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Professeur fiable
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 mai 2019
Professeur depuis mai 2019
Data science , Analytics, Machin learning, statistics
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Àpd 48 € /h
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Hi I am an experienced trainer and professional with experience in teaching statistics, analytics , data science and machine learning . This will cover from basics to advance. I am skilled in teaching in layman language . Using R and Python
Informations supplémentaires
Bring your laptop
Lieu
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En ligne depuis Pays-Bas
Présentation
I have been teaching analytics and data science for last 10 years with expertise in Machine learning and Deep Learning. The teaching is in layman's term so anyone can understand. Experience in open source tool like python.
Education
Masters in Statistics and Data Science (Machine learning and Deep Learning).
Experience in Statistical software and open source like (Python , R , SPSS , SAS etc)
Expérience / Qualifications
16 years of Industry and 10 years of teaching experience. Hands on experience in python, R and Machine learning and deep learning
Age
Adolescents (13-17 ans)
Adultes (18-64 ans)
Seniors (65+ ans)
Niveau du Cours
Débutant
Intermédiaire
Avancé
Durée
60 minutes
Enseigné en
anglais
Compétences
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
I specialize in teaching Hands on Machine learning with Python. I can teach with real case studies and in layman's language.

This class is for the candidates aspiring to learn data science or having problem with their projects or any other work.
Lire la suite
I specialize in teaching statistics, Python, Data science. This class is for Phd (final year) thesis writing with analysis, Data science aspirants.
All the courses will be taught in layman's language. The course will be easy for even college student.
Lire la suite
Voir plus
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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.
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As a teaching professional, I have always enjoyed sharing my knowledge. My goal is to provide quality education. I am aware that some topics may seem complex, but often this is simply the result of an inadequate explanation by the teacher. With me, you will discover a real interest in the material!

We strive together to achieve academic excellence, overcoming the shortcomings and difficulties encountered by your child. Studies will become a pleasant experience for him. In addition to the courses, I can also help with school orientation, identifying their preferences and highlighting the advantages and benefits of a fulfilling educational ambition.

The sessions generally take place according to the following stages:

1️⃣ The first sessions are devoted to the assessment of the student's level in order to detect existing gaps.

2️⃣ Next, we create a personalized plan to address these gaps, including the number of hours of work needed, specific areas to focus on, and appropriate training and development exercises.

3️⃣ We stay in constant contact with the student's class teacher, to keep up to date with the latest requirements and ensure a consistent approach.

4️⃣ Subsequently, I provide exams similar to those that are likely to be asked in class, to prepare the student effectively.

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I adapt my methodology according to the specific needs of each student, thus offering them a personalized and adapted work approach.

In addition, I offer crash courses for students preparing for the start of the school year, allowing them to start the year well prepared, with a solid lead on the school curriculum.

If you have any questions, do not hesitate to contact me. I will be happy to help you.
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(FR/ENGL) Experienced and passionate tutor, I have been supporting students for 6+ years in their mathematics journey, from high school through the beginning of higher education.

🔎 Why choose my lessons?
• Guaranteed progress: my students not only improve their grades, but also gain confidence and independence.
• Personalized teaching: I adapt to each student’s needs (remedial support, exam preparation, advanced learning).
• Engaging and practical lessons: thanks to my degree in Business Engineering (ULB – Solvay School) and my experience as both a high school teacher and a tutor, I enrich my explanations with numerous real-life examples.

🏫 Lesson formats
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• Online or hybrid lessons – interactive and adapted to all profiles using effective digital tools.

💡 My goal: to share not only knowledge, but also a love for learning and solid study methods that will benefit students far beyond the classroom.

Feel free to contact me for any further information; I’ll be happy to help.

Looking forward,
Ryan
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By delving deep into the practical applications of statistics and data science, this course is designed to set you up for success.

Learn from real-world examples: Instead of spending hours on theoretical material and trying to relate it to practical issues, we will focus solely on applied statistics. Programming will allow you to apply theory to real-world problems, equipping you with the knowledge and skills you need to succeed.

We won’t be spending hours solving math problems by hand for reinforcement, as this isn’t school. Instead, we’ll use cutting-edge methods and code libraries that leverage the latest software releases to maximize productivity and efficiency.

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I'm a professional math teacher with a Master's degree in Mathematics and Applications, plus I've spent 4 years in PhD studies, diving deep into the mathematical universe. Over the past 8 years, I've been teaching students just like you.

How can I help you?
I don't do one-size-fits-all teaching. Instead, I'll:
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Please don't book a session before sending me a message to check availability and logistics.
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With 14 years of experience teaching mathematics in middle and high school, I offer you tailor-made support to help you progress in math. Whether you want to fill in your gaps, prepare for an exam (brevet, baccalaureate) or simply deepen your knowledge, I am here for you. My private lessons, given online or at home, are adapted to your pace and your specific needs. I guarantee you a clear and effective pedagogy, as well as personalized follow-up to help you succeed. Specializing in 3rd, Brevet and Terminale levels, I help you acquire the methods and tools necessary to master mathematics and enjoy learning them.
My goal is to help you improve your math skills quickly and prepare effectively for the bac/brevet. I am also attentive to students experiencing academic difficulties and I can offer you personalized support to overcome your difficulties.
I am considered one of the best online math tutors. I also offer math support for French mission students and math help for international students wishing to follow the French curriculum.
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Private lessons: at home or online
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Understand the concepts in a clear and simple way
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I am here to help you discover the fun of mathematics and reveal your potential.

Feel free to contact me for more information.
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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.
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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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Data science, statistics & mathematics – clearly explained, personally supported.
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With my structured, understandable, and motivating approach, I'll help you not only solve problems but also understand data, recognize connections, and make informed decisions. My lessons are personalized, efficient, and at eye level.

Who I am – and why I teach:
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In parallel to my teaching, I have implemented numerous data science projects – from exploratory analysis and data modeling to decision support in a business context. This combination of theory and practice makes my teaching particularly close to reality while remaining accessible.

I love making complex topics tangible, creating aha moments, and empowering people to handle data confidently. For me, tutoring isn't just about imparting knowledge—it's about developing their minds on equal terms.

-What you can expect from me:
One-to-one lessons with a focus on data comprehension, statistics & analytical thinking
Support with projects, assignments, exams or getting started in the data world
Practical explanations – step by step and adapted to your everyday life
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Long-term strategies for problem-solving & structured thinking
Flexible lessons in Bern or online – personal, competent & reliable

Why I can help you understand data science:
Because I work at the interface between science and practice. I know how quickly you can get lost in formulas and tools—and I'll help you see the common thread:
How data tells stories, how you analyze it, and how you make smart decisions.

With me, you won't just learn methods—you'll learn how to think with data. Whether in your studies or in your career, I'll guide you in truly understanding data and applying it confidently.
Learn data analysis.
Analyze and model complex data sets – understandable, practical and with structure.
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Hello to Data & AI students (L3 Info/Stats, Master Data Science/AI, MIAGE, engineering schools, career change...)!
My name is Soufiane, I have a master's degree in Data Science & AI.
I offer 100% professional courses:
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- Advanced R (Tidyverse, Caret, Shiny)
- SQL & NoSQL (PostgreSQL, MongoDB, optimization)
- Power BI / Tableau (DAX, dashboards, storytelling)
- Advanced statistics (Bayesian, time series, A/B testing)
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- Deep Learning (CNN, RNN, Transformers, fine-tuning)
- NLP (tokenization, BERT, sentiment, chatbots)
- Big Data (Spark, Hadoop, ETL pipelines, AWS/GCP cloud)
- Complete projects (Kaggle, real-world datasets, GitHub, professional report) Levels: L3 Computer Science/Statistics/Economics
- Master Data Science, AI, MIAGE
- Engineering schools (Centrale, INSA, ENSIIE, EPITA...)
- AI retraining / bootcamps

Why me ?
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- Flexible hours: evenings, weekends, intensive courses
- At home (Cergy, Pontoise, Sarcelles – free within 15 km) or Zoom + screen sharing
- Invoices issued.

Limited places available (max 8 students). Contact me by message to schedule an appointment.
Respond quickly! See you soon to master Data & AI!
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By the end of the course, you’ll be able to understand key ML concepts and create your own basic AI models.
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I am a qualified and passionate mathematics teacher. With two master's degrees, one in Applied Mathematics and the other in Data Science, I have acquired a solid foundation in mathematics and statistics. My background has allowed me to develop a rigorous yet supportive approach, focused on a deep understanding of concepts rather than the simple application of formulas.

Throughout my studies, I have provided numerous private lessons to students of varying levels, from middle school (6th grade) to high school (12th grade). I help my students overcome their difficulties, regain confidence in their abilities, and make lasting progress. During the first session, I conduct a comprehensive assessment to evaluate their existing knowledge and identify areas for improvement. This approach allows me to design a customized learning program tailored to each student's needs and pace.

I teach mathematics at all levels, from middle school to university, including high school and preparatory classes. My dual background in mathematics and data science allows me to offer both a theoretical and applied perspective on concepts, making them more intuitive and concrete to understand. I pay particular attention to the logic and clarity of my explanations so that every concept, even the most complex, becomes accessible.
Furthermore, my expertise in data science also allows me to support students in their university projects in statistics, programming or data analysis, by providing them with a clear methodology and concrete tools to succeed.
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Préparez vos examens de mathématiques l’esprit tranquille !

Les examens approchent et la pression monte ? Je vous propose un accompagnement personnalisé et intensif en mathématiques pour progresser rapidement et réussir, même avec des délais serrés.

🔹 Qui suis-je ?

Professeur expérimenté, j’aide les lycéens et les étudiants à maîtriser les notions essentielles en mathématiques :

Algèbre

Analyse

Géométrie

Trigonométrie

Algèbre linéaire

Équations différentielles

... et bien d’autres domaines !

🎯 Un accompagnement 100% personnalisé

Chaque séance est conçue selon votre niveau, vos objectifs et vos difficultés. L’objectif : optimiser votre compréhension et renforcer votre efficacité lors des examens.

📌 Ce que je vous propose :

✔️ Des cours intensifs axés sur la réussite

✔️ Des explications claires pour simplifier les notions délicates

✔️ Des exercices types et des annales pour vous entraîner efficacement

✔️ Des méthodes de travail qui améliorent vos performances

✔️ Des conseils pour gérer le stress et aborder les épreuves avec assurance

⏳ Le temps est limité, mais chaque séance peut faire la différence !

Que vous ayez besoin de quelques révisions ciblées ou d’un programme intensif, je suis à vos côtés pour vous mener vers la réussite.

📍 Disponibilités :

À domicile : Agadir

En ligne : Partout dans le monde

👉 Contactez-moi dès maintenant et construisons ensemble votre réussite ! 🚀
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Soon to have a degree in mathematics and already graduated in economics and finance, I offer mathematics and physics lessons from middle school to high school.

My courses are distinguished by a personalized approach: beyond simple exercises, I teach my students to understand, reason, and build confidence. Each session is tailored to each student's objectives, level, and pace, guaranteeing real and motivating progress.

Through clear teaching methods, simple explanations and effective techniques, I transform difficulties into successes and help students reveal their full potential.
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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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Contacter Srinivas
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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
As a teaching professional, I have always enjoyed sharing my knowledge. My goal is to provide quality education. I am aware that some topics may seem complex, but often this is simply the result of an inadequate explanation by the teacher. With me, you will discover a real interest in the material!

We strive together to achieve academic excellence, overcoming the shortcomings and difficulties encountered by your child. Studies will become a pleasant experience for him. In addition to the courses, I can also help with school orientation, identifying their preferences and highlighting the advantages and benefits of a fulfilling educational ambition.

The sessions generally take place according to the following stages:

1️⃣ The first sessions are devoted to the assessment of the student's level in order to detect existing gaps.

2️⃣ Next, we create a personalized plan to address these gaps, including the number of hours of work needed, specific areas to focus on, and appropriate training and development exercises.

3️⃣ We stay in constant contact with the student's class teacher, to keep up to date with the latest requirements and ensure a consistent approach.

4️⃣ Subsequently, I provide exams similar to those that are likely to be asked in class, to prepare the student effectively.

5️⃣ Upon request, I write a regular report, usually monthly, to keep parents informed of their child's progress throughout their course.

I adapt my methodology according to the specific needs of each student, thus offering them a personalized and adapted work approach.

In addition, I offer crash courses for students preparing for the start of the school year, allowing them to start the year well prepared, with a solid lead on the school curriculum.

If you have any questions, do not hesitate to contact me. I will be happy to help you.
verified badge
(FR/ENGL) Experienced and passionate tutor, I have been supporting students for 6+ years in their mathematics journey, from high school through the beginning of higher education.

🔎 Why choose my lessons?
• Guaranteed progress: my students not only improve their grades, but also gain confidence and independence.
• Personalized teaching: I adapt to each student’s needs (remedial support, exam preparation, advanced learning).
• Engaging and practical lessons: thanks to my degree in Business Engineering (ULB – Solvay School) and my experience as both a high school teacher and a tutor, I enrich my explanations with numerous real-life examples.

🏫 Lesson formats
• At-home tutoring (individual or small group) – available anywhere in Brussels and Wallonia.
• At the teacher’s location – in a classroom near ULB.
• Online or hybrid lessons – interactive and adapted to all profiles using effective digital tools.

💡 My goal: to share not only knowledge, but also a love for learning and solid study methods that will benefit students far beyond the classroom.

Feel free to contact me for any further information; I’ll be happy to help.

Looking forward,
Ryan
verified badge
By delving deep into the practical applications of statistics and data science, this course is designed to set you up for success.

Learn from real-world examples: Instead of spending hours on theoretical material and trying to relate it to practical issues, we will focus solely on applied statistics. Programming will allow you to apply theory to real-world problems, equipping you with the knowledge and skills you need to succeed.

We won’t be spending hours solving math problems by hand for reinforcement, as this isn’t school. Instead, we’ll use cutting-edge methods and code libraries that leverage the latest software releases to maximize productivity and efficiency.

If you have any further questions, please do not hesitate to contact us.
verified badge
I'm a professional math teacher with a Master's degree in Mathematics and Applications, plus I've spent 4 years in PhD studies, diving deep into the mathematical universe. Over the past 8 years, I've been teaching students just like you.

How can I help you?
I don't do one-size-fits-all teaching. Instead, I'll:
- Create lessons specifically designed for YOUR learning style and pace.
- Break down complicated concepts so they actually make sense.
- Help you crush that homework, ace those tests, and build solid skills
- Support you wherever you're at, from elementary arithmetic to university-level Calculus, Algebra, and Statistics.
- Help you prepare for your exams, tests, and tests: IB Math AA/AI SL/HL, A level, SAT, PSAT and NMSQT
- Help you prepare for your University entrance tests: Bocconi and Luiss..

Please don't book a session before sending me a message to check availability and logistics.
verified badge
With 14 years of experience teaching mathematics in middle and high school, I offer you tailor-made support to help you progress in math. Whether you want to fill in your gaps, prepare for an exam (brevet, baccalaureate) or simply deepen your knowledge, I am here for you. My private lessons, given online or at home, are adapted to your pace and your specific needs. I guarantee you a clear and effective pedagogy, as well as personalized follow-up to help you succeed. Specializing in 3rd, Brevet and Terminale levels, I help you acquire the methods and tools necessary to master mathematics and enjoy learning them.
My goal is to help you improve your math skills quickly and prepare effectively for the bac/brevet. I am also attentive to students experiencing academic difficulties and I can offer you personalized support to overcome your difficulties.
I am considered one of the best online math tutors. I also offer math support for French mission students and math help for international students wishing to follow the French curriculum.
I offer a full range of services in mathematics:

Private lessons: at home or online
Personalized academic support: for all levels and all programs
Preparation for exams: brevet, baccalaureate, competitive examinations
Homework help: for regular monitoring
Intensive courses: for rapid progress
Specific support: for students in difficulty, students on French missions, international students
Thanks to my personalized math lessons, you will be able to:

Understand the concepts in a clear and simple way
Solve the exercises with ease
Gaining self-confidence
Pass your exams with flying colors
I am here to help you discover the fun of mathematics and reveal your potential.

Feel free to contact me for more information.
verified badge
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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Data science, statistics & mathematics – clearly explained, personally supported.
My name is Kian, an experienced tutor from Bern. I support students, career starters, and professionals on their journey into the data-driven world—whether in their studies, projects, or everyday work.

With my structured, understandable, and motivating approach, I'll help you not only solve problems but also understand data, recognize connections, and make informed decisions. My lessons are personalized, efficient, and at eye level.

Who I am – and why I teach:
I teach in Bern and successfully completed the MAS program in Statistical Data Science at the University of Bern, focusing on statistics, mathematics, and data science. For several years, I have been passionately teaching, both in academic contexts and for professionals who want to think and work more data-driven.

In parallel to my teaching, I have implemented numerous data science projects – from exploratory analysis and data modeling to decision support in a business context. This combination of theory and practice makes my teaching particularly close to reality while remaining accessible.

I love making complex topics tangible, creating aha moments, and empowering people to handle data confidently. For me, tutoring isn't just about imparting knowledge—it's about developing their minds on equal terms.

-What you can expect from me:
One-to-one lessons with a focus on data comprehension, statistics & analytical thinking
Support with projects, assignments, exams or getting started in the data world
Practical explanations – step by step and adapted to your everyday life
Teaching modern methods for data analysis, modeling & interpretation
Long-term strategies for problem-solving & structured thinking
Flexible lessons in Bern or online – personal, competent & reliable

Why I can help you understand data science:
Because I work at the interface between science and practice. I know how quickly you can get lost in formulas and tools—and I'll help you see the common thread:
How data tells stories, how you analyze it, and how you make smart decisions.

With me, you won't just learn methods—you'll learn how to think with data. Whether in your studies or in your career, I'll guide you in truly understanding data and applying it confidently.
Learn data analysis.
Analyze and model complex data sets – understandable, practical and with structure.
If you're ready to get to grips with data, I'm ready to guide you.
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Hello to Data & AI students (L3 Info/Stats, Master Data Science/AI, MIAGE, engineering schools, career change...)!
My name is Soufiane, I have a master's degree in Data Science & AI.
I offer 100% professional courses:
- Python Data & AI (Pandas, NumPy, Scikit-learn, TensorFlow/Keras)
- Advanced R (Tidyverse, Caret, Shiny)
- SQL & NoSQL (PostgreSQL, MongoDB, optimization)
- Power BI / Tableau (DAX, dashboards, storytelling)
- Advanced statistics (Bayesian, time series, A/B testing)
- Machine Learning (regressions, trees, clustering, XGBoost, evaluation)
- Deep Learning (CNN, RNN, Transformers, fine-tuning)
- NLP (tokenization, BERT, sentiment, chatbots)
- Big Data (Spark, Hadoop, ETL pipelines, AWS/GCP cloud)
- Complete projects (Kaggle, real-world datasets, GitHub, professional report) Levels: L3 Computer Science/Statistics/Economics
- Master Data Science, AI, MIAGE
- Engineering schools (Centrale, INSA, ENSIIE, EPITA...)
- AI retraining / bootcamps

Why me ?
- 100% interactive course: live coding, debugging, projects, datasets
- Professional supports: Jupyter notebooks, templates, ML/DL cheatsheets
- Flexible hours: evenings, weekends, intensive courses
- At home (Cergy, Pontoise, Sarcelles – free within 15 km) or Zoom + screen sharing
- Invoices issued.

Limited places available (max 8 students). Contact me by message to schedule an appointment.
Respond quickly! See you soon to master Data & AI!
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his class introduces you to the fascinating world of Machine Learning and Artificial Intelligence. You’ll learn how intelligent systems are built, how machines can learn from data, and how to apply these techniques to solve real-world problems.
We’ll cover both the theory and practice — including algorithms, model training, evaluation, and simple projects using Python.
By the end of the course, you’ll be able to understand key ML concepts and create your own basic AI models.
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I am a qualified and passionate mathematics teacher. With two master's degrees, one in Applied Mathematics and the other in Data Science, I have acquired a solid foundation in mathematics and statistics. My background has allowed me to develop a rigorous yet supportive approach, focused on a deep understanding of concepts rather than the simple application of formulas.

Throughout my studies, I have provided numerous private lessons to students of varying levels, from middle school (6th grade) to high school (12th grade). I help my students overcome their difficulties, regain confidence in their abilities, and make lasting progress. During the first session, I conduct a comprehensive assessment to evaluate their existing knowledge and identify areas for improvement. This approach allows me to design a customized learning program tailored to each student's needs and pace.

I teach mathematics at all levels, from middle school to university, including high school and preparatory classes. My dual background in mathematics and data science allows me to offer both a theoretical and applied perspective on concepts, making them more intuitive and concrete to understand. I pay particular attention to the logic and clarity of my explanations so that every concept, even the most complex, becomes accessible.
Furthermore, my expertise in data science also allows me to support students in their university projects in statistics, programming or data analysis, by providing them with a clear methodology and concrete tools to succeed.
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Préparez vos examens de mathématiques l’esprit tranquille !

Les examens approchent et la pression monte ? Je vous propose un accompagnement personnalisé et intensif en mathématiques pour progresser rapidement et réussir, même avec des délais serrés.

🔹 Qui suis-je ?

Professeur expérimenté, j’aide les lycéens et les étudiants à maîtriser les notions essentielles en mathématiques :

Algèbre

Analyse

Géométrie

Trigonométrie

Algèbre linéaire

Équations différentielles

... et bien d’autres domaines !

🎯 Un accompagnement 100% personnalisé

Chaque séance est conçue selon votre niveau, vos objectifs et vos difficultés. L’objectif : optimiser votre compréhension et renforcer votre efficacité lors des examens.

📌 Ce que je vous propose :

✔️ Des cours intensifs axés sur la réussite

✔️ Des explications claires pour simplifier les notions délicates

✔️ Des exercices types et des annales pour vous entraîner efficacement

✔️ Des méthodes de travail qui améliorent vos performances

✔️ Des conseils pour gérer le stress et aborder les épreuves avec assurance

⏳ Le temps est limité, mais chaque séance peut faire la différence !

Que vous ayez besoin de quelques révisions ciblées ou d’un programme intensif, je suis à vos côtés pour vous mener vers la réussite.

📍 Disponibilités :

À domicile : Agadir

En ligne : Partout dans le monde

👉 Contactez-moi dès maintenant et construisons ensemble votre réussite ! 🚀
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Soon to have a degree in mathematics and already graduated in economics and finance, I offer mathematics and physics lessons from middle school to high school.

My courses are distinguished by a personalized approach: beyond simple exercises, I teach my students to understand, reason, and build confidence. Each session is tailored to each student's objectives, level, and pace, guaranteeing real and motivating progress.

Through clear teaching methods, simple explanations and effective techniques, I transform difficulties into successes and help students reveal their full potential.
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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.
Garantie Le-Bon-Prof
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