Python programming and introduction to algorithms for beginners and high school students (high school & university level)

💻 Online Course: General Physics and Engineering Applications Full title: Mechanics, Electricity and Thermodynamics for Scientific and Medical Studies (100% distance learning — high school, science degree, PACES, engineering level) Sharing physics is more than a job for me: it's a passion. I'm committed to showing that this discipline, often considered difficult, can become intelligible, logical, and even captivating when explained with clarity, pedagogy... and a little enthusiasm. I know that students can sometimes lose their footing in physics, not because they are incapable, but because the concepts are poorly presented or disconnected from reality. My role is therefore to make the fundamental ideas of mechanics, electricity, thermodynamics, and waves accessible—by linking them to real-world examples and modern applications, particularly in medicine and engineering. 🎯 Course objectives Consolidate the fundamental bases of physics in order to succeed in exams, competitions or tests. Provide clear and illustrated explanations, adapted to the level and profile of each student. Give the student concrete tools to reason, solve exercises, and understand the physical phenomena around them. Effectively prepare students in medical, engineering or scientific courses for the demanding subjects of their training. 📚 Course content ✔ Kinematics and dynamics – Rectilinear and circular movement – Newton’s laws and forces – Energy, work, power ✔ Electricity & circuits – Current, voltage, resistance (Ohm’s law) – Series/parallel circuits – Capacitances, coils, Kirchhoff’s laws – Electric fields and potentials ✔ Basic thermodynamics – Temperature, heat, internal energy – Ideal gas laws – First and second principles of thermodynamics – Simple applications in medicine and engineering (heat transfers, engines, etc.) ✔ Optics and waves – Wave propagation – Reflection, refraction, lenses and mirrors – Sound and light waves – Notions of spectrum, interference, diffraction 🧭 Organization of sessions 1️⃣ Initial assessment to identify the student's level, difficulties and expectations. 2️⃣ Personalized program, with progression by themes and consolidation of acquired knowledge. 3️⃣ Rigorous methodology: scientific reasoning, solving typical exercises, comprehension tips. 4️⃣ Preparation for exams: practice exams, multiple choice questions, past papers (depending on the course taken). 5️⃣ Regular monitoring: progress reports, detailed feedback, organizational advice. 🌍 100% online courses – flexibility and efficiency Platforms used: Zoom, Google Meet, or tool of the student's choice Flexible hours, including for residents of Gulf countries Support provided after each session: summary sheets, corrected exercises, method reminders Courses available individually or in small groups, depending on preference. 👨‍🎓 For whom? Students of scientific or technical high schools Science undergraduate students, preparatory classes, engineering schools Medical students (PACES or equivalent) confronted with medical physics Each student progresses at their own pace, with their own strengths and limitations. My job is to restore their confidence, clarify what seems complicated, and help them achieve lasting, independent success. If you would like to know more or discuss your child's specific needs, I am here to listen.

📊 Introduction to Data Science with Python Full Title: Statistics, Data Visualization, and Machine Learning for Beginners (100% online course – for students, professionals in retraining, or curious data enthusiasts) Data science is now at the heart of the most innovative professions and strategic decisions in all sectors. However, when you're just starting out, you can quickly feel overwhelmed by technical jargon, Python libraries, or statistical models. With this course, my goal is to make this exciting discipline understandable and accessible to everyone, even without advanced mathematical training or computer science background. I offer step-by-step support based on practical experience, concrete projects, and a supportive teaching approach. You'll learn how to manipulate data, extract information from it, and create your first machine learning models with ease. 🎯 Course objectives Discover the basic tools of Data Science with Python Understand and apply the fundamental concepts of exploratory statistics Know how to manipulate, clean, visualize and interpret real data sets Carry out initial predictive modeling (linear regression, classification) 📚 Course content ✔ Fundamental libraries in Data Science – pandas: reading, cleaning and transforming data – numpy: mathematical operations and array manipulation – matplotlib & seaborn: clear and aesthetic data visualization – Getting Started with Scikit-Learn for Machine Learning ✔ Data cleaning and analysis – CSV file import and data mining – Management of missing values and duplicates – Creation of variables, filtering, groupings – Visualization: histograms, curves, heatmaps, boxplots... ✔ Introduction to Machine Learning – Understand how linear and logistic regression work – First classification models (KNN, simple decision trees) – Data separation (training/test set), single cross-validation – Interpretation of results and improvement of the model 🧭 How the sessions work 1️⃣ Assessment of the student's objectives: discovery, professional project, preparation for training, etc. 2️⃣ Personalized progression plan, adapted to the starting level. 3️⃣ Alternation of visual theory and intensive practice on real data sets (health, sports, finance, etc.). 4️⃣ Practical mini-projects at each stage: analyzing survey results, predicting simple results, automating analyses. 5️⃣ Explanation of errors encountered, individualized educational monitoring. 6️⃣ Regular assessment, with reinforcement of key points as needed. 🌐 100% online courses – accessible teaching methods Classes via Zoom, Google Meet, or the tool of your choice Live screen sharing, work on interactive notebook (Jupyter or Google Colab) PDF supports + commented code provided after each session Possibility of intensive coaching for training or an interview Flexible hours, adapted to the time zone of the Gulf countries and your availability 👨‍🎓 For whom? Complete beginners in Data Science and Python Students wishing to enrich their profile with practical skills Professionals retraining for data professions Anyone curious about understanding the world through data! This course has been designed so that each participant can progress at their own pace, develop their analytical logic and discover the pleasure of "making the data speak". Feel free to contact me to discuss your goals and build a customized program together. I would be delighted to accompany you on this wonderful adventure that is data science.

Ce cours en ligne est conçu pour les élèves de terminale souhaitant maîtriser les concepts mathématiques essentiels tout en développant une approche stratégique dans leur apprentissage. Il vise à renforcer les compétences en mathématiques tout en mettant en avant des méthodes efficaces pour la résolution de problèmes complexes, en lien avec les épreuves du baccalauréat et les applications dans l’enseignement supérieur. Objectifs pédagogiques Consolider les bases fondamentales en analyse, algèbre, géométrie et probabilités. Développer des stratégies de résolution de problèmes adaptées aux exigences du baccalauréat. Comprendre les applications des mathématiques dans des domaines variés (sciences, économie, ingénierie, etc.). Améliorer la rigueur et la rapidité dans le raisonnement mathématique. Favoriser l’autonomie et la confiance en soi dans l’apprentissage des mathématiques. Contenu du cours 1. Analyse et Fonctions avancées Étude des limites, continuité et dérivabilité Optimisation et applications concrètes Intégration et calcul d’aires Équations différentielles simples 2. Algèbre et Géométrie Manipulation des matrices et systèmes d’équations Nombres complexes et transformations géométriques Vecteurs, plans et droites dans l’espace 3. Probabilités et Statistiques Lois de probabilité et variables aléatoires Statistiques descriptives et inférentielles Applications aux sciences et aux décisions stratégiques 4. Stratégies de Résolution et Méthodologie Approche algorithmique et programmation en Python Méthodes heuristiques et techniques de modélisation Gestion du temps et stratégies pour réussir les examens Méthodologie et Évaluation Cours interactifs avec résolutions pas à pas et échanges avec les élèves. Exercices progressifs pour renforcer la compréhension et la rapidité d’exécution. Études de cas et projets pour illustrer les applications concrètes des mathématiques. Simulations d’épreuves pour se préparer efficacement au baccalauréat. Public cible Ce cours s’adresse aux élèves de terminale (spécialité mathématiques ou complémentaire) souhaitant approfondir leur maîtrise des mathématiques et améliorer leurs performances aux examens et concours. Avec ce cours, chaque étudiant pourra aborder les mathématiques avec méthode et confiance, en développant des compétences précieuses pour l’avenir académique et professionnel.

💻 Online courses: Analysis, Algebra and Geometry For high school students, science degree students and preparatory classes (100% distance learning, suitable for families in the Gulf and French-speaking students abroad) As a passionate teacher, I've always found true pleasure in sharing a love of mathematics. My goal is simple: to help each student progress with serenity, clarity, and method, by supporting them at their own pace, regardless of their starting level. I am convinced that difficulties do not come from the student, but often from an explanation that is too abstract or too hasty. With me, he will discover that mathematics can be logical, motivating, and even enjoyable to study. Each concept is approached patiently, in a climate of trust, and illustrated with concrete examples. 🌱 A human and personalized approach We move forward together, with kindness, to: Overcoming blockages and restoring the student's confidence. Understand the fundamental concepts of analysis, algebra and geometry, often at the heart of scientific curricula. Train effectively using a progressive methodology and suitable support. Pass exams and competitions without unnecessary stress. And, above all, rediscover the pleasure of learning. 📌 How do the sessions take place? 1️⃣ Assessment of the starting level to better understand the student's needs and target areas of work. 2️⃣ Personalized work plan, adapted to the pace and objectives set together: progressive exercises, review of the basics, in-depth study. 3️⃣ Coordination with curriculum expectations, to stay in line with courses taken in class or at university. 4️⃣ Preparation for assessments: role-playing, typical exercises, methodology, time management. 5️⃣ Regular assessment of progress and areas for improvement, in order to maintain a clear and encouraging vision of the progress made. 📚 Typical content (adjusted according to level) Analysis: functions, limits, derivatives, integrals, sequences. Algebra: systems of equations, matrices, determinants, vector spaces. Geometry: location, vectors, scalar products, geometry of space. 🌍 A flexible solution for expatriate families Videoconference courses (Zoom, Google Meet, etc.) PDF supports and corrected exercises provided after each session Flexible hours, adapted to Gulf time zones Possibility of individual or small group lessons 📘 In addition If you wish, I can also support the student in: The organization of one's personal work His career choices, by helping him make the link between his tastes and possible opportunities Preparation for intensive training before exams or the start of the school year Each student has their own pace and their own relationship with mathematics. My role is to support them with respect, attentiveness, and rigor. If you have any questions, I am available to discuss them.