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Online Training: Introduction to Python for Beginners-Intermediate
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From 13 Fr /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

Le cours s’adapte à votre niveau et à vos besoins (études, travail, projet personnel). Je suis data analyst et j’utilise l’analyse de données au quotidien, ce qui me permet de vous montrer des cas pratiques.
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Are you an IB Chemistry HL or SL student aiming for a higher grade and greater confidence in exams?

This course provides **structured, exam-focused IB Chemistry tutoring** designed to strengthen your understanding, improve problem-solving skills, and prepare you effectively for IB assessments.

With **10+ years of experience teaching international Chemistry curricula**, I help students move beyond memorizing content and learn how to apply Chemistry accurately to unfamiliar questions and IB-style problems.

### What We Cover

**IB Chemistry HL & SL**

* Complete syllabus coverage and targeted revision
* Concept clarification and deeper understanding
* Stoichiometry and quantitative calculations
* Organic Chemistry and reaction mechanisms
* Energetics and thermochemistry
* Kinetics
* Equilibrium
* Acids, bases and pH
* Redox reactions and electrochemistry
* Data-based and unfamiliar exam questions
* Past-paper practice and mark-scheme analysis
* Common mistakes and examiner expectations
* Exam timing and answer-structuring strategies

### IB Chemistry IA Support

Students can also receive structured guidance with their **Internal Assessment**, including:

* Developing and refining a suitable research question
* Discussing experimental design and methodology
* Data processing and uncertainty analysis
* Interpreting results
* Evaluation and conclusion
* Improving scientific reasoning and communication

IA support focuses on **guidance and feedback**, helping students understand how to develop and evaluate their own work.

### My Teaching Approach

Lessons are **structured, focused and personalized** according to the student's current level and target grade.

Students learn to:

* Understand Chemistry rather than simply memorize it
* Apply concepts to unfamiliar situations
* Solve calculations accurately and systematically
* Interpret graphs, tables and experimental data
* Structure answers according to IB expectations
* Learn from mark schemes and past-paper questions
* Identify and correct recurring mistakes
* Build confidence under exam conditions

Each student receives a **personalized study plan** based on their strengths, weaknesses, upcoming assessments and target grade.

Whether you are struggling with a particular topic, preparing for exams, or aiming to move from a good grade to an excellent one, the lessons are tailored to your specific needs.
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As a dedicated tutor with extensive experience in preparing students for standardized exams such as the SAT, GMAT, and SSAT, I understand the unique challenges that each of these tests presents. My approach is comprehensive and focuses on building a strong foundation in critical areas such as Mathematics, Quantitative Reasoning, Verbal Skills, and Analytical Writing. Each program I develop is tailored to the specific requirements of the exam, ensuring that students are well-prepared and confident on test day.

Having a deep understanding of the test formats and question types allows me to provide personalized strategies that target each student's individual strengths and weaknesses. I believe that every student has a unique learning style, and my goal is to enhance their test-taking skills while improving their time management. By fostering a supportive learning environment, I aim to boost students' confidence and empower them to achieve top scores.

My tutoring sessions incorporate a variety of effective methods, including real exam questions and timed practice tests. This hands-on approach allows students to familiarize themselves with the types of questions they will encounter, making the actual exam feel less daunting. I teach proven techniques for tackling even the most challenging problems, ensuring that students feel equipped to handle any question that comes their way.

One of the key components of my tutoring is helping students develop effective study habits. I provide guidance on creating a structured study plan that maximizes their preparation time and aligns with their personal goals. This structured approach not only keeps students on track but also helps them build a sense of accountability, which is crucial for success.

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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Do you need a boost in mathematics to better understand lessons, pass your exams or prepare for a competition? Do you want to learn to program in C, C++, Python or Java to develop skills sought after in the digital world?
This comprehensive and personalized academic support program is designed to meet your needs and help you succeed!

💡 Why Choose this Program?
This course offers tailor-made support, adapted to your level and your objectives:

🎯 Progress in mathematics by strengthening your foundations and mastering advanced concepts.
💡 Understand theoretical concepts in depth to better apply them in exercises and problems.
💻 Learn to program in C, C++, Python and Java with clear explanations and practical exercises.
🚀 Develop essential skills in algorithms and computer problem solving.
🎓 Effectively prepare for your exams (Bac, Licence, competitive exams) thanks to targeted revisions and practice subjects.
With a caring educational approach, this course helps you gain confidence and achieve your academic goals.

📘 Mathematics – From Secondary to Bachelor
Mathematics is the key to academic success in many scientific and technical fields.
This module covers:

Secondary Level (Middle and High School):

Arithmetic, fractions, percentages, proportionality.
Algebra: Equations, inequalities, functions (linear, quadratic, exponential, logarithmic).
Geometry: Theorems, trigonometry, analytical geometry.
Statistics and probability: Analyze data, calculate probabilities.
Preparation for exams: Brevet, Bac, entrance exams for grandes écoles.
University Level (Bachelor):

Differential and integral calculus: Derivatives, integrals, sequences and series.
Linear Algebra: Matrices, vectors, systems of linear equations.
Advanced Probability and Statistics: Random variables, probability laws, estimation and hypothesis testing.
Numerical analysis: Methods for approximate resolution of equations and systems of equations.
Discrete Mathematics: Graphs, Boolean logic, combinatorics.
This module offers progressive exercises, clear explanations and detailed corrections to understand in depth and train effectively.

💻 Programming – C, C++, Python and Java
Mastering programming is a major asset for success in the digital and technological field.
This module covers the fundamentals of programming to enable you to:

Understand algorithmic logic and computer problem solving.
Master the syntax of the C, C++, Python and Java languages.
Writing your first programs: Variables, conditional structures, loops, functions.
Work on practical projects: Calculator, data management, simple games, sorting and searching algorithms.
Develop advanced skills:
Object-oriented programming (C++, Java): Classes, inheritance, polymorphism.
Memory management (C, C++): Dynamic allocation, pointers.
File manipulation: Reading and writing data.
Data structures: Lists, stacks, queues, binary trees.
Code optimization for faster and more efficient programs.
This module offers concrete examples, practical exercises and motivating projects to help you learn while having fun while developing skills useful in the professional world.

🎯 Interactive and Motivating Teaching
Dynamic online courses: Learn from home in an interactive format with audio and screen sharing.
Tailor-made method: The courses are designed according to your level and your objectives for learning at your own pace.
Practical exercises and concrete projects: To apply theoretical concepts and develop your skills.
Personalized monitoring: Regular support to monitor your progress and adapt the program to your needs.
Encouragement and motivation: A positive approach to building your confidence in your abilities.
🔔 For Who?
This program is aimed at:

High school students wishing to strengthen their foundations in mathematics or learn to program.
University students in science or computer science looking to deepen their knowledge of math and programming.
Candidates for exams and competitions preparing for the Baccalaureate, a License, or entrance exams to the grandes écoles.
Programming enthusiasts wanting to learn the fundamentals of C, C++, Python or Java.
Adults in professional retraining wishing to acquire programming skills.
🚀 Ready to Succeed?
Join the "🎓 Academic Support – 📘 Maths from Secondary to Bachelor & 💻 Programming in C, C++, Python and Java!" and benefit from personalized support to achieve your goals.
Whether you want to improve your grades, pass your exams or develop programming skills, this program will give you knowledge, confidence and motivation.

Register today and take the first step towards success!
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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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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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Online Worldwide | Primary to High School (Grades 3-12) | IGCSE | GCSE | High School Diploma
Struggling with Math? I make Math simple, clear, and exam-focused.
I teach: Algebra, Geometry, Trigonometry, Statistics, Calculus Basics, Word Problems, Past Paper Practice.
My method:
Diagnose weak areas in first lesson. Explain concepts with simple examples. Practice with graded exercises + homework help. Weekly progress tracker for parents. I have helped students jump 2-3 grades in one term. Whether you need foundation, homework support, or IGCSE/GCSE final revision, I will help you pass with confidence.
Platforms: Zoom / Google Meet / WhatsApp Video
Languages: English & Setswana
First lesson: Assessment + consultation!
Book now and boost your grade.2. ENGLISH DESCRIPTION - For English Class Title to use: English Tutor - Grammar, Essay Writing & Fluency - IGCSE & High School
Description:
Online Worldwide | Primary to High School | IGCSE English Language & Literature | GCSE
Confident English = Confident Student. I help you write better, speak clearly, and score higher.
I teach:
Grammar & Vocabulary | Essay Writing (Descriptive, Narrative, Argumentative)Comprehension & Summary Literature Analysis | Speaking & Presentation Skills | IGCSE / GCSE Exam Techniques. Each lesson: Clear explanation + Model essay + Your writing + My feedback within 24 hours.
Perfect for: ESL learners, primary students, high school students, adults, IGCSE/GCSE candidates.
Let's make English your best subject. Book your first today! 3. SCIENCE DESCRIPTION - For Science Class Title to use: Science Tutor - Biology, Chemistry, Physics - High School & IGCSE
Description:
Online Worldwide | Combined Science | Biology | Chemistry | Physics | IGCSE | GCSE
Science made easy with diagrams, real-life examples, and exam answers that get marks.
I teach:
Biology: Cells, Genetics, Ecology, Human Body; Chemistry: Atoms, Reactions, Periodic Table, Practicals; Physics: Forces, Energy, Electricity, Motion; Combined Science & General Science (Grades 6-12). What you get:
Visual lessons, simplified notes, past paper Q&A, practical demonstrations, exam technique (how to answer 6-mark questions).
I help students who say "I don't understand Science" become students who say "Science is easy!"
Suitable for IGCSE, GCSE, BGCSE, and all High School curricula.
Book your assessment.4. ICT / COMPUTER DESCRIPTION - For ICT Class (Highest Pay)Title to use: ICT & Computer Science - MS Office, Coding, IGCSE ICT - Online Worldwide
Description:
Online Worldwide | ICT | Computer Science | Digital Skills | IGCSE ICT | Beginners to Advanced
From computer basics to coding - I teach ICT for school, work, and the future.
I teach:
Computer Basics & Digital Literacy; Microsoft Office: Word, Excel, PowerPoint (Advanced formulas, presentations); Internet & Email Skills; IGCSE ICT Theory & Practical (Spreadsheet, Database, Document Production); Intro to Coding: Scratch & Python for Kids/Teens; Computer Skills for Adults & Students. Perfect for: Primary students, high school students, IGCSE ICT exam prep, adults needing work skills, beginners with zero experience.
Lesson style: Screen-share, hands-on practice, take-home tasks, step-by-step notes.
No jargon. 100% practical. You will use the computer confidently after 3 lessons.
Platforms: Zoom with screen share
Start today - First lesson includes a ICT skills assessment! Availability: Flexible - I teach across time zones (Africa, UK, Europe, USA) | Message me on Apprentus to schedule your time in Gaborone time (CAT).
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You have a kid that's interested in programming?? Set up a class for him with me. Aya a software engineer turned teacher. I was a software engineer for 3 years before I joined the teaching industry and I currently teach computer science in Chichester College in United Kingdom. I want to advocate for computer science and help familiarise kids at a young age with programming in Python.

Send me a message let's chat about what you want your kid to learn and what I can offer! :)
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