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Ce professeur a un délai et un taux de réponse très élevé, démontrant un service de qualité et sa fidélité envers ses élèves.
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Depuis avril 2024
Professeur depuis avril 2024
Biostatistics and statistics for undergraduate and postgraduate students by learning SPSS and R programming
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Àpd 219.12 CNY /h
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Statistic is a powerful field which is the basic of all machine learning models and is the begining of data analysis field. Being a statistician using several statistics computer programmes like SPSS and R programmer is a very powerful experience in statistics field.
Informations supplémentaires
Bring your laptop
Lieu
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En ligne depuis Égypte
Présentation
I am a pharmacist with a master's degree in biostatistics, i can teach you a biostatistics course and help you to analyze your thesis result. This course offers a comprehensive journey into the principles and applications of statistical analysis in the field of biology, medicine, and public health. With a focus on practicality and relevance, you'll not only grasp theoretical concepts but also gain hands-on experience in utilizing two powerful statistical software: R and SPSS.

Throughout the course, you'll develop a robust foundation in statistical methods essential for designing experiments, analyzing data, and drawing meaningful conclusions. From basic descriptive statistics to advanced inferential techniques, you'll learn how to effectively interpret and communicate findings to drive evidence-based decision-making in various healthcare settings.
Education
Master degree in Biostatistics From Medical research institute, Alexandria university
/ Bachelor in pharmacy, Alexandria university
/ Bachelor degree in pharmacy from USA in 2007
Expérience / Qualifications
Expert in teaching biostatistics for under graduates and post graduated more than 2 years
Senior Biostatistician expert in analysis academic thesis and clinical trails more than 4 years experience
Age
Adolescents (13-17 ans)
Adultes (18-64 ans)
Seniors (65+ ans)
Niveau du Cours
Débutant
Intermédiaire
Avancé
Durée
60 minutes
Enseigné en
anglais
arabe
Commentaires
Disponibilité semaine type
(GMT -05:00)
New York
at teacher icon
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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A highly experienced Franco-Belgian teacher (ook in het nederlands!) offers private lessons in mathematics (including finance), probability and statistics, as well as physics, chemistry, and biology for secondary and higher education levels. For physics, chemistry, and biology, the instruction is tailored to the secondary level, specifically up to the 5th year of secondary education in Belgium.

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Need help with math and science (physics, chemistry, etc.)? As a 33-year-old civil engineer, I'm happy to help! I'll learn at your own pace, using plenty of examples to illustrate the material. I have years of experience teaching both simple and complex subjects.

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Learning languages is a beautiful adventure where you can get better results when you get someone to help you!
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Bonjour :

- Mon cours est destiné aux collégiens et lycéens en mathématiques générales (système français / tunisien)
- Ma méthodologie du travail consiste à réviser bien le cours avant toute chose et puis laisser l'élève faire quelque exemples d'opérations/questions pour bien diagnostiquer sa faiblesse en matière et ses lacunes et puis attaquer ces lacunes avec sagesse et beaucoup de compréhension en poussant l'élève lui même à réinvoquer le cours et l'utiliser pour bien répondre à la question en vigueur.

Soyez la bienvenue cher parents et élèves à mon cours !
Le cours en ligne est fait avec l'outil GOOGLE MEET et une tablette graphique est utilisée de ma part pour permettre à l'apprenant de bien suivre le cours visuellement et intervenir à chaque fois en temps réel avec moi
L'intégralité du travail fait avec l'apprenant sera envoyé à lui sous format PDF à la fin de la séance (pour les cours à distance)
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I am a qualified and experienced native Spanish teacher. I teach for several years to english students and I have been teaching spanish in Germany for 1 year.

I have studied Philologie in the University in Spain

I trained as a Spanish Teacher for Foreigners in Germany.

I can speak English and German fluently, so there will be no difficulty in the teacher-student relationship.

You can get good results with me, both if you want to learn or to improve your Spanish, whatever your goal:

• To obtain a DELE diploma from any level.
• To improve your Erasmus experience.
• To improve your experience as a tourist.
• If you want to practice your Spanish regularly to maintain your current level

I teach for all levels, grammar or conversation with personalized methodology to the age, mother language and previous studies of the student.

I take as a point of reference the level and the goal that the student wants to achieve in order to apply one or another method.

In case of group lessons, the price can be different.

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To ensure your learning success, I provide a wide range of resources tailored to your needs. Our class topics will revolve around your interests while introducing you to exciting new things.

For our younger students, I make sure to create engaging lessons that promote language acquisition, not just learning.

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English

I believe the best way to learn is through natural and enjoyable methods. 😊📚 That's why I incorporate educational games, pictures, and videos in my lessons. 🎮🖼️📹 I encourage and maximize student talk time because I truly believe in learning by doing. 🗣️💪

To ensure your learning success, I provide a wide range of resources tailored to your needs. 📚✨ Our class topics will revolve around your interests while also introducing you to new and exciting things. 🌍🔍

For our little ones, I make sure to create captivating lessons that foster language acquisition, not just learning.

Creating a strong bond with my students is important to me, as I believe it leads to more successful classes. 🌟🌍🚀
Education
I'm excited to share that I'm TEFL certified and my qualification is recognized worldwide 🌍💼✨
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Primary school teacher, I give tutoring lessons for all levels
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Type of sessions:
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Je suis un professeur particulier qualifié et passionné de mathématiques, diplômé de l'Université Cheikh Anta Diop de Dakar (UCAD). Mon parcours académique m'a amené à étudier les mathématiques, la physique et l'informatique lors de mes deux premières années d'université, avant de me spécialiser avec une licence et un master en biomathématiques. Ces formations m'ont permis d'approfondir mes compétences en sciences appliquées et de développer une expertise pointue dans l'analyse de concepts complexes.
Depuis plus de dix ans, j'accompagne des élèves en tutorat, une expérience qui a débuté au sein de mon cercle familial et qui s'est enrichie au fil du temps grâce à une formation pédagogique adaptée aux environnements numériques. Aujourd'hui, j'offre des cours en ligne entièrement personnalisés, débutant toujours par un bilan approfondi des compétences de chaque élève afin d'identifier précisément leurs points forts et leurs difficultés. Cette analyse me permet de concevoir un programme de remédiation sur mesure, ciblant efficacement leurs besoins spécifiques.
Je trouve une grande motivation à travailler avec des élèves désireux de réussir. Leur engagement et leur détermination à progresser stimulent mon implication et renforcent mon professionnalisme. En ligne, je m'assure de maintenir un environnement d'apprentissage sérieux et structuré, où l'accent est strictement mis sur l'aspect pédagogique.
Ma parfaite maîtrise des programmes de mathématiques, alliée à mon expertise en biomathématiques, me permet de simplifier des notions complexes et de rendre l'apprentissage des sciences accessible à tous. Mon objectif est d'aider chaque élève à consolider ses bases, à regagner confiance en lui et à devenir autonome dans ses études.
Je propose ainsi mes cours particuliers en ligne, offrant une flexibilité géographique et un suivi personnalisé pour accompagner chaque élève vers la réussite.
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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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Transforming raw data into useful information for decision-making. Ability to collect, clean and structure data from various sources, and to analyze it using statistical tools and the R language. Designing clear and relevant visualizations (dashboards, graphs, performance indicators).
Proficiency in interpreting results, univariate and multivariate statistical analyses, regression models and clustering techniques, as well as in formulating operational recommendations.

Ability to communicate analyses to non-technical audiences, capacity to support organizations in implementing data-driven strategies, optimizing processes, defining key performance indicators, and teaching the basics of data analysis.
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Module 1 : Dénombrement
Ce module pose les bases logiques indispensables pour les probabilités
.Analyse Combinatoire : Permutations, arrangements (avec et sans répétition) et combinaisons.
Outils de dénombrement : Utilisation du triangle de Pascal et de la formule du Binôme de Newton.
Applications concrètes : Résolution de problèmes complexes (tirages, codes, partitions).

Module 2 : Probabilités (Modéliser l'aléatoire
)De la théorie classique aux modèles plus complexes.
Probabilités Fondamentales : Axiomes, probabilités conditionnelles et indépendance (Théorème de Bayes).Variables Aléatoires Discrètes : Lois de Bernoulli, Binomiale et de Poisson (Espérance, Variance et Écart-type).

Module 3 : Statistique Descriptive
Savoir organiser, résumer et interpréter des séries de données.Indicateurs de Position : Moyenne, Médiane, Mode et Quartiles.
Indicateurs de Dispersion : Variance, Écart-type et Étendue.

Représentations Graphiques : Histogrammes, diagrammes en boîte (Box-plots) et courbes cumulatives.Statistiques Bivariées : Corrélation linéaire, droite de régression et méthode des moindres carrés.

Ma Méthodologie : Avant de manipuler les formules , j'enseigne la logique du choix et de l'ordre pour éviter les erreurs classiques. Rigueur de Rédaction : En statistiques et probabilités, la rédaction est cruciale.
J'enseigne comment justifier chaque étape pour maximiser les points aux examens
Utilisation des Outils : MIntroduction au langage R.
Lien avec le Machine Learning : Pour les étudiants intéressés, je montre comment ces concepts sont les fondations de l'Intelligence Artificielle moderne.
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◾ Tools

RStudio • SQL • SPSS • SAS • Jamovi • JASP

◾ Statistical Methods & Tests

Student's t-test • ANOVA • MANOVA • ANCOVA • Regression (linear & logistic) • Correlation • Chi-square • Nonparametric tests • PCA • MCA • Exploratory factor analysis • Classification / Clustering • Mediation • Moderation • Interpretation

◾ Data analysis & decision support

- Data preparation, structuring and validation using SAS, R and SQL
- Descriptive, exploratory and multivariate statistical analyses on business data
- Production of performance indicators and actionable analyses to support decision-making

◾ Selection and implementation of methods

- Preparation and structuring of databases
- Hypothesis testing and univariate, bivariate and multivariate analyses (ANOVA / ANCOVA)
- Linear and logistic regressions
- Factor analyses (PCA / MCA)
- Mediation and moderation models
- Classification / clustering

1) Academic support

- Lectures, tutorials, projects and assignments in statistics
- Help in understanding and interpreting the results
- Preparation for exams and academic presentations

2) Statistical analysis

- Descriptive statistics (univariate and bivariate)
- Multivariate analyses
- Data exploration and outlier detection

3) Statistical tests

- Correlations (Pearson, Spearman, Cohen's Kappa)
- t-tests (one and two samples, independent or paired)
- Chi-square, binomial tests
- z-scores and associated indicators

4) Statistical modeling

- Linear regressions (simple and multiple)
- Logistic regression
- Interpretation of coefficients, diagnostics and validation of models

5) ANOVA & ANCOVA

- One- or multi-factor ANOVA
- Repeated measures ANOVA
- Fixed and random effects
- Post-hoc tests and effect sizes

6) Factor analyses

- ACP / PCA (scree plot, factor scores, matrices)
- Exploratory factor analysis
- Factorial rotations
- Validation and interpretation of structures and clusters

◾ Reporting & communication

- Clear, structured and concise reporting of results
- Visualizations tailored to decision-makers
- Support for strategic and operational decision-making
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Contacter Rania
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Le premier cours est couvert par notre Garantie Le-Bon-Prof
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A highly experienced Franco-Belgian teacher (ook in het nederlands!) offers private lessons in mathematics (including finance), probability and statistics, as well as physics, chemistry, and biology for secondary and higher education levels. For physics, chemistry, and biology, the instruction is tailored to the secondary level, specifically up to the 5th year of secondary education in Belgium.

Whether you prefer lessons at your place, my place, or remotely, I am flexible to accommodate your needs. If necessary, I can travel to your home in Brussels, Walloon and Flemish Brabant, with a minimum duration of 2 hours per session. The lessons are designed to provide extensive practice with numerous exercises. Distance learning options are also available through platforms such as Skype, Facebook, etc. Please note that for students in France, only distance learning courses are provided.

In mathematics, I specialize in various topics and frequently provide lessons covering the entire secondary school curriculum, including math 6 and higher. These topics encompass factorization, equations of the 1st and 2nd degree (with in-depth study of parabolas), limits, derivatives, integrals, exponentials and logarithms, as well as trigonometry. Additionally, I am occasionally called upon to teach analytical geometry in space, including equations of lines and planes.

For statistics and probabilities, I provide instruction in descriptive and inferential statistics (univariate and bivariate), covering confidence intervals and hypothesis tests, applicable to secondary and higher education levels.

Feel free to reach out to me to discuss and arrange the lessons based on your specific needs and availability. My aim is to help you enhance your skills effectively and provide personalized instruction. By tailoring the lessons to your requirements, we can ensure rapid progress in your studies.
verified badge
Need help with math and science (physics, chemistry, etc.)? As a 33-year-old civil engineer, I'm happy to help! I'll learn at your own pace, using plenty of examples to illustrate the material. I have years of experience teaching both simple and complex subjects.

The lessons run as follows. First of all, together we look for the student's biggest stumbling blocks. These can be related to the subject matter as well as to the study method. From there, I continue to work at the pace of the student and encourage them to ask as many questions as possible. I also give them tips and tricks, and improve their working methods where necessary. During the lesson I give many examples to make the subject matter more interesting and we solve exercises together. Once the student has mastered the exercises from the lesson, I give some more challenging exercises to also test on the deeper understanding of the subject matter. In this way I try to optimally prepare the student for his / her test or exam.

However, learning should also be enjoyable. That is why I always strive for a good relationship with the student through a spontaneous and positive approach. I am also very patient. All this lowers the barrier to ask questions and improves the student's learning process.

Are you interested? Do not hesitate to contact me!
See you soon!

Tim
verified badge
Learning languages is a beautiful adventure where you can get better results when you get someone to help you!
I will be happy to be that person who helps you develop your french skills. I have a french certificate and an experience teaching online. i can also help you with English. Contact me now and we can discuss your goals and i'll create the perfect plan to achieve them.
verified badge
Listening, learning, sharing, pleasure are the 4 words that sum up the moments we will spend together.
My classes are for everyone. I will adapt to your level and do my best so that you have a better level after each lesson.
verified badge
🇫🇷 Speak French with Confidence — Travel | Business | Exams | Conversation 🇫🇷
✨ Do you want to learn French in a way that's fun, practical and focused on real communication? This is your place!
✨ I'm a qualified and experienced French teacher who will guide you step by step to speak confidently — whether you're preparing for a trip, an exam or just want to express yourself more fluently.

👋🏼 My name is Nouhaila, and I've helped many students unlock their potential in French with a communicative, positive and personalized approach.
💬 My lessons are all about real-life speaking — from day one, you'll be using the language naturally.

🧭 Choose your focus:
✈️ French for Travel
→ Learn to survive and thrive in any French-speaking country.
→ Practical phrases, cultural insights and listening skills.
→ Travel without fear — speak with ease!

💼 French for Business
→ Improve your professional communication in French.
→ Specialized vocabulary for meetings, presentations and emails.
→ Present yourself clearly and professionally.

🎓 Exam Preparation (DELF, DALF, IB...)
→ Targeted lessons to increase your score.
→ Practice tests, strategies and personalized feedback.
→ Reduce exam stress and feel prepared.

💬 Conversation Boost
→ Speak more confidently through engaging conversation topics.
→ Culture, daily life, news, travel, opinions — you choose!
→ Get live corrections and tips to sound more natural.

📚 Also available: General French (A1–C2)
Structured grammar and vocabulary combined with real communication in each lesson.

🎁 BONUS
The moment you book your first session, you'll get instant access to a private classroom filled with learning resources:
interactive tools, vocabulary lists, grammar tips, exercises, and fun extras to help you progress at your own pace.

✨ Let's make your French journey exciting, smooth and truly effective!

🇫🇷 Speak French with confidence! — Travel | Business | Exams | Conversation 🇫🇷
✨ Would you like to learn French in a practical, fun way that focuses on real communication? You've come to the right place!
✨ I'm an experienced and trained French teacher, here to help you express yourself fluently, whether you're traveling, working, or taking an exam.

👋🏼 My name is Nouhaila, and I have helped many students improve their French level thanks to a communicative, positive, and personalized approach.
💬 My classes start with speaking from day one — you'll learn to use the language naturally and effectively.

🧭 Choose your goal:
✈️ French for traveling
→ Learn useful phrases, everyday expressions, and cultural tips.
→ Get ready to enjoy your travels without language barriers.
→ Speak fluently and confidently anywhere in the French-speaking world!

💼 Business French
→ Improve your professional communication in French.
→ Specific vocabulary for meetings, presentations and emails.
→ Gain confidence and professional projection in international environments.

🎓 Exam preparation (DELF, DALF, IB...)
→ Classes focused on the exam content.
→ Strategies, drills, corrections and individual support.
→ Reduce stress and approach the exam with confidence.

💬 Conversation classes
→ Sessions focused on speaking fluently and naturally.
→ Topics like culture, current events, travel, opinions, society... you choose!
→ Live corrections and tips to sound more authentic.

📚 Also available: General French (levels A1–C2)
Structured lessons with grammar, vocabulary, and lots of communication practice.

🎁 SPECIAL BONUS
As soon as you book your first class, you'll have immediate access to a private classroom with all the resources you need:
Interactive tools, vocabulary lists, grammar explanations, exercises, and fun extras to help you progress at your own pace.

✨ Make your French experience enjoyable, practical, and truly useful!
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Bonjour :

- Mon cours est destiné aux collégiens et lycéens en mathématiques générales (système français / tunisien)
- Ma méthodologie du travail consiste à réviser bien le cours avant toute chose et puis laisser l'élève faire quelque exemples d'opérations/questions pour bien diagnostiquer sa faiblesse en matière et ses lacunes et puis attaquer ces lacunes avec sagesse et beaucoup de compréhension en poussant l'élève lui même à réinvoquer le cours et l'utiliser pour bien répondre à la question en vigueur.

Soyez la bienvenue cher parents et élèves à mon cours !
Le cours en ligne est fait avec l'outil GOOGLE MEET et une tablette graphique est utilisée de ma part pour permettre à l'apprenant de bien suivre le cours visuellement et intervenir à chaque fois en temps réel avec moi
L'intégralité du travail fait avec l'apprenant sera envoyé à lui sous format PDF à la fin de la séance (pour les cours à distance)
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I am a qualified and experienced native Spanish teacher. I teach for several years to english students and I have been teaching spanish in Germany for 1 year.

I have studied Philologie in the University in Spain

I trained as a Spanish Teacher for Foreigners in Germany.

I can speak English and German fluently, so there will be no difficulty in the teacher-student relationship.

You can get good results with me, both if you want to learn or to improve your Spanish, whatever your goal:

• To obtain a DELE diploma from any level.
• To improve your Erasmus experience.
• To improve your experience as a tourist.
• If you want to practice your Spanish regularly to maintain your current level

I teach for all levels, grammar or conversation with personalized methodology to the age, mother language and previous studies of the student.

I take as a point of reference the level and the goal that the student wants to achieve in order to apply one or another method.

In case of group lessons, the price can be different.

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I believe the best way to learn is through natural and enjoyable methods. That's why I incorporate educational games, images, and videos into my lessons. I encourage and maximize students' speaking time because I truly believe in learning by doing.

To ensure your learning success, I provide a wide range of resources tailored to your needs. Our class topics will revolve around your interests while introducing you to exciting new things.

For our younger students, I make sure to create engaging lessons that promote language acquisition, not just learning.

Creating a strong bond with my students is important to me because I believe it leads to more successful lessons.

I am delighted to share that I am TEFL certified and my qualification is recognized worldwide.

English

I believe the best way to learn is through natural and enjoyable methods. 😊📚 That's why I incorporate educational games, pictures, and videos in my lessons. 🎮🖼️📹 I encourage and maximize student talk time because I truly believe in learning by doing. 🗣️💪

To ensure your learning success, I provide a wide range of resources tailored to your needs. 📚✨ Our class topics will revolve around your interests while also introducing you to new and exciting things. 🌍🔍

For our little ones, I make sure to create captivating lessons that foster language acquisition, not just learning.

Creating a strong bond with my students is important to me, as I believe it leads to more successful classes. 🌟🌍🚀
Education
I'm excited to share that I'm TEFL certified and my qualification is recognized worldwide 🌍💼✨
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Je propose des cours couvrant différents niveaux en économie et en statistiques. Les matières comprennent l'économie générale, la micro/macroéconomie, la comptabilité nationale, les statistiques descriptives, les inférences statistiques, les techniques de sondage et d'enquêtes, l'économétrie, ainsi que la science des données : prétraitement et apprentissage automatique. J'enseigne également l'utilisation de R et Python pour l'analyse de données.
Je suis titulaire d'une formation en ingénierie statistique et en économie, et je suis actuellement doctorant en économie. J'ai accumulé 13 années d'expérience à la fois dans le secteur public et privé.
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Primary school teacher, I give tutoring lessons for all levels
I am a CE2 class teacher and a FLE (French as a foreign language) teacher in training centers.
I have a certification in FLE and 2 masters and a master in teaching in progress
I use fun and interactive methods
I currently provide personalized tutoring for primary and secondary school students in all subjects.

I offer sessions adapted to the needs and pace of each student

Methodology:
- Initial assessment: For each support I will do a diagnostic assessment to identify the student's strengths and weaknesses in the subject concerned (mathematics, French, science, etc.).
- Personalized approach: The courses are adapted to the student's level, with individualized monitoring. This includes practical exercises, targeted revisions and explanations adapted to each learning pace.
- Progressive objectives: we set short and long term objectives together to motivate the student.
- Learning techniques: I use interactive methods (online exercises, educational games) and revision sheets to help memorize and understand key concepts (flashcards, etc.)

Type of sessions:
- Course of the sessions:
- Review of previous concepts: 10-15 minutes to review the points covered during the last lesson.
- Lesson of the day: 30-45 minutes to present and explain a new concept.
- Practical exercises: 20-30 minutes to apply what has been learned, offering exercises adapted to the student's level.
- Questions and corrections: 10-15 minutes at the end to answer the student's questions and correct mistakes together.
- Regular monitoring: I plan regular assessments to adjust the learning method and adapt the pace of the lessons.

So what are you waiting for? Join me for an unforgettable adventure!
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Je suis un professeur particulier qualifié et passionné de mathématiques, diplômé de l'Université Cheikh Anta Diop de Dakar (UCAD). Mon parcours académique m'a amené à étudier les mathématiques, la physique et l'informatique lors de mes deux premières années d'université, avant de me spécialiser avec une licence et un master en biomathématiques. Ces formations m'ont permis d'approfondir mes compétences en sciences appliquées et de développer une expertise pointue dans l'analyse de concepts complexes.
Depuis plus de dix ans, j'accompagne des élèves en tutorat, une expérience qui a débuté au sein de mon cercle familial et qui s'est enrichie au fil du temps grâce à une formation pédagogique adaptée aux environnements numériques. Aujourd'hui, j'offre des cours en ligne entièrement personnalisés, débutant toujours par un bilan approfondi des compétences de chaque élève afin d'identifier précisément leurs points forts et leurs difficultés. Cette analyse me permet de concevoir un programme de remédiation sur mesure, ciblant efficacement leurs besoins spécifiques.
Je trouve une grande motivation à travailler avec des élèves désireux de réussir. Leur engagement et leur détermination à progresser stimulent mon implication et renforcent mon professionnalisme. En ligne, je m'assure de maintenir un environnement d'apprentissage sérieux et structuré, où l'accent est strictement mis sur l'aspect pédagogique.
Ma parfaite maîtrise des programmes de mathématiques, alliée à mon expertise en biomathématiques, me permet de simplifier des notions complexes et de rendre l'apprentissage des sciences accessible à tous. Mon objectif est d'aider chaque élève à consolider ses bases, à regagner confiance en lui et à devenir autonome dans ses études.
Je propose ainsi mes cours particuliers en ligne, offrant une flexibilité géographique et un suivi personnalisé pour accompagner chaque élève vers la réussite.
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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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Transforming raw data into useful information for decision-making. Ability to collect, clean and structure data from various sources, and to analyze it using statistical tools and the R language. Designing clear and relevant visualizations (dashboards, graphs, performance indicators).
Proficiency in interpreting results, univariate and multivariate statistical analyses, regression models and clustering techniques, as well as in formulating operational recommendations.

Ability to communicate analyses to non-technical audiences, capacity to support organizations in implementing data-driven strategies, optimizing processes, defining key performance indicators, and teaching the basics of data analysis.
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Module 1 : Dénombrement
Ce module pose les bases logiques indispensables pour les probabilités
.Analyse Combinatoire : Permutations, arrangements (avec et sans répétition) et combinaisons.
Outils de dénombrement : Utilisation du triangle de Pascal et de la formule du Binôme de Newton.
Applications concrètes : Résolution de problèmes complexes (tirages, codes, partitions).

Module 2 : Probabilités (Modéliser l'aléatoire
)De la théorie classique aux modèles plus complexes.
Probabilités Fondamentales : Axiomes, probabilités conditionnelles et indépendance (Théorème de Bayes).Variables Aléatoires Discrètes : Lois de Bernoulli, Binomiale et de Poisson (Espérance, Variance et Écart-type).

Module 3 : Statistique Descriptive
Savoir organiser, résumer et interpréter des séries de données.Indicateurs de Position : Moyenne, Médiane, Mode et Quartiles.
Indicateurs de Dispersion : Variance, Écart-type et Étendue.

Représentations Graphiques : Histogrammes, diagrammes en boîte (Box-plots) et courbes cumulatives.Statistiques Bivariées : Corrélation linéaire, droite de régression et méthode des moindres carrés.

Ma Méthodologie : Avant de manipuler les formules , j'enseigne la logique du choix et de l'ordre pour éviter les erreurs classiques. Rigueur de Rédaction : En statistiques et probabilités, la rédaction est cruciale.
J'enseigne comment justifier chaque étape pour maximiser les points aux examens
Utilisation des Outils : MIntroduction au langage R.
Lien avec le Machine Learning : Pour les étudiants intéressés, je montre comment ces concepts sont les fondations de l'Intelligence Artificielle moderne.
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◾ Tools

RStudio • SQL • SPSS • SAS • Jamovi • JASP

◾ Statistical Methods & Tests

Student's t-test • ANOVA • MANOVA • ANCOVA • Regression (linear & logistic) • Correlation • Chi-square • Nonparametric tests • PCA • MCA • Exploratory factor analysis • Classification / Clustering • Mediation • Moderation • Interpretation

◾ Data analysis & decision support

- Data preparation, structuring and validation using SAS, R and SQL
- Descriptive, exploratory and multivariate statistical analyses on business data
- Production of performance indicators and actionable analyses to support decision-making

◾ Selection and implementation of methods

- Preparation and structuring of databases
- Hypothesis testing and univariate, bivariate and multivariate analyses (ANOVA / ANCOVA)
- Linear and logistic regressions
- Factor analyses (PCA / MCA)
- Mediation and moderation models
- Classification / clustering

1) Academic support

- Lectures, tutorials, projects and assignments in statistics
- Help in understanding and interpreting the results
- Preparation for exams and academic presentations

2) Statistical analysis

- Descriptive statistics (univariate and bivariate)
- Multivariate analyses
- Data exploration and outlier detection

3) Statistical tests

- Correlations (Pearson, Spearman, Cohen's Kappa)
- t-tests (one and two samples, independent or paired)
- Chi-square, binomial tests
- z-scores and associated indicators

4) Statistical modeling

- Linear regressions (simple and multiple)
- Logistic regression
- Interpretation of coefficients, diagnostics and validation of models

5) ANOVA & ANCOVA

- One- or multi-factor ANOVA
- Repeated measures ANOVA
- Fixed and random effects
- Post-hoc tests and effect sizes

6) Factor analyses

- ACP / PCA (scree plot, factor scores, matrices)
- Exploratory factor analysis
- Factorial rotations
- Validation and interpretation of structures and clusters

◾ Reporting & communication

- Clear, structured and concise reporting of results
- Visualizations tailored to decision-makers
- Support for strategic and operational decision-making
Garantie Le-Bon-Prof
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