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Depuis décembre 2024
Professeur depuis décembre 2024
A professor can teach programming, science, and behavioral research.
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Àpd 42.63 $ /h
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Hi, my name is Shaima. I hold a PhD in Mathematics and Computer Science and am available to teach on an hourly or monthly basis. I am fluent in Spanish, Arabic, and English.A professor can teach programming, science, and conduct research.thanks
Lieu
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En ligne depuis Espagne
Age
Enfants (7-12 ans)
Adolescents (13-17 ans)
Adultes (18-64 ans)
Seniors (65+ ans)
Niveau du Cours
Débutant
Intermédiaire
Avancé
Durée
30 minutes
45 minutes
60 minutes
90 minutes
120 minutes
Enseigné en
espagnol
arabe
anglais
Disponibilité semaine type
(GMT -05:00)
New York
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Cours par webcam
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
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Python is one of the best, if not the best, language to start learning programming. It is also one of the most widely used languages today, especially in cutting-edge areas such as machine learning.

This popularity means that Python is constantly evolving. It offers a wide range of tools and libraries, which are free and very varied.

As an aeronautical engineer, I like to share my knowledge and derive satisfaction from it by teaching and motivating others.

I'm used to working with people of different ages. I believe in the importance of segmenting learning, visualizing progress, setting concrete goals and practicing regularly.

Beyond these general principles, there is no magic rule or method. Some approaches work with some students but not with others. Adaptation to individual needs is therefore the main objective of private lessons. So I will do my best to find what motivates and helps my student.
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Native professional Arabic teacher offering Arabic language classes- typical Arabic (Fusha) or middle eastern dialects (Jordanian, Lebanese and gulf).
These classes are INDIVIDUAL and PERSONALIZED according to your demands.
I can help you to learn basics even from Alphabet to conjugation,plus writing and speaking.
My method will take you step by step to meet your goal! I am dynamic, easy-going and full of energy!
All material will be provided to you by email.
Lessons are well organized
I can suggest a weekly task.

In addition, I can provide support in proofreading and translation.
About me:
I am a highly qualified teacher with a Master's degree in Philology and Literature as well as 13 years of experience.
As I have studied in high ranked European universities and traveled around the world, so I'm able to support you with job interviews and public speech.
Language of teaching can be English,French, Spanish and Arabic.
Classes can be via Skype or zoom.
Thank you for your interest in my profile, أهلاً وسهلاً ومرحباً بكم في صفحتي
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Native Teacher of Standard Classical / Modern Arabic (or Egyptian Dialect) graduated in Linguistic Studies from Cairo University, Egypt. I teach adults as well as children.
Methodology
Hello everyone, Perfectly trilingual Arabic teacher, pedagogue and accustomed to a French-speaking audience, offers personalized and quality courses. The courses are aimed at a very large audience, adults and children. Whatever your objectives (professional, tourism, personal ...) and your level (perfectly beginner, false start, intermediate or advanced ...) My courses are diverse and often fun. I adapt particularly to the needs of each one in order to help achieve the targeted objectives regardless of the level. With me, Guaranteed results! I would be delighted to accompany you in your learning.

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The ages of my students vary between 7 and 70 years old and they have all improved since I have been accompanying them in learning languages. In addition, I give French lessons to students from primary to high school. 20 years of experience in teaching the Arabic language to children and adults. (individual and group lessons) I suggest:
- Modern Arabic courses which allow you to start and progress, both orally and in writing.
- Switch to dialect.
- Intensive Arabic teaching.
- Improve grammar and written Arabic.
- Arabic lessons: basic to advanced.

Mohamed's Curriculum Vitae
- Holder of a literary baccalaureate in Cairo, Egypt.
- Holder of a diploma in teaching the Arabic language to non-natives, the House of Arabic Language Sciences, Cairo University, Egypt.
-Holder of a C2 level in French and English.
- Holder of a diploma in teaching English to non-native speakers = TEFL. (UK)
== For more details, please copy and paste into your browser to visit my:
Languages:
Arabic: Mother Tongue.
French - Perfectly, read, spoken and written.
English - Perfectly, read, spoken and written.
Spanish - intermediate, read, spoken and written.

Hobbies :
Music, Tinkering around the house, Going to museums,
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Python is the programming language these days. It is simple, nice and almost all modern applications use it. With Python, we can now create artificial intelligence models that reduce human effort and give us more accurate and reliable results. The Java and C languages are not lacking in importance, they also make it possible to create applications optimized in terms of RAM.

The composition of the course depends on the level of the student and his own objectives. The first session is a one-hour evaluation session which allows the diagnosis of the level and the needs of the student. From this diagnosis we establish together a program that we will follow during our course.

Generally the course allows the student to assimilate:
* Predefined Data Types & Variables;
* Conditional Structures & Loops;
* Functions ;
* Object-oriented programming (OOP);
* Digital engineering;
* An introduction to databases (Examples and uses)
* Relational Algebra
* LDD, LCD, LMD, LCT
* SQL queries (SELECT, UPDATE, ...)
* Creation of a database and automation of queries using the Python language
* Handling files (TXT, Excel, CSV, JSON, Word);
* Data science;
* Introduction and some applications of Artificial Intelligence.

I am waiting for you to start this adventure.
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Bonjour :)

Je suis professeur bilingue 24 ans d'expérience. Je donne des cours de Darija marocaine et Arabe classique en présentiel ou en ligne via Teams.Méthode facile et pédagogique très souple. Veuillez me contacter vous n'allez pas le regretter :)

Cordialement
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I am a high school teacher. I speak several languages. Arabic is my native language. I have worked with all levels. And I had training in teaching 👩‍🎓. I helped several foreigners master standard Arabic and the Tunisian dialect 🏆.

I follow an official and recognized program to prepare lessons for each learner.
I use conversations, text images, games, videos, stories to facilitate learning.

I am patient, sociable, and I listen to my learners.
In short, I help you to be able to speak, read, and write in Standard Arabic or Tunisian Arabic. 💐
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Hi everyone, my name is Abir and I am Tunisian.
The Tunisian dialect is a rich and fascinating language which is distinguished by the presence of one and/or several variants of other foreign languages.
If you are interested in the Tunisian dialect, I can help you learn it in a simple and motivating way. We will learn the words and how to pronounce them, also, we will practice together so that you master it.

Do not hesitate to contact me.
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Effective, fun course, appropriate to the needs and level of the apprentice. Regular monitoring, well-studied pedagogy. Our way is the fruit of years of experience. Don’t hesitate to reserve your places and become Arabic speakers.

Omar may Allah be pleased with him said: 'learn Arabic because it is part of your religion'.
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Master Python with Personalized Courses

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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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In this course, you will embark on a linguistic journey to learn Arabic, one of the world’s oldest and most widely spoken languages, or Darija, a dialect of Arabic spoken in Morocco. Whether you’re a beginner or have some knowledge of Arabic, this course will cater to your needs and pace.

The course will cover the basics of Arabic or Darija, including the alphabet, vocabulary, grammar, and sentence structure. You will learn through a variety of interactive methods such as dialogues, exercises, and cultural immersion.

But this course is not just about language learning. It’s about discovering a new world. As you learn Arabic or Darija, you will also explore the rich history, culture, and traditions of the Arab world. This cultural understanding will enrich your language learning experience and give you a deeper appreciation of the Arabic-speaking world.

By the end of this course, you will have a solid foundation in Arabic or Darija and a greater understanding of the cultures where these languages are spoken. You will be able to communicate effectively in a variety of situations, opening up a new world of opportunities for travel, work, or personal enrichment.
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Vous avez des données mais ne savez pas comment les exploiter ? Vous souhaitez prendre des décisions basées sur des faits concrets ? Ou vous êtes étudiant·e et voulez maîtriser les outils de l'analyse moderne ?
Ce cours est fait pour vous.

👨‍🏫 À propos du formateur :
Je suis Data Scientist et Ingénieur en Mathématiques Appliquées, diplômé de l’Université Cheikh Anta Diop (UCAD). Mon expertise repose sur une solide base en Mathématiques, Statistiques, Machine Learning et Visualisation de données. J’allie rigueur scientifique et outils modernes pour transformer des données brutes en décisions stratégiques.

🧠 Objectifs du cours :
Comprendre et manipuler les données (exploration, nettoyage, visualisation)

- Identifier les variables importantes et repérer les anomalies

- Appliquer les méthodes statistiques et Machine Learning pour extraire de la valeur

- Construire des tableaux de bord clairs et parlants pour la prise de décision

- Adapter les analyses aux besoins réels d’une entreprise ou d’un projet académique

🧰 Contenu détaillé :
1. Introduction à l’analyse de données

- Qu’est-ce que l’analyse de données ?

- Typologie des données (quantitatives, qualitatives)

- Méthodologie globale

2. Préparation des données

- Nettoyage (valeurs manquantes, doublons, outliers)

- Encodage des variables catégorielles

- Normalisation et transformation

3. Visualisation et exploration

- Graphiques de distribution, de corrélation, de tendance

- Tableaux croisés, heatmaps, boxplots

- Détection de patterns et d’anomalies

4. Statistique descriptive et inférentielle

- Moyenne, Médiane, Ecart-type, Corrélation

- Tests statistiques : Khi2, t de Student, ANOVA

5. Modélisation prédictive (ML supervisé)

- Régression linéaire/logistique

- Arbre de décision, Random forest, KNN, SVM

- Évaluation : accuracy, recall, precision, F1-score, AUC

6. Segmentation et classification non supervisée

- Clustering (K-means, DBSCAN, hiérarchique)

- Réduction de dimension (ACP/PCA)

7. Projets réels (au choix)

- Analyse des ventes / Churn client / Scoring de crédit / Santé publique

- Ou projet personnalisé à vos propres données

💻 Outils utilisés :

- Python (Pandas, Matplotlib, Scikit-learn, Seaborn)

- ou R (selon la préférence)

- Excel, Power BI/Tableau (pour la visualisation avancée)
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Learn Arabic and open the door to a whole new culture!
Personalized, dynamic lessons 100% tailored to you

Have you always wanted to speak Arabic but didn’t know where to start?
You’re in the right place! Whether you’re starting from scratch or looking to improve your current level, I’ll help you reach your goals step by step.

What do my classes include?
📚 Practical focus: Learn what you’ll actually use in real life
🗣️ Conversation from day one
🌍 Useful vocabulary for travel, work, or connecting with people around the world
🧠 Clear explanations of grammar and pronunciation
⏱️ Flexible scheduling (pick the time that suits you best)
💻 Online (from anywhere) or in-person (if nearby)
🎯 Extra materials, personalized feedback, and exercises tailored to your interests

For all levels and ages:
✅ Kids and teens
✅ University students
✅ Professionals and travelers
✅ Language and culture enthusiasts

Why learn Arabic with me?

I speak your language and understand your challenges
I use modern, motivating teaching methods
You’ll learn not just the language, but also the culture and Arab traditions
And most importantly: we’ll make learning fun and natural!

The best time to start is now—
And Arabic... you’re going to love it!
✨ مرحباً (Welcome!)
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Je propose des cours d’arabe adaptés à tous les niveaux, du débutant au confirmé.
Apprends à lire, écrire, comprendre et parler l’arabe progressivement, avec une méthode claire et un accompagnement personnalisé.
-Alphabet, vocabulaire, grammaire et prononciation
-Cours adaptés à ton rythme
-Apprentissage motivant et bienveillant

Pour enfants et adultes, pour le plaisir, la culture ou les objectifs personnels
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*الهدف: فهم الذكاء الاصطناعي بلا خوف، استخدامه لتبسيط الحياة، وكشف الفخاخ الرقمية**

### **1: إزالة الغموض عن الذكاء الاصطناعي (ما هو بالضبط؟)**

* **الذكاء الاصطناعي ليس "روبوت الأفلام":** الفرق الجوهري بين الخيال العلمي والواقع العملي.
* **كيف يعمل (ببساطة):** تخيل "مكتبة عملاقة"؛ لقد قرأ الذكاء الاصطناعي مليارات الكتب ويستخدمها لتوقع تكملة جملة ما أو ابتكار صورة جديدة.
* **أين نستخدمه حالياً؟** المصحح اللغوي، مقترحات نتفليكس ويوتيوب، نظام الملاحة (GPS)، والمساعدات الصوتية مثل (سيري وأليكسا).

---

### **2: استخدام الذكاء الاصطناعي لتسهيل حياتك**

* **التحاور مع الذكاء الاصطناعي (ChatGPT, Claude, Gemini):**
* كتابة رسائل البريد الإلكتروني الرسمية أو الخطابات المعقدة.
* تلخيص المقالات الطويلة أو الوثائق الضخمة.
* تخطيط مسارات السفر أو ابتكار وصفات طعام من المكونات المتوفرة في الثلاجة.


* **الإبداع والذاكرة:**
* إنشاء صور مبتكرة لبطاقات المعايدة (عبر Midjourney أو DALL-E).
* ترميم وتلوين صور العائلة القديمة.

3: فن التحدث مع الآلة (مهارة الـ Prompt)**

* **أسلوب السياق:** لماذا عبارة "أعطني وصفة كعكة" أقل فعالية من "أنا أعاني من حساسية الجلوتين وسأستقبل 4 أشخاص، أعطني وصفة كعكة شوكولاتة بسيطة".
* **تقمص الأدوار:** تعلم أن تطلب من الذكاء الاصطناعي "تحدث كخبير سياحي" أو "أجبني كمهندس زراعي مختص".

4: الاحتياطات والتفكير النقدي (دليل النجاة)**

الهلوسة الرقمية":** فهم أن الذكاء الاصطناعي قد يقدم معلومات خاطئة بثقة تامة (لا تعتمد عليه أبداً في استشارة طبية أو قانونية دون تحقق).
حماية الخصوصية
عدم مشاركة بيانات حساسة (أرقام الهوية، كلمات المرور، تفاصيل البنك).
إدراك أن كل ما تكتبه قد يُستخدم في تدريب الأنظمة مستقبلاً.

كشف التزييف العميق (Deepfakes):**
كيفية تمييز الصور أو الفيديوهات المفبركة (التدقيق في تفاصيل اليدين، الانعكاسات الغريبة، أو الصوت المعدني).
* القاعدة الذهبية: التحقق عبر مقاطعة المصادر المختلفة.

5: الأخلاقيات والأثر (رؤية مستقبلية)**

حقوق الملكية:** لمن تعود ملكية الصورة التي أنشأها الذكاء الاصطناعي؟
الأثر البيئي:** استهلاك المياه والطاقة في مراكز البيانات الضخمة.
المستقبل:** هل سيحل الذكاء الاصطناعي محلنا أم سيكون مساعداً لنا؟

نصيحة إضافية:** بما أنك تستهدف منطقة الخليج، يفضل استخدام مصطلحات مثل "التحول الرقمي" (Digital Transformation) و"الابتكار" (Innovation) في مقدمة عرضك، فهي كلمات رنانة جداً لدى صناع القرار هناك.
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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
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Contacter Dr.Shaima
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Le premier cours est couvert par notre Garantie Le-Bon-Prof
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Python is one of the best, if not the best, language to start learning programming. It is also one of the most widely used languages today, especially in cutting-edge areas such as machine learning.

This popularity means that Python is constantly evolving. It offers a wide range of tools and libraries, which are free and very varied.

As an aeronautical engineer, I like to share my knowledge and derive satisfaction from it by teaching and motivating others.

I'm used to working with people of different ages. I believe in the importance of segmenting learning, visualizing progress, setting concrete goals and practicing regularly.

Beyond these general principles, there is no magic rule or method. Some approaches work with some students but not with others. Adaptation to individual needs is therefore the main objective of private lessons. So I will do my best to find what motivates and helps my student.
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Native professional Arabic teacher offering Arabic language classes- typical Arabic (Fusha) or middle eastern dialects (Jordanian, Lebanese and gulf).
These classes are INDIVIDUAL and PERSONALIZED according to your demands.
I can help you to learn basics even from Alphabet to conjugation,plus writing and speaking.
My method will take you step by step to meet your goal! I am dynamic, easy-going and full of energy!
All material will be provided to you by email.
Lessons are well organized
I can suggest a weekly task.

In addition, I can provide support in proofreading and translation.
About me:
I am a highly qualified teacher with a Master's degree in Philology and Literature as well as 13 years of experience.
As I have studied in high ranked European universities and traveled around the world, so I'm able to support you with job interviews and public speech.
Language of teaching can be English,French, Spanish and Arabic.
Classes can be via Skype or zoom.
Thank you for your interest in my profile, أهلاً وسهلاً ومرحباً بكم في صفحتي
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Native Teacher of Standard Classical / Modern Arabic (or Egyptian Dialect) graduated in Linguistic Studies from Cairo University, Egypt. I teach adults as well as children.
Methodology
Hello everyone, Perfectly trilingual Arabic teacher, pedagogue and accustomed to a French-speaking audience, offers personalized and quality courses. The courses are aimed at a very large audience, adults and children. Whatever your objectives (professional, tourism, personal ...) and your level (perfectly beginner, false start, intermediate or advanced ...) My courses are diverse and often fun. I adapt particularly to the needs of each one in order to help achieve the targeted objectives regardless of the level. With me, Guaranteed results! I would be delighted to accompany you in your learning.

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The ages of my students vary between 7 and 70 years old and they have all improved since I have been accompanying them in learning languages. In addition, I give French lessons to students from primary to high school. 20 years of experience in teaching the Arabic language to children and adults. (individual and group lessons) I suggest:
- Modern Arabic courses which allow you to start and progress, both orally and in writing.
- Switch to dialect.
- Intensive Arabic teaching.
- Improve grammar and written Arabic.
- Arabic lessons: basic to advanced.

Mohamed's Curriculum Vitae
- Holder of a literary baccalaureate in Cairo, Egypt.
- Holder of a diploma in teaching the Arabic language to non-natives, the House of Arabic Language Sciences, Cairo University, Egypt.
-Holder of a C2 level in French and English.
- Holder of a diploma in teaching English to non-native speakers = TEFL. (UK)
== For more details, please copy and paste into your browser to visit my:
Languages:
Arabic: Mother Tongue.
French - Perfectly, read, spoken and written.
English - Perfectly, read, spoken and written.
Spanish - intermediate, read, spoken and written.

Hobbies :
Music, Tinkering around the house, Going to museums,
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Python is the programming language these days. It is simple, nice and almost all modern applications use it. With Python, we can now create artificial intelligence models that reduce human effort and give us more accurate and reliable results. The Java and C languages are not lacking in importance, they also make it possible to create applications optimized in terms of RAM.

The composition of the course depends on the level of the student and his own objectives. The first session is a one-hour evaluation session which allows the diagnosis of the level and the needs of the student. From this diagnosis we establish together a program that we will follow during our course.

Generally the course allows the student to assimilate:
* Predefined Data Types & Variables;
* Conditional Structures & Loops;
* Functions ;
* Object-oriented programming (OOP);
* Digital engineering;
* An introduction to databases (Examples and uses)
* Relational Algebra
* LDD, LCD, LMD, LCT
* SQL queries (SELECT, UPDATE, ...)
* Creation of a database and automation of queries using the Python language
* Handling files (TXT, Excel, CSV, JSON, Word);
* Data science;
* Introduction and some applications of Artificial Intelligence.

I am waiting for you to start this adventure.
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Bonjour :)

Je suis professeur bilingue 24 ans d'expérience. Je donne des cours de Darija marocaine et Arabe classique en présentiel ou en ligne via Teams.Méthode facile et pédagogique très souple. Veuillez me contacter vous n'allez pas le regretter :)

Cordialement
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I am a high school teacher. I speak several languages. Arabic is my native language. I have worked with all levels. And I had training in teaching 👩‍🎓. I helped several foreigners master standard Arabic and the Tunisian dialect 🏆.

I follow an official and recognized program to prepare lessons for each learner.
I use conversations, text images, games, videos, stories to facilitate learning.

I am patient, sociable, and I listen to my learners.
In short, I help you to be able to speak, read, and write in Standard Arabic or Tunisian Arabic. 💐
verified badge
Hi everyone, my name is Abir and I am Tunisian.
The Tunisian dialect is a rich and fascinating language which is distinguished by the presence of one and/or several variants of other foreign languages.
If you are interested in the Tunisian dialect, I can help you learn it in a simple and motivating way. We will learn the words and how to pronounce them, also, we will practice together so that you master it.

Do not hesitate to contact me.
verified badge
Effective, fun course, appropriate to the needs and level of the apprentice. Regular monitoring, well-studied pedagogy. Our way is the fruit of years of experience. Don’t hesitate to reserve your places and become Arabic speakers.

Omar may Allah be pleased with him said: 'learn Arabic because it is part of your religion'.
verified badge
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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In this course, you will embark on a linguistic journey to learn Arabic, one of the world’s oldest and most widely spoken languages, or Darija, a dialect of Arabic spoken in Morocco. Whether you’re a beginner or have some knowledge of Arabic, this course will cater to your needs and pace.

The course will cover the basics of Arabic or Darija, including the alphabet, vocabulary, grammar, and sentence structure. You will learn through a variety of interactive methods such as dialogues, exercises, and cultural immersion.

But this course is not just about language learning. It’s about discovering a new world. As you learn Arabic or Darija, you will also explore the rich history, culture, and traditions of the Arab world. This cultural understanding will enrich your language learning experience and give you a deeper appreciation of the Arabic-speaking world.

By the end of this course, you will have a solid foundation in Arabic or Darija and a greater understanding of the cultures where these languages are spoken. You will be able to communicate effectively in a variety of situations, opening up a new world of opportunities for travel, work, or personal enrichment.
verified badge
Vous avez des données mais ne savez pas comment les exploiter ? Vous souhaitez prendre des décisions basées sur des faits concrets ? Ou vous êtes étudiant·e et voulez maîtriser les outils de l'analyse moderne ?
Ce cours est fait pour vous.

👨‍🏫 À propos du formateur :
Je suis Data Scientist et Ingénieur en Mathématiques Appliquées, diplômé de l’Université Cheikh Anta Diop (UCAD). Mon expertise repose sur une solide base en Mathématiques, Statistiques, Machine Learning et Visualisation de données. J’allie rigueur scientifique et outils modernes pour transformer des données brutes en décisions stratégiques.

🧠 Objectifs du cours :
Comprendre et manipuler les données (exploration, nettoyage, visualisation)

- Identifier les variables importantes et repérer les anomalies

- Appliquer les méthodes statistiques et Machine Learning pour extraire de la valeur

- Construire des tableaux de bord clairs et parlants pour la prise de décision

- Adapter les analyses aux besoins réels d’une entreprise ou d’un projet académique

🧰 Contenu détaillé :
1. Introduction à l’analyse de données

- Qu’est-ce que l’analyse de données ?

- Typologie des données (quantitatives, qualitatives)

- Méthodologie globale

2. Préparation des données

- Nettoyage (valeurs manquantes, doublons, outliers)

- Encodage des variables catégorielles

- Normalisation et transformation

3. Visualisation et exploration

- Graphiques de distribution, de corrélation, de tendance

- Tableaux croisés, heatmaps, boxplots

- Détection de patterns et d’anomalies

4. Statistique descriptive et inférentielle

- Moyenne, Médiane, Ecart-type, Corrélation

- Tests statistiques : Khi2, t de Student, ANOVA

5. Modélisation prédictive (ML supervisé)

- Régression linéaire/logistique

- Arbre de décision, Random forest, KNN, SVM

- Évaluation : accuracy, recall, precision, F1-score, AUC

6. Segmentation et classification non supervisée

- Clustering (K-means, DBSCAN, hiérarchique)

- Réduction de dimension (ACP/PCA)

7. Projets réels (au choix)

- Analyse des ventes / Churn client / Scoring de crédit / Santé publique

- Ou projet personnalisé à vos propres données

💻 Outils utilisés :

- Python (Pandas, Matplotlib, Scikit-learn, Seaborn)

- ou R (selon la préférence)

- Excel, Power BI/Tableau (pour la visualisation avancée)
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Learn Arabic and open the door to a whole new culture!
Personalized, dynamic lessons 100% tailored to you

Have you always wanted to speak Arabic but didn’t know where to start?
You’re in the right place! Whether you’re starting from scratch or looking to improve your current level, I’ll help you reach your goals step by step.

What do my classes include?
📚 Practical focus: Learn what you’ll actually use in real life
🗣️ Conversation from day one
🌍 Useful vocabulary for travel, work, or connecting with people around the world
🧠 Clear explanations of grammar and pronunciation
⏱️ Flexible scheduling (pick the time that suits you best)
💻 Online (from anywhere) or in-person (if nearby)
🎯 Extra materials, personalized feedback, and exercises tailored to your interests

For all levels and ages:
✅ Kids and teens
✅ University students
✅ Professionals and travelers
✅ Language and culture enthusiasts

Why learn Arabic with me?

I speak your language and understand your challenges
I use modern, motivating teaching methods
You’ll learn not just the language, but also the culture and Arab traditions
And most importantly: we’ll make learning fun and natural!

The best time to start is now—
And Arabic... you’re going to love it!
✨ مرحباً (Welcome!)
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Je propose des cours d’arabe adaptés à tous les niveaux, du débutant au confirmé.
Apprends à lire, écrire, comprendre et parler l’arabe progressivement, avec une méthode claire et un accompagnement personnalisé.
-Alphabet, vocabulaire, grammaire et prononciation
-Cours adaptés à ton rythme
-Apprentissage motivant et bienveillant

Pour enfants et adultes, pour le plaisir, la culture ou les objectifs personnels
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*الهدف: فهم الذكاء الاصطناعي بلا خوف، استخدامه لتبسيط الحياة، وكشف الفخاخ الرقمية**

### **1: إزالة الغموض عن الذكاء الاصطناعي (ما هو بالضبط؟)**

* **الذكاء الاصطناعي ليس "روبوت الأفلام":** الفرق الجوهري بين الخيال العلمي والواقع العملي.
* **كيف يعمل (ببساطة):** تخيل "مكتبة عملاقة"؛ لقد قرأ الذكاء الاصطناعي مليارات الكتب ويستخدمها لتوقع تكملة جملة ما أو ابتكار صورة جديدة.
* **أين نستخدمه حالياً؟** المصحح اللغوي، مقترحات نتفليكس ويوتيوب، نظام الملاحة (GPS)، والمساعدات الصوتية مثل (سيري وأليكسا).

---

### **2: استخدام الذكاء الاصطناعي لتسهيل حياتك**

* **التحاور مع الذكاء الاصطناعي (ChatGPT, Claude, Gemini):**
* كتابة رسائل البريد الإلكتروني الرسمية أو الخطابات المعقدة.
* تلخيص المقالات الطويلة أو الوثائق الضخمة.
* تخطيط مسارات السفر أو ابتكار وصفات طعام من المكونات المتوفرة في الثلاجة.


* **الإبداع والذاكرة:**
* إنشاء صور مبتكرة لبطاقات المعايدة (عبر Midjourney أو DALL-E).
* ترميم وتلوين صور العائلة القديمة.

3: فن التحدث مع الآلة (مهارة الـ Prompt)**

* **أسلوب السياق:** لماذا عبارة "أعطني وصفة كعكة" أقل فعالية من "أنا أعاني من حساسية الجلوتين وسأستقبل 4 أشخاص، أعطني وصفة كعكة شوكولاتة بسيطة".
* **تقمص الأدوار:** تعلم أن تطلب من الذكاء الاصطناعي "تحدث كخبير سياحي" أو "أجبني كمهندس زراعي مختص".

4: الاحتياطات والتفكير النقدي (دليل النجاة)**

الهلوسة الرقمية":** فهم أن الذكاء الاصطناعي قد يقدم معلومات خاطئة بثقة تامة (لا تعتمد عليه أبداً في استشارة طبية أو قانونية دون تحقق).
حماية الخصوصية
عدم مشاركة بيانات حساسة (أرقام الهوية، كلمات المرور، تفاصيل البنك).
إدراك أن كل ما تكتبه قد يُستخدم في تدريب الأنظمة مستقبلاً.

كشف التزييف العميق (Deepfakes):**
كيفية تمييز الصور أو الفيديوهات المفبركة (التدقيق في تفاصيل اليدين، الانعكاسات الغريبة، أو الصوت المعدني).
* القاعدة الذهبية: التحقق عبر مقاطعة المصادر المختلفة.

5: الأخلاقيات والأثر (رؤية مستقبلية)**

حقوق الملكية:** لمن تعود ملكية الصورة التي أنشأها الذكاء الاصطناعي؟
الأثر البيئي:** استهلاك المياه والطاقة في مراكز البيانات الضخمة.
المستقبل:** هل سيحل الذكاء الاصطناعي محلنا أم سيكون مساعداً لنا؟

نصيحة إضافية:** بما أنك تستهدف منطقة الخليج، يفضل استخدام مصطلحات مثل "التحول الرقمي" (Digital Transformation) و"الابتكار" (Innovation) في مقدمة عرضك، فهي كلمات رنانة جداً لدى صناع القرار هناك.
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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
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