facebook
favorite button
super instructor icon
Trusted teacher
This teacher has a fast response time and rate, demonstrating a high quality of service to their students.
member since icon
Since December 2024
Instructor since December 2024
Packaging Design: Create professional packaging for your product.
course price icon
From 49.77 C$ /h
arrow icon
1. Package Design Masterclass for Beginners
Description: Learn the fundamentals of package design, including aesthetics, functionality, and sustainability. Students will create their own package design for a product.
Topics Covered: Understanding target audiences, Principles of effective design, Incorporating sustainability into packaging, Prototyping and feedback cycles
Extra information
Bring your own laptop
Location
location type icon
Online from Netherlands
Age
Children (7-12 years old)
Teenagers (13-17 years old)
Adults (18-64 years old)
Seniors (65+ years old)
Student level
Beginner
Intermediate
Advanced
Duration
60 minutes
90 minutes
120 minutes
The class is taught in
English
Availability of a typical week
(GMT -04:00)
New York
at teacher icon
Online via webcam
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
Educational Game Design for Students and Educators
Description: Explore how to design educational games that are fun and engaging. Students will create their own Scratch game or script-enabled Google Sheets/Slides/Docs-based game.
Topics Covered: beginner learners gain coding skills such as creating simple animations, understanding sequences, loops, and conditionals, and using event-based programming to make sprites respond to clicks or key presses. Intermediate learners advance to designing multi-level games with variables to track scores or lives, implementing custom blocks (functions) for reusable code, and introducing randomness and basic algorithms for more dynamic interactions. Advanced learners develop skills like creating complex game mechanics (e.g., physics simulations), optimizing game performance, integrating external data (e.g., cloud variables for saving progress), and building polished, interactive user interfaces with menus, timers, and advanced sprite behaviors. Each level emphasizes iterative design and debugging, preparing learners for more sophisticated programming environments.
Read more
Whether you're looking to build confidence in math or dive into the world of computer programming, I offer engaging, student-centered lessons that make learning fun, practical, and memorable.

🔢 Math Tutoring & Test Prep
I help students understand math by connecting it to real-world projects, visual patterns, and logical thinking—whether you're working on school coursework, SAT test prep, or just want to improve your number sense. My teaching style adapts to your learning goals, with plenty of interactive challenges, step-by-step strategies, and tools for mastering core concepts.

💻 Computer Programming
I teach computer science at an international school and love helping students of all levels:

Beginners can explore block-based coding with Scratch to build games and animations.

Intermediate and advanced students can learn to create custom Google Add-ons for Docs, Sheets, or Slides using JavaScript (Apps Script).

For those interested in Python, I guide learners through projects in Google Colaboratory, where they can write code, analyze data, or experiment with AI tools.

I specialize in using AI to support personalized learning, helping each student meet their goals efficiently and creatively. Whether you're preparing for exams or pursuing a passion project, I’ll help you stay motivated and make real progress.
Read more
Similar classes
arrow icon previousarrow icon next
verified badge
Python is one of the best, if not the best, language to start learning programming. It is also one of the most widely used languages today, especially in cutting-edge areas such as machine learning.

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

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

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

Beyond these general principles, there is no magic rule or method. Some approaches work with some students but not with others. Adaptation to individual needs is therefore the main objective of private lessons. So I will do my best to find what motivates and helps my student.
verified badge
With 7 years of experience as a developer in a Factory, I now develop Wordpress websites for large groups.

In the training program, you will learn to:

- Install, configure, and deploy WordPress sites
- Develop custom Wordpress themes and plugins
- Use powerful tools like ACF Pro, Gravity Forms, WPML, AIOS Security, WP rocket...
- Create custom post types and tailor-made taxonomies
- Develop pages using the right methods in HTML, CSS, Javascript & PHP
- Administer and manage a site database
- Contribute to the good natural referencing (SEO) of your site
- Use WP-Cli to speed up the maintenance of your sites
- Use Docker to containerize your local/prod projects and facilitate their management
- Administer your WP sites the right way
- And much more...

For any questions, you can contact me by PM.

See you soon,
Matthew
verified badge
Are you a university student, engineer, or professional who needs to actually use data — not just learn theory about it?
This course is built around real problems and real code. We skip the textbook formulas and go straight to applying statistics and data science the way professionals do: with Python (pandas, NumPy, scikit-learn, matplotlib) and R (RStudio).
What we cover, adapted to your level and goals:
- Descriptive and inferential statistics (the ones that actually matter)
- Data cleaning, exploration, and visualization
- Regression, classification, and intro to machine learning
- Time series and forecasting basics
- R for statistical analysis and academic research

Who this is for:
- University students in statistics, economics, engineering, or biology
- Professionals wanting to move into data analysis or data science
- Researchers who need to process and present data properly

I use Python and R professionally as a working engineer — everything I teach comes from real application, not just academic exercises.
verified badge
* This digital training aims to introduce you to the Scratch tool and through the game world, and gradually, to discover programming concepts such as loops, conditions or variables. It is aimed at anyone who is new to Scratch and who wants to create games and animations.

* Learning programming will allow students to develop their skills and will certainly allow them to meet the expectations of the future working world and emerging careers.

* In addition, learning programming allows the development of algebraic, algorithmic and computational thinking. Programming also helps to improve and develop students' sequencing ability, as well as their communication skills. Thus, there are several advantages to teaching programming, but the important thing is to remember that this learning teaches students that digital is not only for entertainment, but that it is possible to become creators. active and creative content.
verified badge
Master Python with Personalized Courses

Discover the art of programming with Python courses tailor-made to meet your specific needs. Whether you are a beginner, intermediate or professional, my lessons are suitable for all levels.

Why Choose My Courses?

Personalized Teaching Approach: Each course is tailored to your skill level and individual goals.

Practical Experience: Learn by doing with real-world projects that build your understanding and skills.

Ongoing Support: Get unlimited email support for any questions you have between sessions.

As a Python expert, I have a passion for teaching and sharing my knowledge. My goal is to guide you effectively in your learning journey.

Book Your First Lesson:

Start your journey to Python mastery now by booking your first lesson. Whether you aspire to enter the development field or hone your existing skills, these courses are designed for you.
verified badge
🌟 Course for Beginners - Discover the Secrets of Adobe Photoshop! 🌟

Have you always wanted to master Adobe Photoshop, but the features seem intimidating? Do not worry anymore! I offer courses specially designed for beginners, to guide you step by step into the fascinating world of Photoshop.

🖌️ What you will learn:

The essential basics of the Photoshop interface.
Image editing tools to improve your photos.
Creating simple and impactful designs.
🗓️ Flexible hours:
Choose sessions that fit your busy schedule.

🎓 Experienced Trainer:
Benefit from the expertise of an experienced trainer who will guide you through each step, allowing you to unleash your creativity.
verified badge
In the era of artificial intelligence, it has become necessary to learn professional design programs to become a professional designer who cannot replace you

This is what I offer you in this

I am Lubna. I work in the field of graphic design and have work experience of more than 5 years. I have trained and held seminars on design.
However, I am studying marketing for online business students

I worked with companies, individuals, and clients

My motto is “Do not design, but find a solution.”


I will provide you with an explanation of all the tools - techniques - and applications to actual projects - and answers to all your questions.....

You will have a graduation project at the end of the lectures, and this will be your success in mastering the program

Explanation in Arabic

Let's defeat aı and be professional designers
verified badge
In this course, you will learn how to efficiently package, containerize, and deploy Python applications and microservices using Docker. The course covers fundamental Docker concepts, best practices for structuring Python projects, and strategies for building scalable and portable applications. Through hands-on projects, you will gain practical experience in creating Docker images, managing containers, and orchestrating microservices, enabling seamless deployment across different environments.

Contact me if you want to have more information about the course!
verified badge
💻 Computer skills: an essential 21st-century skill

Today, mastering computer skills is no longer a luxury, it is a necessity.
Not having the basics can quickly become a hindrance to school, academics or career.

👉 Contact me now to:

• acquire a solid foundation in computer science
• deepen the fundamentals of programming (for advanced levels)
• Strengthen your skills in a clear, structured and sustainable way

📘 Mathematics – Secondary Level
Are you experiencing difficulties? I will guide you step by step to raise your level, understand and progress methodically.

📍 Lessons at home or remotely (video conference)
🎯 Objective: to understand, reason, and succeed
📞 Available for customized support.
verified badge
Want to learn Python through real projects and practical applications?

This course is designed for beginners, students, and future developers who want to build real Python projects while learning programming step by step.
Instead of only learning theory, we focus on hands-on practice and real applications of Python.

Topics may include:
- Python fundamentals
- Automation projects
- AI-related tools and workflows
- finance and data projects
- beginner web development
- problem solving and coding logic

No previous programming experience is required.

Students can also receive help with:
- university assignments
- coding projects
- beginner portfolios
- internship preparation

Lessons are adapted to the student’s level and goals.
verified badge
This fun and interactive course introduces kids and teens to the fundamentals of coding using Scratch, a visual programming language developed by MIT. Students will learn to create games, animations, and interactive stories while developing problem-solving, logical thinking, and creativity skills—all in a playful, drag-and-drop environment!
Who Should Join?
✔ Kids & teens curious about coding and game design
✔ Young learners who enjoy storytelling, art, or technology
✔ Future coders looking for a fun introduction to programming
verified badge
How Our Courses Work: Beyond the Surface
What my working method brings you:

--> a deep understanding that lasts long after the exam. With me, we'll transform passive learning into engineering mastery.

1. Revelation of the Implicit and Active Construction
Decoding the Invisible: I don't just give you the answer; I help you decipher what's hidden and implicit behind the formulas and lines of code. Together, we'll dissect the concepts to understand their true origins and usefulness.

Build and Analyze: Each session is a workshop. We will build solutions and analyze problems in pairs, allowing you to develop independent reasoning, essential for higher education.

2. The Art of Lasting Memorization
Analogies and Anchors: I use concrete analogies and vivid examples to explain the subtle differences between two related concepts. The goal? To create strong mental anchors so you never forget the fundamental concepts.

From Confidence to Excellence: I'll share with you the work methods and organizational skills that allowed me to excel in my academic career and engineering career. You'll leave not only with knowledge, but also with a strategy for success.

My commitment: To make you see Mathematics and Computer Science no longer as subjects to be learned, but as a single logic to be mastered.
verified badge
🐍 Python Course – Learn to code and create your projects!

This course is for anyone who wants to:

✅ Learn Python from the beginning
✅ Strengthen their programming skills

📚 On the program:

Variables

Loops

Functions

Data structures

Practical projects for implementation

💡 How does the course work?

Clear explanations to understand the programming logic

Targeted exercises adapted to your level

Concrete projects to create your own applications

🎯 My goal:

Helping you understand the logic behind the code

Progress at your own pace

Create your own projects in Python and gain independence
verified badge
Artificial Intelligence and programming become much easier when you understand the reasoning behind the algorithms—not simply memorize Python syntax or use AI tools as a black box.

I am a PhD-qualified engineer, university professor, researcher, programmer, and multidisciplinary tutor with more than 30 years of experience across teaching, technical training, engineering, information systems, quantitative analysis, research, data mining, programming, and intelligent knowledge-based systems.

This class provides a structured and personalized pathway for beginners, school and university students, researchers, engineers, professionals, career changers, and adult learners. Depending on your goals, we can focus on Python programming, computational problem solving, automation, machine learning, artificial intelligence, or a coherent progression connecting them.

PYTHON PROGRAMMING & COMPUTATIONAL THINKING
• Python installation and development environments
• Variables, data types, operators, and expressions
• Input, output, and program flow
• Conditional statements and decision making
• For loops and while loops
• Functions, parameters, return values, and scope
• Strings and text processing
• Lists, tuples, sets, and dictionaries
• File handling and data input/output
• Error handling and exceptions
• Modules, packages, and reusable code
• Object-oriented programming
• Algorithms and computational problem solving
• Debugging and systematic error correction
• Code organization, readability, and good programming practices

SCIENTIFIC COMPUTING, DATA & AUTOMATION
• NumPy for numerical computing
• pandas for structured data manipulation
• matplotlib for visualization
• Scientific and engineering calculations
• Automation of repetitive tasks
• Data processing workflows
• Working with files and external data
• Introduction to APIs when relevant
• Python and SQL workflows
• Research and quantitative applications
• Project development from idea to working solution

MACHINE LEARNING
• Foundations of machine learning
• Supervised and unsupervised learning
• Regression and classification
• Clustering and pattern discovery
• Decision trees and rule-based approaches
• Feature selection and data preparation
• Training, validation, and testing
• Model evaluation and performance metrics
• Overfitting and underfitting
• Bias, variance, and generalization
• Model comparison and interpretation
• Predictive modelling and data mining
• Neural-network foundations

ARTIFICIAL INTELLIGENCE & INTELLIGENT SYSTEMS
• Foundations and major branches of Artificial Intelligence
• How intelligent systems represent, classify, predict, and support decisions
• Knowledge representation concepts
• Ontologies and structured knowledge
• Rule-based reasoning and expert-system foundations
• Intelligent decision-support systems
• Generative AI and large language model concepts
• Prompt design and effective AI-assisted workflows
• AI limitations and hallucinations
• Bias, privacy, ethics, and responsible AI
• Applications in engineering, research, business, education, and professional decision making

Depending on your goals, practical work may involve Python, NumPy, pandas, matplotlib, relevant machine-learning libraries, Weka, SPSS Modeler, structured datasets, or modern generative-AI tools.

My teaching approach follows a clear progression:
understand the problem → design the logic → represent and prepare the data → write or select the method → test it → evaluate the output → debug or improve it → interpret the result → apply it responsibly

I do not simply provide finished code, demonstrate isolated commands, or recommend an AI model because it is popular. I help you understand why a method works, what assumptions it makes, when it should be used, how to evaluate its results, where it may fail, and how to improve the solution.

We can work with your course syllabus, programming exercises, existing code, error messages, dataset, research problem, AI project, automation task, engineering application, model output, or professional use case.

Whether you are writing your first Python program, preparing for a university course, debugging a project, automating a professional task, learning machine learning, or exploring advanced AI applications, I will adapt the sessions to your level, objectives, and pace.

My goal is to help you become an independent computational problem solver who can understand, build, evaluate, and apply intelligent solutions—not merely copy code or use AI tools without understanding them.
verified badge
My courses are aimed at students of all levels and objectives: refresher courses, preparation for tests, exams or in-depth study of concepts.

Each session is tailored to the student's needs. We begin by identifying difficulties, then review the concepts covered in the lesson before applying them through exercises of increasing difficulty. I place great importance on understanding concepts and developing reasoning skills rather than rote learning.

The courses take place exclusively online, which allows for efficient work on the course material, exercises and corrections in real time.

As an engineering student at ENSIMAG and a former student of MPSI-MP preparatory classes, I leverage my strong background in mathematics and computer science to guide students with rigor, patience, and effective teaching methods. My goal is to help them make lasting progress, gain confidence, and become independent in their work.
message icon
Contact Avi
repeat students icon
1st lesson is backed
by our
Good-fit Instructor Guarantee
Similar classes
arrow icon previousarrow icon next
verified badge
Python is one of the best, if not the best, language to start learning programming. It is also one of the most widely used languages today, especially in cutting-edge areas such as machine learning.

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

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

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

Beyond these general principles, there is no magic rule or method. Some approaches work with some students but not with others. Adaptation to individual needs is therefore the main objective of private lessons. So I will do my best to find what motivates and helps my student.
verified badge
With 7 years of experience as a developer in a Factory, I now develop Wordpress websites for large groups.

In the training program, you will learn to:

- Install, configure, and deploy WordPress sites
- Develop custom Wordpress themes and plugins
- Use powerful tools like ACF Pro, Gravity Forms, WPML, AIOS Security, WP rocket...
- Create custom post types and tailor-made taxonomies
- Develop pages using the right methods in HTML, CSS, Javascript & PHP
- Administer and manage a site database
- Contribute to the good natural referencing (SEO) of your site
- Use WP-Cli to speed up the maintenance of your sites
- Use Docker to containerize your local/prod projects and facilitate their management
- Administer your WP sites the right way
- And much more...

For any questions, you can contact me by PM.

See you soon,
Matthew
verified badge
Are you a university student, engineer, or professional who needs to actually use data — not just learn theory about it?
This course is built around real problems and real code. We skip the textbook formulas and go straight to applying statistics and data science the way professionals do: with Python (pandas, NumPy, scikit-learn, matplotlib) and R (RStudio).
What we cover, adapted to your level and goals:
- Descriptive and inferential statistics (the ones that actually matter)
- Data cleaning, exploration, and visualization
- Regression, classification, and intro to machine learning
- Time series and forecasting basics
- R for statistical analysis and academic research

Who this is for:
- University students in statistics, economics, engineering, or biology
- Professionals wanting to move into data analysis or data science
- Researchers who need to process and present data properly

I use Python and R professionally as a working engineer — everything I teach comes from real application, not just academic exercises.
verified badge
* This digital training aims to introduce you to the Scratch tool and through the game world, and gradually, to discover programming concepts such as loops, conditions or variables. It is aimed at anyone who is new to Scratch and who wants to create games and animations.

* Learning programming will allow students to develop their skills and will certainly allow them to meet the expectations of the future working world and emerging careers.

* In addition, learning programming allows the development of algebraic, algorithmic and computational thinking. Programming also helps to improve and develop students' sequencing ability, as well as their communication skills. Thus, there are several advantages to teaching programming, but the important thing is to remember that this learning teaches students that digital is not only for entertainment, but that it is possible to become creators. active and creative content.
verified badge
Master Python with Personalized Courses

Discover the art of programming with Python courses tailor-made to meet your specific needs. Whether you are a beginner, intermediate or professional, my lessons are suitable for all levels.

Why Choose My Courses?

Personalized Teaching Approach: Each course is tailored to your skill level and individual goals.

Practical Experience: Learn by doing with real-world projects that build your understanding and skills.

Ongoing Support: Get unlimited email support for any questions you have between sessions.

As a Python expert, I have a passion for teaching and sharing my knowledge. My goal is to guide you effectively in your learning journey.

Book Your First Lesson:

Start your journey to Python mastery now by booking your first lesson. Whether you aspire to enter the development field or hone your existing skills, these courses are designed for you.
verified badge
🌟 Course for Beginners - Discover the Secrets of Adobe Photoshop! 🌟

Have you always wanted to master Adobe Photoshop, but the features seem intimidating? Do not worry anymore! I offer courses specially designed for beginners, to guide you step by step into the fascinating world of Photoshop.

🖌️ What you will learn:

The essential basics of the Photoshop interface.
Image editing tools to improve your photos.
Creating simple and impactful designs.
🗓️ Flexible hours:
Choose sessions that fit your busy schedule.

🎓 Experienced Trainer:
Benefit from the expertise of an experienced trainer who will guide you through each step, allowing you to unleash your creativity.
verified badge
In the era of artificial intelligence, it has become necessary to learn professional design programs to become a professional designer who cannot replace you

This is what I offer you in this

I am Lubna. I work in the field of graphic design and have work experience of more than 5 years. I have trained and held seminars on design.
However, I am studying marketing for online business students

I worked with companies, individuals, and clients

My motto is “Do not design, but find a solution.”


I will provide you with an explanation of all the tools - techniques - and applications to actual projects - and answers to all your questions.....

You will have a graduation project at the end of the lectures, and this will be your success in mastering the program

Explanation in Arabic

Let's defeat aı and be professional designers
verified badge
In this course, you will learn how to efficiently package, containerize, and deploy Python applications and microservices using Docker. The course covers fundamental Docker concepts, best practices for structuring Python projects, and strategies for building scalable and portable applications. Through hands-on projects, you will gain practical experience in creating Docker images, managing containers, and orchestrating microservices, enabling seamless deployment across different environments.

Contact me if you want to have more information about the course!
verified badge
💻 Computer skills: an essential 21st-century skill

Today, mastering computer skills is no longer a luxury, it is a necessity.
Not having the basics can quickly become a hindrance to school, academics or career.

👉 Contact me now to:

• acquire a solid foundation in computer science
• deepen the fundamentals of programming (for advanced levels)
• Strengthen your skills in a clear, structured and sustainable way

📘 Mathematics – Secondary Level
Are you experiencing difficulties? I will guide you step by step to raise your level, understand and progress methodically.

📍 Lessons at home or remotely (video conference)
🎯 Objective: to understand, reason, and succeed
📞 Available for customized support.
verified badge
Want to learn Python through real projects and practical applications?

This course is designed for beginners, students, and future developers who want to build real Python projects while learning programming step by step.
Instead of only learning theory, we focus on hands-on practice and real applications of Python.

Topics may include:
- Python fundamentals
- Automation projects
- AI-related tools and workflows
- finance and data projects
- beginner web development
- problem solving and coding logic

No previous programming experience is required.

Students can also receive help with:
- university assignments
- coding projects
- beginner portfolios
- internship preparation

Lessons are adapted to the student’s level and goals.
verified badge
This fun and interactive course introduces kids and teens to the fundamentals of coding using Scratch, a visual programming language developed by MIT. Students will learn to create games, animations, and interactive stories while developing problem-solving, logical thinking, and creativity skills—all in a playful, drag-and-drop environment!
Who Should Join?
✔ Kids & teens curious about coding and game design
✔ Young learners who enjoy storytelling, art, or technology
✔ Future coders looking for a fun introduction to programming
verified badge
How Our Courses Work: Beyond the Surface
What my working method brings you:

--> a deep understanding that lasts long after the exam. With me, we'll transform passive learning into engineering mastery.

1. Revelation of the Implicit and Active Construction
Decoding the Invisible: I don't just give you the answer; I help you decipher what's hidden and implicit behind the formulas and lines of code. Together, we'll dissect the concepts to understand their true origins and usefulness.

Build and Analyze: Each session is a workshop. We will build solutions and analyze problems in pairs, allowing you to develop independent reasoning, essential for higher education.

2. The Art of Lasting Memorization
Analogies and Anchors: I use concrete analogies and vivid examples to explain the subtle differences between two related concepts. The goal? To create strong mental anchors so you never forget the fundamental concepts.

From Confidence to Excellence: I'll share with you the work methods and organizational skills that allowed me to excel in my academic career and engineering career. You'll leave not only with knowledge, but also with a strategy for success.

My commitment: To make you see Mathematics and Computer Science no longer as subjects to be learned, but as a single logic to be mastered.
verified badge
🐍 Python Course – Learn to code and create your projects!

This course is for anyone who wants to:

✅ Learn Python from the beginning
✅ Strengthen their programming skills

📚 On the program:

Variables

Loops

Functions

Data structures

Practical projects for implementation

💡 How does the course work?

Clear explanations to understand the programming logic

Targeted exercises adapted to your level

Concrete projects to create your own applications

🎯 My goal:

Helping you understand the logic behind the code

Progress at your own pace

Create your own projects in Python and gain independence
verified badge
Artificial Intelligence and programming become much easier when you understand the reasoning behind the algorithms—not simply memorize Python syntax or use AI tools as a black box.

I am a PhD-qualified engineer, university professor, researcher, programmer, and multidisciplinary tutor with more than 30 years of experience across teaching, technical training, engineering, information systems, quantitative analysis, research, data mining, programming, and intelligent knowledge-based systems.

This class provides a structured and personalized pathway for beginners, school and university students, researchers, engineers, professionals, career changers, and adult learners. Depending on your goals, we can focus on Python programming, computational problem solving, automation, machine learning, artificial intelligence, or a coherent progression connecting them.

PYTHON PROGRAMMING & COMPUTATIONAL THINKING
• Python installation and development environments
• Variables, data types, operators, and expressions
• Input, output, and program flow
• Conditional statements and decision making
• For loops and while loops
• Functions, parameters, return values, and scope
• Strings and text processing
• Lists, tuples, sets, and dictionaries
• File handling and data input/output
• Error handling and exceptions
• Modules, packages, and reusable code
• Object-oriented programming
• Algorithms and computational problem solving
• Debugging and systematic error correction
• Code organization, readability, and good programming practices

SCIENTIFIC COMPUTING, DATA & AUTOMATION
• NumPy for numerical computing
• pandas for structured data manipulation
• matplotlib for visualization
• Scientific and engineering calculations
• Automation of repetitive tasks
• Data processing workflows
• Working with files and external data
• Introduction to APIs when relevant
• Python and SQL workflows
• Research and quantitative applications
• Project development from idea to working solution

MACHINE LEARNING
• Foundations of machine learning
• Supervised and unsupervised learning
• Regression and classification
• Clustering and pattern discovery
• Decision trees and rule-based approaches
• Feature selection and data preparation
• Training, validation, and testing
• Model evaluation and performance metrics
• Overfitting and underfitting
• Bias, variance, and generalization
• Model comparison and interpretation
• Predictive modelling and data mining
• Neural-network foundations

ARTIFICIAL INTELLIGENCE & INTELLIGENT SYSTEMS
• Foundations and major branches of Artificial Intelligence
• How intelligent systems represent, classify, predict, and support decisions
• Knowledge representation concepts
• Ontologies and structured knowledge
• Rule-based reasoning and expert-system foundations
• Intelligent decision-support systems
• Generative AI and large language model concepts
• Prompt design and effective AI-assisted workflows
• AI limitations and hallucinations
• Bias, privacy, ethics, and responsible AI
• Applications in engineering, research, business, education, and professional decision making

Depending on your goals, practical work may involve Python, NumPy, pandas, matplotlib, relevant machine-learning libraries, Weka, SPSS Modeler, structured datasets, or modern generative-AI tools.

My teaching approach follows a clear progression:
understand the problem → design the logic → represent and prepare the data → write or select the method → test it → evaluate the output → debug or improve it → interpret the result → apply it responsibly

I do not simply provide finished code, demonstrate isolated commands, or recommend an AI model because it is popular. I help you understand why a method works, what assumptions it makes, when it should be used, how to evaluate its results, where it may fail, and how to improve the solution.

We can work with your course syllabus, programming exercises, existing code, error messages, dataset, research problem, AI project, automation task, engineering application, model output, or professional use case.

Whether you are writing your first Python program, preparing for a university course, debugging a project, automating a professional task, learning machine learning, or exploring advanced AI applications, I will adapt the sessions to your level, objectives, and pace.

My goal is to help you become an independent computational problem solver who can understand, build, evaluate, and apply intelligent solutions—not merely copy code or use AI tools without understanding them.
verified badge
My courses are aimed at students of all levels and objectives: refresher courses, preparation for tests, exams or in-depth study of concepts.

Each session is tailored to the student's needs. We begin by identifying difficulties, then review the concepts covered in the lesson before applying them through exercises of increasing difficulty. I place great importance on understanding concepts and developing reasoning skills rather than rote learning.

The courses take place exclusively online, which allows for efficient work on the course material, exercises and corrections in real time.

As an engineering student at ENSIMAG and a former student of MPSI-MP preparatory classes, I leverage my strong background in mathematics and computer science to guide students with rigor, patience, and effective teaching methods. My goal is to help them make lasting progress, gain confidence, and become independent in their work.
Good-fit Instructor Guarantee
favorite button
message icon
Contact Avi