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منذ فبراير 2025
أستاذ منذ فبراير 2025
📚 High School & Middle School Math Tutoring – Master Concepts & Ace Your Exams
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من 37 $
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Struggling with math? Need help preparing for exams? I’m Bruno, a physics graduate with a passion for teaching mathematics in a clear and engaging way. Whether you’re aiming to strengthen your fundamentals or tackle advanced topics, my personalized lessons will help you gain confidence and improve your problem-solving skills.

🔹 What I Teach:
✔️ Algebra – Equations, functions, polynomials
✔️ Geometry – Trigonometry, coordinate geometry, proofs
✔️ Calculus – Limits, derivatives, integrals
✔️ Probability & Statistics – Data analysis, probability theory
✔️ Exam Preparation – A-levels, IB, AP, IGCSE, Dutch HAVO/VWO Math

🔹 How I Teach:
✅ Step-by-step explanations tailored to your needs
✅ Past paper practice & exam strategies
✅ Interactive and engaging lessons to make math enjoyable

Whether you need help with homework, test prep, or deeper understanding, I’m here to guide you. Book a session and let’s make math easier together! 🚀
المكان
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عبر الانترنت من البرتغال
من أنا؟
With a strong academic background in physics and environmental sciences, combined with professional research experience, I bring a structured and analytical approach to teaching math and physics. In addition, as a jazz pianist trained at the Prince Claus Conservatoire, I offer engaging music lessons focusing on piano, improvisation, and music theory. Passionate about both science and the arts, I strive to make learning enjoyable and accessible for students of all levels.
المستوى التعليمي
Prince Claus Conservatoire, Netherlands (2022–2024)
Bachelor's in Jazz Piano

University of Minho, Portugal (2014–2017)
Bachelor's in Physics
Final Project: Development of thin films for gas molecule detection

University of Minho, Portugal (2017–2019)
Master's in Environmental Sciences and Technologies
Final Project: Energy-efficient materials for pollutant removal

University of Minho, Portugal (2020–2021)
Postgraduate in Materials Engineering
Final Project: Multifunctional membranes for water remediation

Catholic University of Portugal (2021–2022)
Postgraduate in Human Rights
الخبرة / المؤهلات
Private Tutor – Math, Physics & Music
Teaching students of various levels in mathematics, physics, and piano/music theory

Scientific Researcher – TecMinho, Portugal (2019–2020)

Research Intern – BCMaterials, Spain (2019)
Conducted research on advanced nanostructured materials

Volunteer – MEERU Aproxima, Portugal (2020–2021)

Engaged in social and community support initiatives
السن
الأطفال (7-12 سنة)
شباب (13-17 سنة)
الكبار (18-64 سنة)
الكبار (65 سنة فأكثر)
مستوى الطالب
مبتدئ
متوسط
متقدم
المدة
60 دقيقة
الدرس يدور باللغة
الإنجليزية
مهارات
الجاهزية في الأسبوع العادي
(GMT -05:00)
نيويورك
at teacher icon
على الانترنت عبر كاميرا ويب
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
Struggling with physics? Want to boost your grades or just understand concepts better? I’m here to help! My tutoring sessions are designed to make physics clear, engaging, and easy to understand—no more confusing formulas or overwhelming theories!

✅ What You’ll Learn:
Mechanics, forces, and motion 🏎️
Electricity and magnetism ⚡🧲
Waves and optics 🌊🔦
Thermodynamics and energy 🔥
Problem-solving strategies for exams ✏️

💡 Why Choose My Lessons?
Personalized approach – I adapt to your learning style
Step-by-step explanations – No memorization, just real understanding
Interactive and engaging – Learn through examples and practice
Support for homework and exam prep – Get the best results!

📚 Who’s it for?
Students until High school level
Anyone struggling with physics concepts
Those preparing for exams or needing extra support

📆 Flexible scheduling available! Let’s make physics simple and fun—book a session today!
إقرأ المزيد
🎹🎶 Ready to take your piano skills to the next level? Whether you're looking to learn the foundations of piano, explore jazz improvisation, or dive deep into music theory, this class is for you!

In these lessons, you’ll:
Master the basics of piano technique 🎶
Learn music theory concepts to enhance your understanding of music 📚
Explore jazz piano and improvisation skills 🎷
Develop your musical ear and creativity 🎧

Each class is tailored to your goals and skill level, making sure you progress at your own pace. Let’s unlock your full musical potential and have fun while doing it! 🚀🎶
إقرأ المزيد
فصول مماثلة
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The math, physics, chemistry, and SVT courses of the French or Swiss program of maturity or university are done by either in-depth explanations or by a quick course and summary of essential needs according to the case of each student supported by exercises from the book or evaluations and exams from other high schools.
A special follow-up program to better prepare for the Terminales session.
So that I can give support courses for the 1st year of university in Mathematics - Analysis - Matrices - Statistics - Algebra - Geometry - Physics - Mechanics - Electricity - Chemistry - Organic Chemistry - Biology, Geology.
My experience is too long and for years I have learned methods for each case and for each student to fill in their gaps with the best results of Excellent, Very Good, and Good as mentioned by my students.
I can also help students to better prepare for courses and support them to better prepare for the duties of CNED in science subjects.
Guaranteed response within minutes up to 10 hours maximum.
verified badge
Need help with math? Do not search anymore ! I am here to help you overcome your difficulties and progress in this exciting subject. Whether you are in middle school, high school, or even university, my mathematics courses in French are suitable for all levels and all requirements.

With clear explanations and practical exercises, I will help you understand fundamental concepts and master the skills needed to succeed on your exams and assignments. From arithmetic to algebra, geometry and calculus, I cover a wide range of topics to meet your specific needs.

My classes are taught online via webcam, allowing you complete flexibility in your schedule. Whether you're at home or on the go, you can access quality lessons, taught in French, to help you achieve your academic goals.

Don't let math discourage you. Contact me today to book your first lesson and start building your maths confidence! 🌟📐

RAYEN
verified badge
This course aims to provide you with the knowledge and tools needed to better understand and master mathematics and physics. We offer personalized support to students of all specialties.

Sessions can be tailored to your specific needs, whether you are alone or in a group. We adjust the sessions according to your level and expectations.

Please do not hesitate to contact us if you have any questions.
verified badge
Teaching the entire mathematics curriculum to students from the third grade to the third preparatory grade, while following up on the student’s level and working on the lessons with which he faces difficulty in understanding, with a focus on the solution to master any skill that the student must master, you will feel the necessary confidence before entering the exam.
verified badge
With over 4 years of experience I teach math curriculums (GCSE, IGCSE, IB CNISE, SAT) to students from earlier stages, elementary to high school. I focus on all mathematical concepts, develop classroom materials, organize activities, assign homework, grade tests, and prepare students for exams. I prepare mathematics curriculum for my students, like college entrance exams.

I demonstrate excellent mathematics skills and analytical thinking alongside solid instruction. I instruct my students throughout the year and create lesson plans, assign homework, and manage online classrooms. I keep in touch with parents to be aware of the progress.
I hold a Master's degree in Engineering with teacher education courses and I've achieved the highest grades in my math courses throughout the years with straight A Grades.

My Responsibilities towards my students
-Create a great environment that is conducive to learning.
-Care for and effectively assist students with special concerns.
-Analyze data to determine student progress and achievement.
-Work with individual and small groups of students to support mathematics instruction.
-Encourage students who need extra help
-Plan and carry out instructions, activities and prepare learning materials.
-Maintain appropriate records and follow required procedures and practices.
-Work with students to develop and monitor academic goals for both short-term and long-term success.


My qualifications
-Master Degree in Engineering
-An experienced teacher for over 4 years
-Experience with calculus, geometry, statistics, and trigonometry.
-Dedication to instruction of critical thinking and problem-solving with confidence in a collaborative environment.
- Leadership skills and a positive attitude when assisting with decision making.
-Demonstrated professionalism and dedication to continuous improvement.
-Time management skills.
verified badge
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.
verified badge
I am an experienced teacher, particularly in academic support and homework monitoring, whether online or in person.
I provide private lessons for primary school four sessions per week (Math, Reading and comprehension, French, Written expression).
I am experienced in teaching the Arabic language to non-Arabic speakers using booklets known as the volume of Medina series...
verified badge
**🌟 Excellence Assured: Prepare for the Bac G/E physics test! 📚**

Dear Future Bachelor,

The Baccalaureate physics test is an exciting challenge, and I am here to rigorously guide you towards success. I am Mohamed, and using innovative methods, cutting-edge techniques and effective tips, I prepare you to face this exam with confidence.

📊 **Why Choose My Physical-Chemistry Support for the Baccalaureate?**

🔥 **Targeted Approach:** With my experience and my passion for private lessons and with my students as a chemistry teacher, I am here to support you in your preparation for the physics-chemistry test at the Bac. My goal is to help you master key concepts and develop a deeper understanding.

🎯 **Strategic Thinking:** Beyond simple memorization, I encourage you to think and analyze questions critically. This approach strengthens your autonomy in reflective subjects, a valuable asset for exams and beyond.

📚 **Solid Foundation:** My supervision is based on methodological bases and essential know-how. I will guide you through each step of the physics-chemistry test, equipping you with the skills needed to excel.

📝 **Authentic Preparation:** At the end of each session, you will receive a BAC-type table assignment adapted to your needs. Before taking it under exam conditions, you will have access to the PDF course materials and the methodology necessary to prepare with complete confidence.


📅 **Register Now!**
verified badge
The SAT exam is one of the major steps you need to go through in your life; it's a step that is going to determine your college, your university, and your future as a whole. As with a lot of things in life, it can be a hard step, and there is no shame in asking for help. Here comes my role: I will help you overcome your problems and your difficulties. My job here is to help you achieve your desired results and unlock your potential. Simply put, we will go through every lesson, every unit, and every chapter. We will understand the concept of each lesson, with clear examples to follow. After each one, you will be tested, and after finishing your program, you will be tested on it. That's my plan for my students, so if you are interested, you can easily contact me.
verified badge
Ce cours s’adresse aux étudiants de toutes spécialités souhaitant :

°° Renforcer leurs bases en mathématiques, physique et sciences d’ingénieur.

°° Comprendre en profondeur les concepts clés.

°° Préparer efficacement leurs devoirs, contrôles et examens.


Pourquoi choisir ce cours ?

°° Méthodes pédagogiques adaptées à chaque élève.

°° Explications claires et simplifiées pour une compréhension rapide.

°° Résolution d’exercices types et aide personnalisée.

Modalités des cours :

•• Cours en ligne interactifs avec un suivi personnalisé.

•• Horaires flexibles pour s’adapter à votre emploi du temps.
verified badge
Are you a student in a bachelor's degree program, preparatory classes, or engineering school and need help understanding your math courses? I'm here to help you online.
Course in descriptive statistics, combinatorial analysis and probability. R programming language.
Algebra and analysis for the bachelor's degree.
Mathematics courses for engineering programs.
Numerical analysis courses for Master's and engineering programs.
High school diploma and university level.
I offer you the option of a single block course or sessions spread over several weeks.
verified badge
This fun and interactive math class is designed to help kids build strong math skills and confidence while enjoying the learning process! Through games, real-life examples, and easy-to-follow explanations, students will explore essential math topics such as addition, subtraction, multiplication, division, fractions, and problem-solving.

Each lesson is adapted to the child’s level and learning pace, encouraging curiosity, critical thinking, and a love for numbers. My goal is to make math simple, engaging, and rewarding for every student.

Whether your child needs extra help with schoolwork or wants to get ahead, this class provides the perfect balance of learning and fun!
verified badge
Tous les sections ,Maths pour les élèves de bac, eco ,maths ,info , sciences
Maths pour les élèves de bac, eco ,maths ,info , sciences
Maths pour les élèves de bac, eco ,maths ,info , sciences
Maths pour les élèves de bac, eco ,maths ,info , sciences
verified badge
I offer private math tutoring tailored to each student's level and needs, from high school to preparatory classes. A former student of the MP track in preparatory classes for the Grandes Écoles (CPGE) and currently an engineering student at École Centrale Casablanca, I draw on a solid theoretical foundation and numerous exercises to make concepts clearer and more accessible. I favor an interactive method: detailed explanations, concrete examples, and targeted practice to improve understanding and speed.
verified badge
Module 1 : Dénombrement
Ce module pose les bases logiques indispensables pour les probabilités
.Analyse Combinatoire : Permutations, arrangements (avec et sans répétition) et combinaisons.
Outils de dénombrement : Utilisation du triangle de Pascal et de la formule du Binôme de Newton.
Applications concrètes : Résolution de problèmes complexes (tirages, codes, partitions).

Module 2 : Probabilités (Modéliser l'aléatoire
)De la théorie classique aux modèles plus complexes.
Probabilités Fondamentales : Axiomes, probabilités conditionnelles et indépendance (Théorème de Bayes).Variables Aléatoires Discrètes : Lois de Bernoulli, Binomiale et de Poisson (Espérance, Variance et Écart-type).

Module 3 : Statistique Descriptive
Savoir organiser, résumer et interpréter des séries de données.Indicateurs de Position : Moyenne, Médiane, Mode et Quartiles.
Indicateurs de Dispersion : Variance, Écart-type et Étendue.

Représentations Graphiques : Histogrammes, diagrammes en boîte (Box-plots) et courbes cumulatives.Statistiques Bivariées : Corrélation linéaire, droite de régression et méthode des moindres carrés.

Ma Méthodologie : Avant de manipuler les formules , j'enseigne la logique du choix et de l'ordre pour éviter les erreurs classiques. Rigueur de Rédaction : En statistiques et probabilités, la rédaction est cruciale.
J'enseigne comment justifier chaque étape pour maximiser les points aux examens
Utilisation des Outils : MIntroduction au langage R.
Lien avec le Machine Learning : Pour les étudiants intéressés, je montre comment ces concepts sont les fondations de l'Intelligence Artificielle moderne.
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اتصل بBruno
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الدرس الأول مضمون
بواسطة
ضمان المدرس المناسب
فصول مماثلة
arrow icon previousarrow icon next
verified badge
The math, physics, chemistry, and SVT courses of the French or Swiss program of maturity or university are done by either in-depth explanations or by a quick course and summary of essential needs according to the case of each student supported by exercises from the book or evaluations and exams from other high schools.
A special follow-up program to better prepare for the Terminales session.
So that I can give support courses for the 1st year of university in Mathematics - Analysis - Matrices - Statistics - Algebra - Geometry - Physics - Mechanics - Electricity - Chemistry - Organic Chemistry - Biology, Geology.
My experience is too long and for years I have learned methods for each case and for each student to fill in their gaps with the best results of Excellent, Very Good, and Good as mentioned by my students.
I can also help students to better prepare for courses and support them to better prepare for the duties of CNED in science subjects.
Guaranteed response within minutes up to 10 hours maximum.
verified badge
Need help with math? Do not search anymore ! I am here to help you overcome your difficulties and progress in this exciting subject. Whether you are in middle school, high school, or even university, my mathematics courses in French are suitable for all levels and all requirements.

With clear explanations and practical exercises, I will help you understand fundamental concepts and master the skills needed to succeed on your exams and assignments. From arithmetic to algebra, geometry and calculus, I cover a wide range of topics to meet your specific needs.

My classes are taught online via webcam, allowing you complete flexibility in your schedule. Whether you're at home or on the go, you can access quality lessons, taught in French, to help you achieve your academic goals.

Don't let math discourage you. Contact me today to book your first lesson and start building your maths confidence! 🌟📐

RAYEN
verified badge
This course aims to provide you with the knowledge and tools needed to better understand and master mathematics and physics. We offer personalized support to students of all specialties.

Sessions can be tailored to your specific needs, whether you are alone or in a group. We adjust the sessions according to your level and expectations.

Please do not hesitate to contact us if you have any questions.
verified badge
Teaching the entire mathematics curriculum to students from the third grade to the third preparatory grade, while following up on the student’s level and working on the lessons with which he faces difficulty in understanding, with a focus on the solution to master any skill that the student must master, you will feel the necessary confidence before entering the exam.
verified badge
With over 4 years of experience I teach math curriculums (GCSE, IGCSE, IB CNISE, SAT) to students from earlier stages, elementary to high school. I focus on all mathematical concepts, develop classroom materials, organize activities, assign homework, grade tests, and prepare students for exams. I prepare mathematics curriculum for my students, like college entrance exams.

I demonstrate excellent mathematics skills and analytical thinking alongside solid instruction. I instruct my students throughout the year and create lesson plans, assign homework, and manage online classrooms. I keep in touch with parents to be aware of the progress.
I hold a Master's degree in Engineering with teacher education courses and I've achieved the highest grades in my math courses throughout the years with straight A Grades.

My Responsibilities towards my students
-Create a great environment that is conducive to learning.
-Care for and effectively assist students with special concerns.
-Analyze data to determine student progress and achievement.
-Work with individual and small groups of students to support mathematics instruction.
-Encourage students who need extra help
-Plan and carry out instructions, activities and prepare learning materials.
-Maintain appropriate records and follow required procedures and practices.
-Work with students to develop and monitor academic goals for both short-term and long-term success.


My qualifications
-Master Degree in Engineering
-An experienced teacher for over 4 years
-Experience with calculus, geometry, statistics, and trigonometry.
-Dedication to instruction of critical thinking and problem-solving with confidence in a collaborative environment.
- Leadership skills and a positive attitude when assisting with decision making.
-Demonstrated professionalism and dedication to continuous improvement.
-Time management skills.
verified badge
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.
verified badge
I am an experienced teacher, particularly in academic support and homework monitoring, whether online or in person.
I provide private lessons for primary school four sessions per week (Math, Reading and comprehension, French, Written expression).
I am experienced in teaching the Arabic language to non-Arabic speakers using booklets known as the volume of Medina series...
verified badge
**🌟 Excellence Assured: Prepare for the Bac G/E physics test! 📚**

Dear Future Bachelor,

The Baccalaureate physics test is an exciting challenge, and I am here to rigorously guide you towards success. I am Mohamed, and using innovative methods, cutting-edge techniques and effective tips, I prepare you to face this exam with confidence.

📊 **Why Choose My Physical-Chemistry Support for the Baccalaureate?**

🔥 **Targeted Approach:** With my experience and my passion for private lessons and with my students as a chemistry teacher, I am here to support you in your preparation for the physics-chemistry test at the Bac. My goal is to help you master key concepts and develop a deeper understanding.

🎯 **Strategic Thinking:** Beyond simple memorization, I encourage you to think and analyze questions critically. This approach strengthens your autonomy in reflective subjects, a valuable asset for exams and beyond.

📚 **Solid Foundation:** My supervision is based on methodological bases and essential know-how. I will guide you through each step of the physics-chemistry test, equipping you with the skills needed to excel.

📝 **Authentic Preparation:** At the end of each session, you will receive a BAC-type table assignment adapted to your needs. Before taking it under exam conditions, you will have access to the PDF course materials and the methodology necessary to prepare with complete confidence.


📅 **Register Now!**
verified badge
The SAT exam is one of the major steps you need to go through in your life; it's a step that is going to determine your college, your university, and your future as a whole. As with a lot of things in life, it can be a hard step, and there is no shame in asking for help. Here comes my role: I will help you overcome your problems and your difficulties. My job here is to help you achieve your desired results and unlock your potential. Simply put, we will go through every lesson, every unit, and every chapter. We will understand the concept of each lesson, with clear examples to follow. After each one, you will be tested, and after finishing your program, you will be tested on it. That's my plan for my students, so if you are interested, you can easily contact me.
verified badge
Ce cours s’adresse aux étudiants de toutes spécialités souhaitant :

°° Renforcer leurs bases en mathématiques, physique et sciences d’ingénieur.

°° Comprendre en profondeur les concepts clés.

°° Préparer efficacement leurs devoirs, contrôles et examens.


Pourquoi choisir ce cours ?

°° Méthodes pédagogiques adaptées à chaque élève.

°° Explications claires et simplifiées pour une compréhension rapide.

°° Résolution d’exercices types et aide personnalisée.

Modalités des cours :

•• Cours en ligne interactifs avec un suivi personnalisé.

•• Horaires flexibles pour s’adapter à votre emploi du temps.
verified badge
Are you a student in a bachelor's degree program, preparatory classes, or engineering school and need help understanding your math courses? I'm here to help you online.
Course in descriptive statistics, combinatorial analysis and probability. R programming language.
Algebra and analysis for the bachelor's degree.
Mathematics courses for engineering programs.
Numerical analysis courses for Master's and engineering programs.
High school diploma and university level.
I offer you the option of a single block course or sessions spread over several weeks.
verified badge
This fun and interactive math class is designed to help kids build strong math skills and confidence while enjoying the learning process! Through games, real-life examples, and easy-to-follow explanations, students will explore essential math topics such as addition, subtraction, multiplication, division, fractions, and problem-solving.

Each lesson is adapted to the child’s level and learning pace, encouraging curiosity, critical thinking, and a love for numbers. My goal is to make math simple, engaging, and rewarding for every student.

Whether your child needs extra help with schoolwork or wants to get ahead, this class provides the perfect balance of learning and fun!
verified badge
Tous les sections ,Maths pour les élèves de bac, eco ,maths ,info , sciences
Maths pour les élèves de bac, eco ,maths ,info , sciences
Maths pour les élèves de bac, eco ,maths ,info , sciences
Maths pour les élèves de bac, eco ,maths ,info , sciences
verified badge
I offer private math tutoring tailored to each student's level and needs, from high school to preparatory classes. A former student of the MP track in preparatory classes for the Grandes Écoles (CPGE) and currently an engineering student at École Centrale Casablanca, I draw on a solid theoretical foundation and numerous exercises to make concepts clearer and more accessible. I favor an interactive method: detailed explanations, concrete examples, and targeted practice to improve understanding and speed.
verified badge
Module 1 : Dénombrement
Ce module pose les bases logiques indispensables pour les probabilités
.Analyse Combinatoire : Permutations, arrangements (avec et sans répétition) et combinaisons.
Outils de dénombrement : Utilisation du triangle de Pascal et de la formule du Binôme de Newton.
Applications concrètes : Résolution de problèmes complexes (tirages, codes, partitions).

Module 2 : Probabilités (Modéliser l'aléatoire
)De la théorie classique aux modèles plus complexes.
Probabilités Fondamentales : Axiomes, probabilités conditionnelles et indépendance (Théorème de Bayes).Variables Aléatoires Discrètes : Lois de Bernoulli, Binomiale et de Poisson (Espérance, Variance et Écart-type).

Module 3 : Statistique Descriptive
Savoir organiser, résumer et interpréter des séries de données.Indicateurs de Position : Moyenne, Médiane, Mode et Quartiles.
Indicateurs de Dispersion : Variance, Écart-type et Étendue.

Représentations Graphiques : Histogrammes, diagrammes en boîte (Box-plots) et courbes cumulatives.Statistiques Bivariées : Corrélation linéaire, droite de régression et méthode des moindres carrés.

Ma Méthodologie : Avant de manipuler les formules , j'enseigne la logique du choix et de l'ordre pour éviter les erreurs classiques. Rigueur de Rédaction : En statistiques et probabilités, la rédaction est cruciale.
J'enseigne comment justifier chaque étape pour maximiser les points aux examens
Utilisation des Outils : MIntroduction au langage R.
Lien avec le Machine Learning : Pour les étudiants intéressés, je montre comment ces concepts sont les fondations de l'Intelligence Artificielle moderne.
ضمان المدرس المناسب
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اتصل بBruno