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    Radouan
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    📌 Private lessons in Mathematics and Physics – Preparatory Classes You are in scientific preparatory classes (MPSI, PCSI, PTSI, ECS, ECE, BCPST, etc.) and you wish to: Consolidate your foundations in mathematics and physics, Develop effective resolution methods, Prepare yourself for the competitive exams with rigor and serenity, Improve your results with tailor-made support? 👉 I offer intensive and personalized support courses adapted to the requirements of preparatory classes. 👨‍🏫 About me Master's degree in mathematics training Mathematics Aggregation 24 years of experience in teaching mathematics and physics, both at secondary level and in preparatory classes and at university. Specialist in supporting students towards success in competitive exams. 🎯 What I offer you Clear and detailed explanations of complex concepts, with course reminders. Rigorous methodology for solving typical competition exercises. Personalized monitoring according to the student's level and objectives. Training in writing and reasoning required in preparatory classes. Targeted preparation for oral and written competitive exams. 📚 Areas of intervention Mathematics: analysis, algebra, probability, geometry, optimization, differential equations... Physics: mechanics, electricity, thermodynamics, optics... 📌 Organization of courses Private lessons in person or online (via interactive whiteboard and shared materials). Possibility of regular courses or intensive courses during the holidays. Adaptation of the pace according to your needs (refresher, weekly monitoring, targeted preparation for competitions). ✨ My goal To give you not only an understanding of the concepts, but also the essential working method to succeed in prep and gain confidence. --- 👉 Do not hesitate to contact me to discuss your needs and set up a suitable work plan. --- Do you want me to reword it in a more concise and punchy version (marketing style) or keep this long and detailed format?
    📌 Private lessons – Probability, Statistics & Data Analysis (Bachelor’s & Master’s) You are a Bachelor's or Master's student and you wish to: Understand in depth the concepts of probability and statistics, Master data analysis tools (statistical methods, inference, tests, modeling), Develop mathematical rigor and the ability to apply it to concrete cases, Preparing for your exams, university projects or dissertations? 👉 I offer personalized courses to meet the specific needs of students in mathematics, economics, management, engineering sciences or any field requiring a solid background in statistics. 👨‍🏫 About me Mathematics graduate Master's degree in mathematics training 24 years of experience in higher education and monitoring undergraduate and graduate students. Specialist in probability, applied statistics and data analysis. 🎯 What I offer you Clear explanations of theoretical concepts with concrete examples. Support in solving exercises and preparing for exams. Practical training in data analysis (descriptive methods, estimation, tests, regressions, PCA, etc.). Use of statistical software (R, Python, SPSS, SAS according to your needs). Methodological monitoring for your projects, dissertations and research reports. 📚 Areas of intervention Probabilities (random variables, probability laws, expectation, variance, law of large numbers, central limit theorem). Inferential statistics (estimators, confidence intervals, hypothesis tests). Linear regression and statistical models. Multivariate analysis and classification methods. Introduction and in-depth study of Data Science. 📌 Organization of courses In-person or online courses (interactive whiteboard, file sharing, corrected exercises). Possibility of regular monitoring or intensive one-off sessions. Adaptation of content according to your university program. ✨ My goal Allow you to master both theory and practice, in order to pass your exams and develop real skills in data analysis useful for research and the professional world. --- 👉 Contact me to define your goals and establish a program adapted to your needs. --- Would you like me to write a combined version that brings together the two advertisements (prep courses + bachelor's/master's) to have a single, versatile advertisement on Apprentus, or would you prefer to keep two separate, targeted advertisements?

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    • Instructor since February 2025
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