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Online Training: Introduction to Python for Beginners-Intermediate
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From 14 $ /h
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This course is designed for anyone interested in learning data science using Python. It provides a hands-on introduction to fundamental data analysis tools such as NumPy, pandas, matplotlib, and seaborn. You'll learn how to manipulate datasets, create visualizations, and lay the foundations for statistical analysis and machine learning.

The course combines theory and practical exercises for effective, practical progress. No prior programming experience is necessary: we'll start with the basics to build solid, usable skills quickly.
Extra information
Please bring your own computer with Python installed (we will guide you through installation if necessary).
Location
location type icon
Online from Morocco
About Me
👋 Hello! My name is Hayat, passionate about programming, algorithmic logic... and languages! 🌟

With a Master's degree in modeling, scientific computing, and data science, I offer personalized courses in Python and algorithms, for all levels—from beginner to advanced.
My goal is to make each concept simple, clear and concrete, through practical examples and fun projects that develop your logical thinking and programming skills.

And because I also love sharing the richness of languages, I offer Arabic courses for foreigners, designed to teach you how to communicate easily while discovering Arab culture methodically and with pleasure.

✨ In summary: accessible, friendly and motivating courses, to learn to code, reason and speak Arabic with confidence! 🙌
Education
With a Bac+5 degree focused on advanced numerical methods, data analysis and machine learning applications, I have a solid scientific background allowing me to link theory, modeling and practice to solve complex problems effectively.
Experience / Qualifications
I gained hands-on experience through several internships focused on machine learning and artificial intelligence, including time series forecasting, real-time modeling, and AI image analysis.
I am proficient in Python, data analysis and mathematical modeling, with an approach that is both rigorous and oriented towards practical application.
I also have solid experience in tutoring, which has allowed me to develop a clear and accessible pedagogy to explain complex mathematical concepts.
Thanks to my in-depth training in statistics, algorithms and scientific computing, I know how to combine theory and practice in order to effectively solve various problems.
Age
Children (7-12 years old)
Teenagers (13-17 years old)
Adults (18-64 years old)
Student level
Beginner
Intermediate
Duration
60 minutes
90 minutes
The class is taught in
French
Arabic
English
Reviews
Availability of a typical week
(GMT -05:00)
New York
at teacher icon
Online via webcam
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
I have a degree in Modeling and Scientific Computing, with a strong background in mathematics and data science.

I offer private tutoring to help middle and high school students with:

Understanding the mathematical concepts of the curriculum

Succeeding in homework and exams

Prepare effectively for the Baccalaureate or other assessments

Follow the Moroccan or international program

Lessons are tailored to each student's level and pace, with clear explanations and practical exercises for rapid progress. I teach online via webcam, offering complete flexibility.
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Vous voulez analyser vos données avec Excel, sans vous perdre dans les formules ? Ce cours en ligne vous guide pas à pas, avec des exemples concrets et des exercices pratiques.

Vous apprendrez à :

organiser et nettoyer vos données (tri, filtres, suppression des doublons)
utiliser les formules essentielles (SOMME, SI, NB.SI, MOYENNE, RECHERCHEV / RECHERCHEX)
résumer vos données avec les tableaux croisés dynamiques
créer des graphiques clairs et présenter vos résultats

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Chemistry Calculations Masterclass | IGCSE & IB

### Master Chemistry Calculations and Maximize Your Exam Marks

Do you understand Chemistry theory but struggle when you face calculation questions?

Do you lose marks because of **formula selection, unit conversions, mathematical steps, significant figures, or poorly structured working**?

This masterclass is designed specifically for **IGCSE and IB Chemistry students** who want to build strong confidence in quantitative Chemistry and improve their exam performance.

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🇲🇦 Arabic
قد يبدو القانون صعباً: مصطلحات تقنية، نصوص طويلة، وتفكير قانوني دقيق. هدفي هو جعله واضحاً وسهلاً، باللغة التي تناسبك: الفرنسية أو الإنجليزية.

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ستتعلم:

فهم المدني، الجنائي، قانون الأعمال، الدستوري...)
Use: الحالات العملية
استعمال المصطلحات القانونية باللغات الثلاث
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Chemistry Calculations Masterclass | IGCSE & IB

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Do you understand Chemistry theory but struggle when you face calculation questions?

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In addition to academic preparation, I also focus on the psychological aspects of test-taking. Many students experience anxiety leading up to exams, which can affect their performance. I teach relaxation techniques and mental strategies to help manage stress, allowing students to approach their exams with a calm and focused mindset. By addressing both the academic and emotional challenges of test preparation, I equip students with a well-rounded toolkit for success.

Feedback is an essential part of the learning process, and I make it a priority to provide constructive and actionable insights during our sessions. After each practice test, I conduct a thorough review of the results, highlighting areas for improvement while also acknowledging progress. This continuous feedback loop helps students understand their growth and keeps them motivated throughout their preparation.

My commitment to student success goes beyond just teaching content. I aim to inspire a love for learning and self-improvement in each of my students. Many of my former students have gone on to achieve their academic goals, securing places at prestigious universities and programs. Their success stories are a testament to the effectiveness of my tailored approach and the dedication I bring to each tutoring session.

If you're looking to master the SAT, GMAT, or SSAT with confidence, I invite you to book a session now. Together, we will develop a customized learning plan that suits your individual needs, ensuring that you are not only prepared to face the test but also equipped to excel and reach your highest potential. With my guidance and your commitment, we can achieve outstanding results. Let’s embark on this journey to success together!
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Master Python with Personalized Courses

Discover the art of programming with Python courses tailor-made to meet your specific needs. Whether you are a beginner, intermediate or professional, my lessons are suitable for all levels.

Why Choose My Courses?

Personalized Teaching Approach: Each course is tailored to your skill level and individual goals.

Practical Experience: Learn by doing with real-world projects that build your understanding and skills.

Ongoing Support: Get unlimited email support for any questions you have between sessions.

As a Python expert, I have a passion for teaching and sharing my knowledge. My goal is to guide you effectively in your learning journey.

Book Your First Lesson:

Start your journey to Python mastery now by booking your first lesson. Whether you aspire to enter the development field or hone your existing skills, these courses are designed for you.
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Understanding algorithms is essential for anyone pursuing computer science or programming. In this course, I provide a structured approach to learning algorithms—from fundamental concepts like sorting and searching to advanced techniques such as dynamic programming and graph theory. Whether you're preparing for exams, coding interviews, or aiming to improve your problem-solving skills, this course is designed to build strong algorithmic thinking. Through practical examples and step-by-step explanations, I help students master the logic and techniques needed to write efficient and elegant code.
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These courses are part of a structured and progressive training in Object-Oriented Programming (OOP) with JavaScript, designed for beginner or intermediate developers who want to understand in depth how the language works, write clearer, more maintainable code and prepare themselves calmly for modern frameworks like React ⚛️.

Object-Oriented Programming is often perceived as complex or abstract.

My goal is simple: to make it logical, concrete, and immediately applicable.

🎯 Training Objectives

Upon completion of this training, you will be able to:

Understanding what Object-Oriented Programming really is (and when to use it)
Create and manipulate objects in JavaScript in a clean and efficient way
Use ES6 classes, constructors, and methods with confidence
Mastering this, the prototype, and the instantiation logic
Apply encapsulation, inheritance, and polymorphism without confusion
Avoiding common mistakes made by OOP beginners
Structure your JavaScript code like a professional developer

📖 Training Plan – Object-Oriented Programming in JavaScript
1. Introduction to Object-Oriented Programming 🧠
Understanding the concept, objectives and benefits of OOP.
2. Procedural Programming vs. OOP
Why unstructured code quickly becomes unmanageable.
3. Objects in JavaScript
Properties, methods and representation of the real world.
4. The keyword this
Understanding the execution context (often poorly understood).
5. Limitations of simple objects
Why duplicating code is a bad idea.
6. Constructive functions
Create multiple objects from the same model.
7. The keyword new
What it's actually doing under the hood.
8. The prototype
Sharing methods and memory optimization.
9. ES6 Classes
Modern syntax and best practices.
10. The builder
Proper initialization of objects.
11. Data Encapsulation
Protect the internal state of objects.
12. Inheritance between classes
Reusing code intelligently.
13. The keyword super
Communication between parent and child in the classroom.
14. Polymorphism
The same behavior, several forms.
15. Composition vs. Inheritance
Choosing the right architecture.
16. Best practices in OOP
Write readable, scalable, and maintainable code.
17. Common mistakes made by beginners
Pitfalls to absolutely avoid.
18. Guided practical exercise
Creation of a concrete class (product, user, etc.).
19. Assessment Quiz (Multiple Choice Questions)
To validate the actual understanding of the concepts.

🛠️ Teaching method: Understand before writing

This training program is based on a progressive and pragmatic approach:
Clear and illustrated explanations
Concrete examples from real projects
Simple but effective exercises
Constant questioning to avoid rote learning
Adaptation to the learner's level and pace
Here, we don't "recite OOP" — we understand it.

🚀 Learner's result

At the end of the training, you will not only know how to write a JavaScript class.
You will know:

1- Why does it exist?
2- When to use it
3- and when not to use it

You will leave with:
a solid understanding of OOP
a cleaner and more professional code
an ideal foundation for learning React, Node.js or any other modern framework
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I'm a working MEP engineer, currently building Python automation for Revit workflows daily - plan checks, model coordination, and repetitive drafting tasks. I teach other engineers, architects, and BIM professionals how to do the same, using pyRevit and real project workflows, not toy examples.

Topics include:
pyRevit fundamentals and setup
Automating repetitive Revit tasks (model checks, plan generation, data extraction)
Writing custom scripts for your firm's specific workflows
Applying Python automation to real MEP/BIM projects
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Je propose un accompagnement personnalisé en mathématiques, sciences et travail scolaire pour les élèves de 7 à 17 ans. Les cours sont adaptés à l’âge de chaque élève, à son niveau scolaire, à son programme, à son rythme d’apprentissage et à ses besoins individuels.

Cet accompagnement peut servir de soutien scolaire régulier, d’aide aux devoirs, de renforcement des notions fondamentales, d’aide pour surmonter des difficultés spécifiques, de préparation aux contrôles et examens, ou simplement permettre à l’élève de gagner en confiance et en autonomie dans son travail.

Selon l’âge et le niveau scolaire de l’élève, les cours peuvent inclure :

¤ Mathématiques — calcul, fractions, pourcentages, géométrie, algèbre, équations, fonctions, trigonométrie, probabilités, statistiques et résolution de problèmes

¤ Sciences — sciences générales, matière et énergie, notions de base en physique et chimie, biologie, corps humain, environnement, ainsi que d’autres thèmes selon le programme scolaire de l’élève

¤ Aide aux devoirs et soutien scolaire — compréhension des cours, réalisation des exercices, révision des notions difficiles, préparation aux contrôles et développement de méthodes de travail efficaces

Mon approche pédagogique évolue avec l’âge de l’élève. Pour les plus jeunes, je cherche à rendre les mathématiques et les sciences intuitives et intéressantes grâce à des explications claires, des exemples concrets et une approche qui stimule la curiosité. À mesure que l’élève progresse, j’introduis progressivement un raisonnement plus structuré, des méthodes de résolution de problèmes et davantage d’autonomie.

L’objectif n’est pas simplement de terminer les devoirs ou de mémoriser des informations, mais d’aider l’élève à comprendre ce qu’il apprend, à développer son raisonnement, à gagner en confiance et à devenir progressivement plus autonome.

Je suis titulaire d’un doctorat en physique et possède une solide formation académique en mathématiques, physique et sciences expérimentales. J’adapte chaque cours au programme scolaire réel de l’élève plutôt que de suivre un programme fixe.

Les cours peuvent être dispensés en français ou en anglais, avec des explications en arabe lorsque cela peut faciliter la compréhension.
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French
The law can seem difficult: technical vocabulary, lengthy texts, demanding legal reasoning. My goal is to make it clear and accessible, in the language that suits you best: Arabic, French, or English.

This course is aimed at law students (Bachelor's, Master's), candidates for competitive exams and professionals who want to strengthen their foundations.

You will learn to :

Understanding the fundamental concepts (civil law, criminal law, business law, constitutional law, etc.)
Mastering the methodology: essay, case commentary, practical case
Use legal terminology in all three languages
Prepare effectively for your exams and competitions

Each session is tailored to your level, your program and your goals.

🇬🇧 English
Law can feel hard: technical vocabulary, long texts and demanding legal reasoning. My goal is to make it clear and accessible, in the language that suits you best: Arabic, French or English.

This course is for law students (bachelor's, master's), exam candidates and professionals who want stronger foundations.

You will learn to:

Understand core concepts (civil, criminal, business and constitutional law...)
Master legal method: essays, case comments and case studies
Use legal terminology in all three languages
Prepare effectively for your exams

Each lesson is tailored to your level, your syllabus and your goals.

🇲🇦 Arabic
قد يبدو القانون صعباً: مصطلحات تقنية، نصوص طويلة، وتفكير قانوني دقيق. هدفي هو جعله واضحاً وسهلاً، باللغة التي تناسبك: الفرنسية أو الإنجليزية.

هذا الدرس موجه لطلبة القانون (الإجازة والماستر)، والمترشحين للمباريات، والمهنيين الراغبين في تقوية معارفهم.

ستتعلم:

فهم المدني، الجنائي، قانون الأعمال، الدستوري...)
Use: الحالات العملية
استعمال المصطلحات القانونية باللغات الثلاث
التحضير الجيد للامتحانات والمباريات

كل حصة مكيفة حسب مستواك وبرنامجك وأهدافك.
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📊Microsoft Office: To establish your office skills, manage data via Excel, write professional reports with Word, and prepare impressive presentations with PowerPoint.

📐 AutoCAD: To learn engineering drawing and design two-dimensional and three-dimensional plans with high accuracy and speed.

🛣️ Civil 3D: To learn road design, network design, surveying, and quantity surveying in a scientific and practical way
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Are high school or university STEM courses feeling overwhelming? Whether you're aiming for A/A grades in your secondary school board exams or striving to master foundational university coursework, this class is structured to make complex concepts intuitive, manageable, and scoring-friendly.

Who This Class Is For?
Secondary / High School Students (Ages 12–18): Preparing for WAEC, GCSE, IGCSE, SAT, A-Levels, IB, or national high school exit exams.

Early University Undergraduates: Taking 100/200-level foundational courses in General Chemistry, University Physics, Calculus, Linear Algebra, or Applied Mathematics.

Students Needing Exam Prep or Score Recovery: Turning struggling scores into distinction-level performance with structured problem-solving tactics.
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Hi! If physics is giving you a hard time and you are preparing for your GCSE or IGCSE exams under AQA, Edexcel, or OCR boards, I am here to help you take things from scratch and build complete confidence.
Here is how we go through the entire learning journey together:

Starting from the Basics: When we begin a new topic—whether it is forces, electricity, waves, or energy—we don't just jump into memorizing definitions. We start right from the very basics, breaking down what the concept actually means using simple, real-world logic.

Interactive Visual Learning: During our online session, we work on a shared digital whiteboard. I draw clean diagrams, circuit layouts, and ray optics step by step right in front of you so you can clearly visualize what is happening instead of just imagining it from a book.

Tackling Numericals: Physics formulas and calculations scare many students. We practice numerical problems slowly, learning how to rearrange formulas, substitute values correctly, and check units step by step until solving them becomes second nature.

Exam & Past Paper Practice: Once we finish a chapter, we immediately move to exam-style questions and past papers. We review how examiners mark answers, how to phraseexplanations properly, and how to manage time so you feel fully prepared and calm on your actual exam day.

Drop me a message anytime, and let's talk about which topics you want us to start working on together!
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Java is one of the most widely used languages in the world, both in business and in higher education. But learning Java is not just about writing code that "works": it's about writing code that is readable, reliable, and easy to maintain.

As a master's student in computer science, specializing in software quality, I offer a practical course that teaches you the language while giving you the good habits of professional developers from the start.
Good-fit Instructor Guarantee
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