métiers de l'Enseignement, de l'Éducation et de la Formation) en Mathématiques

Agrégation ou CAPES de Mathématiques (optionnel mais valorisé pour l'enseignement en lycée)

Certification en pédagogie numérique et usage des outils technologiques pour l'enseignement

Expérience Professionnelle

Plusieurs années d'enseignement en lycée (classes de première et terminale, spécialité et option mathématiques complémentaires)

Expérience en préparation aux examens (baccalauréat, concours d'entrée en grandes écoles)

Formateur en mathématiques pour des stages intensifs et des cours particuliers avancés

Participation à des projets pédagogiques innovants intégrant les nouvelles technologies (Python, GeoGebra, simulations numériques)

Compétences Clés

Maîtrise approfondie du programme de terminale (spécialité, tronc commun et mathématiques complémentaires)

Capacité à expliquer les concepts complexes de manière claire et progressive

Utilisation des outils numériques pour rendre l’apprentissage interactif et engageant

Développement de méthodes de travail efficaces et adaptées aux besoins des élèves

Encadrement et suivi personnalisé pour accompagner chaque élève vers la réussite

Grâce à ces qualifications et cette expérience, le professeur est capable de guider efficacement les élèves vers une compréhension approfondie des mathématiques et une performance optimale aux examens et concours.

Age

Children (7-12 years old)

Teenagers (13-17 years old)

Adults (18-64 years old)

Seniors (65+ years old)

Student level

Beginner

Intermediate

Advanced

Duration

60 minutes

90 minutes

The class is taught in

English

French

Arabic

Skills

Statistics

Math

Numerical analysis

Availability of a typical week

(GMT -05:00)

New York

At teacher's location and via webcam

Mon

Tue

Wed

Thu

Fri

Sat

Sun

00-04

04-08

08-12

12-16

16-20

20-24

Python programming and introduction to algorithms for beginners and high school students – course in French

43.32 C$ /h

💻 Introduction to Python and Algorithmic Programming
Full title: Python programming and introduction to algorithms for beginners and high school students (high school & university level)
(100% distance learning — for high school students, college students, beginners or adults retraining)

Programming is an essential skill today, whether for studies, personal projects, or the professional world. But when you're just starting out, it's easy to feel lost when faced with seemingly complex lines of code or computer logic. That's where I come in!

With a progressive, caring, and structured approach, I help students get to grips with Python—one of the most accessible and powerful languages—while discovering the basics of algorithms in a simple and concrete way.

My goal is to transform the apprehension of coding into curiosity and joy of learning, and to lay solid foundations so that each student progresses with confidence.

🎯 Course objectives
Learn the fundamentals of Python programming from scratch.

Develop logical and algorithmic reflexes.

Understand and build simple but useful programs.

Inspire a taste for programming through accessible and concrete projects.

📚 Course content
✔ Python Basics
– Syntax, indentation, comments
– Variables, data types (numbers, strings, lists...)
– Conditions (if, elif, else)
– Loops (for, while)
– Simple functions
– Notions of modules and libraries

✔ Algorithms for beginners
– Understand what an algorithm is
– Writing in pseudo-code and Python
– Sorting algorithms (bubble sort, insertion sort, etc.)
– Searching for items in a list
– Getting Started with Recursion
– Simple optimization and complexity

✔ First practical projects
– Creation of mini-games (e.g.: guess the number, rock-paper-scissors)
– Simple calculator or unit converter
– Automation of basic tasks (for example: automatic sorting of a list of students)
– Small personalized projects based on the student’s interests

🧭 How the sessions work
1️⃣ Assessment of level and objectives (complete initiation, reinforcement, preparation for a competition or a project).
2️⃣ Tailor-made progression plan, with concepts covered step by step.
3️⃣ Alternating theory/practice to quickly develop autonomy.
4️⃣ Exercises, mini-challenges and projects to apply each concept learned.
5️⃣ Corrections and detailed explanations for each difficulty encountered.
6️⃣ Personalized monitoring, with regular assessments and continuous adaptation of the pace.

🌍 100% online courses – modern and adapted teaching methods
Sessions via Zoom, Google Meet, or any other tool of your choice

Interactive materials provided after each session: annotated codes, PDF files, exercises, tutorials

Flexible hours, compatible with busy schedules and time differences (ideal for students living in the Gulf countries or elsewhere)

Possibility of individual or small group lessons (siblings, classmates, etc.)

👨‍🎓 For whom?
High school students or students in a technology/science stream wishing to prepare for higher education

Students at the beginning of a computer science or science course

Adults in professional retraining, curious to learn to code

Complete beginners wishing to develop their digital skills

With me, you'll learn to think like a programmer, not just copy code. You'll gain logic, rigor, and autonomy—valuable assets for the future.

If you have any questions or would like to discuss the most suitable path, please do not hesitate to contact me. I am here to guide you with enthusiasm and kindness.

Analysis, algebra and geometry for scientific and preparatory courses – courses in French

43.32 C$ /h

💻 Online courses: Analysis, Algebra and Geometry
For high school students, science degree students and preparatory classes
(100% distance learning, suitable for families in the Gulf and French-speaking students abroad)

As a passionate teacher, I've always found true pleasure in sharing a love of mathematics. My goal is simple: to help each student progress with serenity, clarity, and method, by supporting them at their own pace, regardless of their starting level.

I am convinced that difficulties do not come from the student, but often from an explanation that is too abstract or too hasty. With me, he will discover that mathematics can be logical, motivating, and even enjoyable to study. Each concept is approached patiently, in a climate of trust, and illustrated with concrete examples.

🌱 A human and personalized approach
We move forward together, with kindness, to:

Overcoming blockages and restoring the student's confidence.

Understand the fundamental concepts of analysis, algebra and geometry, often at the heart of scientific curricula.

Train effectively using a progressive methodology and suitable support.

Pass exams and competitions without unnecessary stress.

And, above all, rediscover the pleasure of learning.

📌 How do the sessions take place?
1️⃣ Assessment of the starting level to better understand the student's needs and target areas of work.

2️⃣ Personalized work plan, adapted to the pace and objectives set together: progressive exercises, review of the basics, in-depth study.

3️⃣ Coordination with curriculum expectations, to stay in line with courses taken in class or at university.

4️⃣ Preparation for assessments: role-playing, typical exercises, methodology, time management.

5️⃣ Regular assessment of progress and areas for improvement, in order to maintain a clear and encouraging vision of the progress made.

📚 Typical content (adjusted according to level)
Analysis: functions, limits, derivatives, integrals, sequences.

Algebra: systems of equations, matrices, determinants, vector spaces.

Geometry: location, vectors, scalar products, geometry of space.

🌍 A flexible solution for expatriate families
Videoconference courses (Zoom, Google Meet, etc.)

PDF supports and corrected exercises provided after each session

Flexible hours, adapted to Gulf time zones

Possibility of individual or small group lessons

📘 In addition
If you wish, I can also support the student in:

The organization of one's personal work

His career choices, by helping him make the link between his tastes and possible opportunities

Preparation for intensive training before exams or the start of the school year

Each student has their own pace and their own relationship with mathematics. My role is to support them with respect, attentiveness, and rigor. If you have any questions, I am available to discuss them.

David

5.0

(83)

I am a Math and Physics tutor with over 10 years of experience, backed by an MIT background and training from top technical schools. My lessons are unmatched, blending charisma, passion, and innovative teaching methods to create a magical learning experience. I focus on highly personalized, one-on-one sessions, understanding each student’s unique mindset to unlock their full potential.

Teaching is my true passion! I genuinely enjoy sharing my knowledge and skills with those in need. My friendly and supportive attitude allows me to establish a connection with every student right from the first lesson. So, if you're feeling demotivated and down, don't worry! I'm here to help you find the motivation you need for both academic and personal success.

If you have any questions, please feel free to contact me anytime here. I will respond to you as soon as possible!

Pallavi

5.0

(83)

I am a professional tutor and have been tutoring students for 10yrs, i encourage students and my way of teaching is conceptual without putting any pressure on the student nor the parents. All responsibility of getting scores is mine once the student joins me for class. I have made teaching interesting by involving students in solving liveworksheets and interactive sessions with puzzles and quizzes making the topics easy to understand.. . . . . . . . . . . . . . .

Adel

5.0

(83)

📌🎓Online math lessons
📌 academic support (college or high school)
-Upgrade
- Preparation for exams
-Homework help cned
I offer online courses via Google meet for good preparation for exams with typical exercises

Salah

5.0

(83)

As a teaching professional, I have always enjoyed sharing my knowledge. My goal is to provide quality education. I am aware that some topics may seem complex, but often this is simply the result of an inadequate explanation by the teacher. With me, you will discover a real interest in the material!

We strive together to achieve academic excellence, overcoming the shortcomings and difficulties encountered by your child. Studies will become a pleasant experience for him. In addition to the courses, I can also help with school orientation, identifying their preferences and highlighting the advantages and benefits of a fulfilling educational ambition.

The sessions generally take place according to the following stages:

1️⃣ The first sessions are devoted to the assessment of the student's level in order to detect existing gaps.

2️⃣ Next, we create a personalized plan to address these gaps, including the number of hours of work needed, specific areas to focus on, and appropriate training and development exercises.

3️⃣ We stay in constant contact with the student's class teacher, to keep up to date with the latest requirements and ensure a consistent approach.

4️⃣ Subsequently, I provide exams similar to those that are likely to be asked in class, to prepare the student effectively.

5️⃣ Upon request, I write a regular report, usually monthly, to keep parents informed of their child's progress throughout their course.

I adapt my methodology according to the specific needs of each student, thus offering them a personalized and adapted work approach.

In addition, I offer crash courses for students preparing for the start of the school year, allowing them to start the year well prepared, with a solid lead on the school curriculum.

If you have any questions, do not hesitate to contact me. I will be happy to help you.

Dr.

5.0

(83)

I am honored to be a university professor specialized in teaching statistics, mathematics, operations research, and economics. Thanks to my extensive experience, which extended for 15 years, I became a professional in monitoring students’ level and contributing to their academic success and achieving their cognitive goals.
I truly find true happiness in my work as a university professor by guiding and helping students in achieving their academic realization and raising their level of scientific awareness. Therefore, I have a strong belief in the importance of this noble mission in the field of education.

Typically, sessions go like this:

1️⃣ The first sessions focus mainly on assessing the student’s level to determine the areas that need development.

2️⃣ Next, we prepare a plan to fill the gaps, including determining the number of hours needed, the materials to focus on, and providing a set of training and improvement exercises.

3️⃣ We are keen to constantly review the student’s curriculum to stay informed of the latest developments and ensure continuous coordination.

4️⃣ Next, we provide exams similar to those that could be asked in class.

5️⃣ Finally, we prepare a monthly report upon request to notify parents of the student’s progress and improvement points.

I am honored to be a specialized university professor with 15 years of experience in teaching statistics, mathematics, and operations research. Thanks to my extensive experience, I have become a professional in monitoring students' progress and contributing to their academic success. Indeed, I find true happiness in my work as a university professor through guiding and assisting students in achieving their academic awareness and raising their level of scientific knowledge. Therefore, I have a strong belief in the importance of this noble mission in the field of education.

Usually, sessions follow the following structure:

1️⃣ The initial sessions primarily focus on assessing the student’s level to identify the areas that need improvement.

2️⃣ Following that, we create a plan to address the identified areas, including determining the required number of hours, the specific subjects that need emphasis, and providing a range of practice and enhancement exercises.

3️⃣ We ensure ongoing alignment with the student’s curriculum to stay updated on the latest developments and maintain continuous coordination.

4️⃣ Subsequently, we administer similar exams to those that may be given in the classroom.

5️⃣ Finally, we prepare a monthly report upon request to inform parents about the student’s progress and areas of improvement.

Sarfunnisa

5.0

(83)

I'm a primary teacher with 2 years teaching experience in CBSE curriculum.im also doing tutoring class from last 5 years.I teach Maths , Science, English ,Hindi and computer science.I have the ability to teach ordinary students those with learning difficulties and other.
It is a great privilege to be able to spend each day with young child , curious mind. I look forward to helping your child grow,study,play ,make friends and develop Independence as we learn all about the world around us.I plan to build upon those to help each child succeed and feel confident.

Ayoub

5.0

(83)

I am committed to teaching my students while adopting an active teaching method. I put all my experience acquired as a private tutor at the service of their success.
My seriousness, my listening and my kindness allow me to overcome difficulties and excel in:

- Math,
- Chemical Physics,

My courses are aimed at students in the French system from 6th to 12th grade (Speciality: Mathematics, PC)

Ibrahim

5.0

(83)

Mathematics and physics teacher for all grades and levels in easy and simple ways.
Modern and smooth teaching methods, making the student solve additional questions, following up with the school and the subject teacher, and providing the student with knowledge and missing things in the simplest ways.
AMSAT students are guaranteed to obtain the required mark

Rowena

5.0

(83)

Are you struggling to keep up with your child's homework? My Homework Help classes are designed to provide a supportive and engaging environment for primary school students. Our experienced tutors will work closely with your child to develop their understanding of core subjects, build study skills, and boost their confidence.

ليث

5.0

(83)

A highly experienced teacher in establishing and teaching scientific subjects in the simplest ways. Success and excellence are guaranteed, God willing. Strong follow-up and integrated giving. Teaching all American and British curricula with cumulative experience of more than ten years in the field. Enjoyable classes that make the student work hard without motivation.

رينا

5.0

(83)

Trusted Teacher: A Sudanese math teacher in Abu Dhabi, specializing in teaching math in a simplified and easy-to-follow style for all levels, from first grade to sixth grade. She provides comprehensive support to students, including strengthening basic concepts and problem-solving.
Homework is presented in an easy and understandable manner. It focuses on simplifying mathematics and making it fun and easy to understand for all students, which contributes to raising student achievement and improving academic results.

Mahmoud

5.0

(83)

I love math very much it is a wonderful subject and I want my students to love it they just need to understand it well.
I like to keep my students excited about something new in every class and I just want them to enjoy what they learn.
Only if you want to excel and get the best bikes you should contact.
With us, mathematics is easier, God willing.

Shaymaa

5.0

(83)

Mathematics teacher for all educational levels
Ministerial and governmental approach
Homework solution
Helping the student in other academic subjects
Dissolution of the ministerial structure
Follow up with the guardian
Strengthening the level of weak students
Teaching in an easy and simple way

Mohammed

5.0

(83)

I am a professional AP Calculus tutor providing step-by-step explanations for exam preparation. I offer support through WhatsApp and follow the Pearson AP textbook as a reference. I focus on solving AP model questions and have a proven track record of helping students achieve excellent results in AP Calculus exams.

Chikhade

5.0

(83)

✨ School Tutoring with Excellent Prices! ✨. ✨

Are you looking for ongoing academic support for your children?
We offer school tutoring services in all subjects:
- Mathematics
- SAT (SAT Preparation Test)
- Chemistry
- Physics
- Science
- Russian Language (from beginner to advanced levels)
- Arabic Language

**A professional teacher with experience, and prices suitable for everyone!**

We cover curriculum:
- British
- American
- Ministry

And all levels and age groups up to university

Let us help your children excel and succeed!

Are you looking for ongoing academic support for your children?
We provide school follow-up services in all subjects:
- mathematics
SAT (SAT Teaching Test)
- chemistry
- physics
- Sciences
- Russian language (from zero to the highest levels)
- Arabic language

**Professional teacher with experience, and prices suitable for everyone!**

We cover the curriculum:
- British
- American
- Ministerial

All levels and age groups up to university level

Let us help your children excel and succeed!