The goal: To understand artificial intelligence fearlessly, use it to simplify life, and uncover digital traps.

Translated by GoogleSee original

From 23 € /h

*Goal: To understand artificial intelligence without fear, use it to simplify life, and uncover digital traps.*

### **1: Demystifying Artificial Intelligence (What Exactly Is It?)**

* **Artificial intelligence is not a "movie robot":** The fundamental difference between science fiction and practical reality.
* **How it works (simply):** Imagine a "giant library"; AI has read billions of books and uses them to predict the completion of a sentence or create a new image.
* **Where do we use it now?** The spell checker, Netflix and YouTube suggestions, GPS navigation, and voice assistants such as Siri and Alexa.

---

### **2: Using artificial intelligence to make your life easier**

* **Interacting with artificial intelligence (ChatGPT, Cloud, Gemini):**
* Writing formal emails or complex letters.
* Summarizing long articles or huge documents.
* Plan travel itineraries or create food recipes from ingredients available in the refrigerator.

* **Creativity and Memory:**
* Create creative images for greeting cards (via Midjourney or DALL-E).
Restoring and coloring old family photos.

3: The art of speaking to the machine (the Prompt skill)**

* **Context Style:** Why is the phrase "Give me a cake recipe" less effective than "I have a gluten allergy and I'm having 4 people, give me a simple chocolate cake recipe".
* **Role-taking:** Learn to ask the artificial intelligence to "speak like a tourism expert" or "answer me like a specialized agricultural engineer."

4: Precautions and Critical Thinking (A Survival Guide)**

Digital hallucinations:** Understand that artificial intelligence may confidently present false information (never rely on it for medical or legal advice without verification).
Privacy protection
Do not share sensitive data (ID numbers, passwords, bank details).
Be aware that everything you write may be used to train systems in the future.

Detecting deepfakes:**
How to identify fake photos or videos (examine hand details, strange reflections, or metallic sound).
* The golden rule: Verify by cross-referencing different sources.

5: Ethics and Impact (A Future Perspective)**

Copyright: Who owns the image created by artificial intelligence?
Environmental impact: Water and energy consumption in large data centers.
The future: Will artificial intelligence replace us or will it be an assistant to us?

Additional tip:** Since you are targeting the Gulf region, it is preferable to use terms such as "Digital Transformation" and "Innovation" at the beginning of your presentation, as they are very catchy words for decision-makers there.

Extra information

Computer

Location

Online from Tunisia

About Me

Whether you are a high school student aiming for a top-tier university or a college student struggling with advanced calculus, I provide a personalized, high-impact learning experience tailored to the demanding standards of **Qatar, UAE, and Saudi Arabian** educational systems.

What I Offer

1. High School Excellence (Grades 10-12)

* **International Curricula:** Full support for **IB (HL/SL)**, **A-Levels**, and **AP Calculus**.
French System:** Specialist in **Specialty Mathematics** and **Expert Maths** (French Lycées AEFE).
Test Prep:** Strategic coaching for **SAT (Math section)**, **ACT**, and **GRE**.

2. University & Advanced Level**

Calculus I, II, III: Limits, integration, and multivariable calculus.
Linear Algebra: Vector spaces, eigenvalues, and complex matrix transformations.
Differential Equations: Solving ODEs and PDEs with real-world applications.

3. Specialized Fields

Probability & Statistics:** Hypothesis testing and data analysis.
Discrete Mathematics:** Logic, set theory, and graph theory.
Mathematical Foundations for Machine Learning:** Linear algebra and optimization for future AI engineers.

My Digital Classroom

I use a professional setup to ensure a seamless online experience:

Interactive Whiteboard:** You see my notes in real-time as if we were in the same room.
Custom Resources:** Access to exclusive PDF summaries and past exam papers from elite schools in **Dubai, Doha, and Riyadh**.

Bi-lingual Support:** Clear explanations in French with Arabic support for key concepts if needed

Education

I am Dr. Abderraouf, a PhD in Mathematics with over 20 years of experience in teaching and academic research. My mission is to bridge the gap between complex mathematical theories and practical understanding for students.

Experience / Qualifications

Over 20 years of experience in teaching and academic research. I taught in the engineering national school or Tunis and many another universities

Age

Teenagers (13-17 years old)

Adults (18-64 years old)

Seniors (65+ years old)

Student level

Beginner

Intermediate

Advanced

Duration

60 minutes

The class is taught in

French

Arabic

English

Skills

Personal training

Computer programming

Availability of a typical week

(GMT -05:00)

Chicago

Online via webcam

Mon

Tue

Wed

Thu

Fri

Sat

Sun

00-04

04-08

08-12

12-16

16-20

20-24

Complete Introduction to Office Automation: Master Word, Excel and PowerPoint

23 € /h

Who should attend ?
This course is specifically designed for seniors, young retirees, or anyone wishing to update their computer skills at their own pace. No prior technical knowledge is required. Patience, clarity, and a supportive approach are at the heart of this training.

Why take this course?
Information technology should no longer be a barrier, but a tool to simplify your daily life and keep you connected with loved ones. This program has two objectives: to make you completely proficient with standard software (Word, Excel) and to introduce you, in a simple and engaging way, to the new Artificial Intelligence (AI) technologies that everyone is talking about.

Educational goals :
At the end of this learning cycle, you will be able to:

Drafting and formatting administrative or personal documents.

Managing a family budget or creating simple organizational lists.

Understand what Artificial Intelligence is (like ChatGPT or Gemini) and use it as a personal assistant on a daily basis.

Detailed program (Syllabus)
The program is adaptable to your initial level. Each session includes simplified theory and plenty of practice.

Module 1: The basics of office software (Microsoft Word)

Exploring the interface: the keyboard, the mouse, and the word processing screen.

Enter, correct and format text (bold, italics, colours, alignment).

Write an official letter or a letter to loved ones.

Save, find your document on the computer, and print it.

Module 2: Daily Organization (Microsoft Excel)

Understanding the principle of tables and cells.

Create simple lists (address book, shopping list).

Create a tracking table for the monthly budget (expenses, income).

Use basic formulas (automatic sum) to have the computer calculate for you.

Module 3: The Arrival of Artificial Intelligence (Chatbots)

What is Artificial Intelligence (AI)? A simple explanation and demystification.

Discover virtual assistants (ChatGPT or Gemini): how to access them for free and securely.

The art of the "Prompt" (the query): how to ask the right questions to the machine to get the best answers.

Practical workshops with AI:

Ask him to draft a complex email.

Looking for recipe ideas using leftovers from the fridge.

Have him summarize a long newspaper article.

Organize a travel itinerary from A to Z.

Module 4: Safety and Best Practices

Recognizing reliable information in the face of AI "hallucinations" (errors).

The golden rules for protecting your personal data on the internet and in Office documents.

My Pedagogical Methodology
The approach is entirely personalized. I adapt to your learning pace. Each new concept is immediately followed by a practical, concrete exercise directly related to your everyday needs (writing to an administration, planning your vacation, etc.). Simplified course materials can be provided at the end of each session to help you review on your own.

Learn Python by doing: From scratch to your first project!

19 € /h

Do you want to discover the world of programming but don't know where to start? Python is the ideal language: easy to read, powerful and used everywhere (Web, Artificial Intelligence, Automation).

This course is designed for complete beginners, students, or enthusiasts who want to acquire a solid foundation without getting bogged down in overly complex theory. My goal is to make you independent quickly.

In the program :
The content is adapted to your pace, but generally follows this progression:

Installation & Setup: Configure your working environment (VS Code, PyCharm or IDLE).

The Fundamentals: Variables, data types (numbers, lists, dictionaries) and basic operations.

Programming Logic: Mastering conditions (if/else) and loops (for/while) to give intelligence to your code.

Functions & Modularity: Learn how to structure your code so that it is clean and reusable.

My Methodology
80% Practice: You learn better by typing code than by looking at slides.

Positive Pedagogy: No judgment, we move forward step by step. Every mistake is an opportunity to learn.

Personalized Support: I adapt to your specific objectives (homework help, personal project or intellectual curiosity).

4.85

(13)

Engineer and senior professor of engineering sciences provides support courses in analog and digital electronics at all levels, engineering schools. having a scientific and technical knowledge, five years of experience in the field of teaching, teaching and a sense of listening and analysis, I am able to help pupils and students and train them in the chapters of which they have difficulties. for more info please contact me

Matías

4.85

(13)

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.

Cami

4.85

(13)

Improve your skills during oral interventions in public, better manage your personal/professional communication & the resulting conflicts, master negotiation techniques (...): your objectives in terms of communication can be diverse and the objective of These sessions are precisely to support you to better achieve them. So, how can we send a clear message, create a difference and make an impact?

➤ Whether your objective is personal or professional, speaking is a predominantly physical activity, relying on a body, a voice, a breath, a rhythm (diction), an emotion and above all techniques, tools, a method, a know-how, reflecting the speaker's involvement in his speech. .

➤ On the telephone, in a meeting, in front of a client, his family (...), relevant and successful speaking must always be effective and efficient, with clear, simple and impactful messages, creating a balance between the message received and message sent. Coherence between form and content.

➤ So, how to listen and be listened to, convince and be impactful, challenge and leave an impression, promote your content, address your audience relevantly and optimize the quality & clarity of the exchange/message? It is precisely a question of going through, applying and deploying practical and effective techniques of oral presentation, simple intervention or 'one to one' exchange, aiming to challenge one's audience or interlocutor, taking care of both the content and the form. , all in a professional or personal setting. For this, there are verbal and non-verbal communication techniques.

➤ Thus, mastered, the practical method allows, through a set of simulations and scenarios based on your daily experience supporting pragmatic & concrete techniques, to improve self-confidence, self-assurance, ease by overcoming discomfort and controlling his emotion in public. But also to work on your leadership & charisma, in a context where empathy and emotional intelligence are at the service of communication.

➤ So, in this context, after having precisely defined your objective & gone through the blockages encountered, here are some examples of themes covered through concrete techniques & a methodology:
✓Perfecting your rhetoric/repartee
✓Fundamentals of eloquence but also of oratorical art (intonation, gaze, gestures, elocution, range, emotions, charisma, pronunciation) to ensure consistency between content & form
✓Fundamentals of Body Language to support and not interfere with the discourse while being convinced & convincing.
✓Highlighting your speech & promoting your speaking skills to arouse interest, by leveraging your strengths.
✓Creation of coherence between the message sent & the message received in order to improve one's speech and in fact, one's professional/personal relationships.
✓Management of question answer sessions & external reactions during a speech or oral exchange.
✓Techniques to put your interlocutor at ease and appear friendly/interested.
✓To succeed in a negotiation/mediation.
✓To learn to say ‘no’ in three steps AND get people to say ‘yes’.
✓To transform sentences into positive AND constructive.
✓To manage conflicts (e.g. NVC techniques, Non-Violent Communication).
✓To put NLP (neuro-linguistic programming) at the service of communication.
✓To adopt effective, simple, fair and engaging language.
✓To use sentences, phrases & expressions to be precise, simple, effective & engaging.
✓To manage your personal & professional relationships with, for example, the preparation of your ratings.
✓Make your hypersensitivity a strength to tame your abilities.
(...)

➤ In short, each session combines techniques & practical exercises adapted to your everyday situations (filmed with your agreement in order to be reviewed, commented on, decoded together live), so that you can put them into practice immediately, and from the 1st session.

➤Trained at Grande Ecole post-European preparatory classes & Ivy League university in the United States, specialized and working for more than 15 years, in Europe and North America, in the field of communication, in renowned public and private international establishments, participating in forums and conferences, & oriented towards pedagogy and careful methodology.

➤ Locations: Geneva-Lausanne-Fribourg-Zurich-Neuchâtel-Lugano-Montreux-Basel-Neuchâtel-Berne-Lucerne-Brussels-Luxembourg-Paris-Lyon-Montreal. But currently and until further notice, only by videoconference in accordance with national recommendations on Covid, this format also being unanimously suitable for those supported.

The quality of the session & interaction

Enrique

4.85

(13)

Don't settle for anything less than excellence.
I am an Aerospace Engineer with a Master's degree in Quantum Physics and have completed Ph.D. work at the University of Cambridge in Computational Physics. Additionally, I have 4 years of experience developing MATLAB and possess deep programming skills in MATLAB/Simulink family, C/C++, Fortran, and Python.

With over 12 years of tutoring experience, I have successfully guided more than 50 students worldwide to achieve distinction in various fields. Consistent results are my priority, and I strive for excellence in all aspects of my teaching.

My lessons are customized to meet each student's unique needs and are designed to be engaging and insightful.

Whether you are at a school level or require advanced or professional-level instruction, I offer support in the following areas:
- Preparation for IB/IA, A-Levels, GCSE, University Entry, or equivalent.
- Experience in preparing students to access world-class schools and universities, including Cambridge University, Oxford, Ivy League and other top institutions in the UK and US.
- University levels (undergraduate and postgraduate).
- High school studies and diploma programs.
- Assistance with specific projects at a professional level, including job interview preparation.
- Extensive experience working with children.

Every lesson is meticulously planned in advance to ensure that it aligns with your goals and targets areas for improvement.
I prioritize a dynamic and interactive learning experience, with one-on-one sessions tailored to your individual requirements. Lessons will be conducted via webcam, enabling you to connect from anywhere.

I have a highly flexible schedule and can adapt to accommodate your needs.
If you have any questions about my teaching method, availability, or pricing, please don't hesitate to reach out. I am here to assist you and provide the support you need.

Gaëlle

4.85

(13)

While adults are still debating whether kids should use AI, they are already using it.
The question isn't "should they?" it's "how do we do it intelligently?"

In this course, your child will discover:
✓ What AI actually is: not magic, not mystery. How machines think, what they can do, what they can't
✓ How ChatGPT really works: not just "ask a question and get an answer," but why it responds that way, where it fails, when to trust it
✓ What LLMs are (Large Language Models): in language they understand, not tech jargon
✓ Create with AI: custom avatars, interactive stories, real projects using real tools
✓ Think critically about AI: Bias, privacy, creativity. What does AI do better than humans? What can't it do?
✓ Real-world applications: How AI transforms medicine, education, art, gaming, everyday life

Why this is different:
Most AI courses for kids teach "here's the tool, use it." I teach how to think about AI.
Your child will learn to see AI not as black magic or a solution to everything, but as a powerful tool with real limits.
And, more importantly: that they can control how they use it.

What they take home:
Real projects they created (custom avatar, interactive app, analysis of a real AI case study). A genuine understanding of how it works. And the ability to use AI responsibly and creatively.

Format: Online | 60–90 min sessions | Flexible, adapted to their age and pace

For curious kids asking "How does ChatGPT actually know things?"

Prashil

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(13)

👑 Greetings, Aspiring Chess Champions! 👑

I am thrilled to introduce myself as your dedicated chess instructor. My name is Prashil, and I come to you with a passion for chess that has led me to victory in numerous tournaments and earned me the esteemed title of an Internationally acclaimed chess player.

With a rating hovering 2000+ and the proud privilege of representing our country on the national stage, I'm excited to guide you on a chess journey like no other.

I, too, started as a budding chess player, facing the challenges and self-doubt that often accompany learning this intricate game. I understand firsthand the difficulties you might encounter, and that's precisely why I'm here—to turn you into a chess virtuoso.

🌟What You'll Gain Under My Tutelage 🌟

🔍 Chess from the Ground Up: We'll begin with the fundamentals, ensuring everyone understands the game's basics.

🚀 From Novice to Maestro: Whether you're taking your first steps or advancing your skills, I'll guide you on chess mastery.

🧩 Mastering the Chessboard: We'll delve into chess pieces, tackle puzzles, and develop tactics that will amaze your opponents.

🏰 Opening Moves: Uncover the secrets of various chess openings and traps, setting the stage for your future victories.

🧠 Game Memory: Learn to memorize games, a skill that will elevate your gameplay to new heights.

👁️ Blindfold Chess: For truly advanced players, I'll teach you the fascinating world of blindfolded chess, a mark of true chess expertise.

🤝 Tailored Instruction: I offer one-on-one and group lessons to meet your unique needs and preferences.

🕒 Flexible Timings: I understand that life has its demands. My classes are available in the morning, afternoon, and evening, making chess excellence convenient.

Are you ready to embark on this thrilling chess journey with me as your mentor? Prepare to learn the game and master it to become a renowned chess player!

Join my Chess Club today and make your move towards chess greatness. For enrollment or any class inquiries, feel free to reach out here. Your chess adventure begins here! 🌐

Giuliano

4.85

(13)

Python is a powerful and versatile programming language with countless possibilities. You can use it for data analysis, image processing, automation, software development, hardware control, and much more.

Do you want to create your own software?
Work with data or images?
Automate repetitive tasks?
Control or manage your own hardware?

Whether you are just starting to learn Python or already have a specific project and need some guidance, I would be happy to help you.

My goal is to explain things clearly, adapt to your level, and help you understand not only how to make something work, but also why it works.

Let's turn your ideas into working Python projects!

Salah

4.85

(13)

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.

Baia

4.85

(13)

I teach Python specifically for finance and data applications - the kind used in economics, business analytics, and quantitative programs. This isn't a general "learn to code" course; it's built around real financial data, benchmarking, and the workflows you'll actually use in coursework or early career work.

Topics include:
Python fundamentals through a finance lens (data structures, functions, control flow).
Working with financial data and datasets.
Performance benchmarking and writing efficient code.
Applying concepts from Hilpisch's Python for Finance.

Dr.Ibrahim

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(13)

This course provides a comprehensive overview of the principles, functions, and practices of Human Resource Management (HRM) within modern organizations. Students will explore key HRM areas including recruitment and selection, employee training and development, performance appraisal, compensation and benefits, labor relations, and employment law. Emphasis is placed on strategic HRM, ethical considerations, and the role of HR in fostering organizational effectiveness and a positive workplace culture. Through case studies, discussions, and applied projects, students will gain practical skills in managing people and understanding the vital role HR plays in achieving business objectives.

Farouk

4.85

(13)

These courses are part of a structured and progressive training in Object-Oriented Programming (OOP) with JavaScript, designed for beginner or intermediate developers who want to understand in depth how the language works, write clearer, more maintainable code and prepare themselves calmly for modern frameworks like React ⚛️.

Object-Oriented Programming is often perceived as complex or abstract.

My goal is simple: to make it logical, concrete, and immediately applicable.

🎯 Training Objectives

Upon completion of this training, you will be able to:

Understanding what Object-Oriented Programming really is (and when to use it)
Create and manipulate objects in JavaScript in a clean and efficient way
Use ES6 classes, constructors, and methods with confidence
Mastering this, the prototype, and the instantiation logic
Apply encapsulation, inheritance, and polymorphism without confusion
Avoiding common mistakes made by OOP beginners
Structure your JavaScript code like a professional developer

📖 Training Plan – Object-Oriented Programming in JavaScript
1. Introduction to Object-Oriented Programming 🧠
Understanding the concept, objectives and benefits of OOP.
2. Procedural Programming vs. OOP
Why unstructured code quickly becomes unmanageable.
3. Objects in JavaScript
Properties, methods and representation of the real world.
4. The keyword this
Understanding the execution context (often poorly understood).
5. Limitations of simple objects
Why duplicating code is a bad idea.
6. Constructive functions
Create multiple objects from the same model.
7. The keyword new
What it's actually doing under the hood.
8. The prototype
Sharing methods and memory optimization.
9. ES6 Classes
Modern syntax and best practices.
10. The builder
Proper initialization of objects.
11. Data Encapsulation
Protect the internal state of objects.
12. Inheritance between classes
Reusing code intelligently.
13. The keyword super
Communication between parent and child in the classroom.
14. Polymorphism
The same behavior, several forms.
15. Composition vs. Inheritance
Choosing the right architecture.
16. Best practices in OOP
Write readable, scalable, and maintainable code.
17. Common mistakes made by beginners
Pitfalls to absolutely avoid.
18. Guided practical exercise
Creation of a concrete class (product, user, etc.).
19. Assessment Quiz (Multiple Choice Questions)
To validate the actual understanding of the concepts.

🛠️ Teaching method: Understand before writing

This training program is based on a progressive and pragmatic approach:
Clear and illustrated explanations
Concrete examples from real projects
Simple but effective exercises
Constant questioning to avoid rote learning
Adaptation to the learner's level and pace
Here, we don't "recite OOP" — we understand it.

🚀 Learner's result

At the end of the training, you will not only know how to write a JavaScript class.
You will know:

1- Why does it exist?
2- When to use it
3- and when not to use it

You will leave with:
a solid understanding of OOP
a cleaner and more professional code
an ideal foundation for learning React, Node.js or any other modern framework

Ali

4.85

(13)

I offer one-to-one Programming tuition in Python, C, and C++, for GCSE Computer Science, A-Level Computing, and university students studying engineering, computer science, or related subjects. Lessons are available online or in person around Birmingham.

What I cover:

Python for beginners and intermediate learners
C and C++ programming
GCSE and A-Level Computer Science (all exam boards)
University coursework support, debugging help, and project guidance
Core concepts: variables, loops, functions, data structures, object-oriented programming, file handling, basic algorithms

How I teach:
I start by understanding exactly where you are — whether that's "I've never coded before" or "I'm stuck on a specific assignment." Then I build lessons around small, practical examples you can actually run and modify yourself. I'm patient with errors (everyone gets them), and I make sure you understand the why behind the code, not just how to copy it. For university students, I can also help with debugging, code reviews, and explaining tricky concepts in plain English.
If you or your child is preparing for exams, working on coursework, or just wants to finally feel comfortable with coding, I'd love to help.

Ammar

4.85

(13)

A- TOPICS YOU CAN EXPLORE AND MASTER:
1- PYTHON FOUNDATIONS
• Variables, data types, operators, conditional structures, loops, functions, modules, files, exceptions, and object-oriented programming
• Lists, tuples, dictionaries, sets, comprehensions, debugging, and writing clear, reusable, well-structured code
• Jupyter Notebook, Anaconda, Visual Studio Code, virtual environments, and package management

2 — PROGRAMMING, ALGORITHMS, AND COMPUTER SCIENCE FOUNDATIONS
• Algorithmic thinking, problem decomposition, pseudocode, flowcharts, procedural programming, object-oriented programming, recursion, and modular program design
• Fundamental data structures including arrays, lists, stacks, queues, dictionaries/hash tables, sets, trees, graphs, and their appropriate use
• Searching, sorting, traversal, algorithm efficiency, computational complexity, Big-O notation, debugging, testing, code organization, and problem-solving strategies
• Practical programming exercises ranging from beginner problems to university-level algorithmic and computational challenges

3- DATA PREPARATION AND EXPLORATION
• NumPy and pandas for importing, cleaning, transforming, filtering, grouping, reshaping, and merging data
• Missing values, duplicates, outliers, inconsistent formats, data leakage, and data-quality validation
• Exploratory data analysis using descriptive statistics, Matplotlib, Seaborn, and graphical interpretation

4- MATHEMATICAL FOUNDATIONS
• Linear algebra, vectors, matrices, derivatives, optimization, probability, and statistics
• Loss functions, gradients, distance measures, regularization, likelihood, and model complexity
• Mathematical concepts are explained according to the learner’s level and the requirements of the selected algorithms

5- SUPERVISED MACHINE LEARNING
• Linear and polynomial regression, logistic regression, and regularized models
• k-nearest neighbours, decision trees, random forests, gradient boosting, support vector machines, and Naive Bayes classifiers
• Classification, regression, model assumptions, decision boundaries, feature importance, and interpretation of results

6- UNSUPERVISED LEARNING
• Clustering using k-means, hierarchical clustering, and density-based methods
• Principal component analysis, dimensionality reduction, anomaly detection, and pattern or structure discovery
• Method selection, evaluation of data structure, and interpretation of results without predefined labels

7- MODEL EVALUATION AND IMPROVEMENT
• Training, validation, and test sets; cross-validation; hyperparameter optimization
• Accuracy, precision, recall, specificity, F1 score, ROC–AUC, confusion matrices, MAE, MSE, RMSE, and R2
• Underfitting, overfitting, bias–variance trade-off, class imbalance, feature engineering, feature selection, scaling, and regularization

8- DEEP LEARNING
• Neural-network foundations, activation functions, forward propagation, backpropagation, and gradient descent
• Multilayer perceptrons, convolutional neural networks, recurrent neural networks, and Transformer foundations
• TensorFlow, Keras, or PyTorch depending on the learner’s project and working environment

9- ARTIFICIAL INTELLIGENCE APPLICATIONS
• Natural language processing, text classification, embeddings, sentiment analysis, and foundations of language models
• Computer vision, image classification, fundamental principles of object detection, and image preprocessing
• Recommendation systems, forecasting, anomaly detection, intelligent automation, and decision-support applications

10- GENERATIVE AI AND LARGE LANGUAGE MODELS
• Transformer architecture, tokens, embeddings, attention mechanisms, prompt engineering, Retrieval-Augmented Generation (RAG), and model evaluation
• Use of artificial-intelligence APIs, vector databases, document-retrieval systems, and structured AI-enabled workflows when relevant
• Reliability, hallucinations, bias, privacy, responsible use, and appropriate human validation

11- TOOLS AND LIBRARIES
• Python, NumPy, pandas, Matplotlib, Seaborn, scikit-learn, SciPy, Statsmodels, TensorFlow, Keras, and PyTorch
• Jupyter Notebook, Anaconda, Visual Studio Code, Git, GitHub, SQL, Excel, and Power BI when useful to the project
• Additional libraries may be introduced depending on the selected specialization and dataset

12- PROJECTS, RESEARCH, AND INTERVIEW PREPARATION
• Complete projects covering data preparation, model development, evaluation, interpretation, and presentation of results
• University assignments, dissertations, theses, research projects, portfolio projects, technical interviews, and professional applications
• Code review, debugging, documentation, reproducibility, model comparison, and communication of results

-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
B- PERSONALIZED TUTORING: LEARNING HOW TO REASON
Machine learning and artificial intelligence become much more accessible when mathematics, algorithms, Python code, data, and real-world applications are clearly connected.

My lessons help you move beyond simply copying code or using models as “black boxes.” You will learn how to define the problem correctly, prepare the data, select an appropriate algorithm, understand how it works, train and evaluate the model, diagnose errors, improve performance, and interpret results rigorously and responsibly.

Each lesson is personalized according to your current level, mathematical background, programming experience, dataset, university work, research project, interview preparation, or professional objective. We begin by identifying your existing knowledge, software environment, expected outcomes, and main conceptual or technical difficulties. We then establish a structured learning plan.

The first lesson combines a discussion of your background, objectives, and tutoring needs; an initial assessment of your current knowledge; personalized planning and organization of future sessions; and a short trial lesson to determine the most effective learning approach.

A typical session may include conceptual explanation, development of mathematical intuition, live coding, guided implementation, model evaluation, technical problem solving, and a concise summary of the next steps.

You may work with your own dataset, university assignment, research project, or professional problem, provided that confidential information is handled appropriately. I can also provide structured examples and datasets suited to your level.

My goal is not simply to help you run an algorithm. It is to help you understand why it is appropriate, how it learns from data, how to evaluate it correctly, why it may fail, and how to build a reliable, interpretable, and scientifically rigorous solution.

Abdelmalek

4.85

(13)

This hands-on training pathway is designed to help students kickstart any project, specifically tailored for OT labs and industrial applications. Starting from absolute scratch, students will build a strong foundation in Python programming through practical, industry-relevant concepts.

Curriculum Outline: |
01 - Python Environment Setup & Basics |
02 - Python Variables, Numbers, Bytes & Hex |
03 - Control Flow Logic Functions |
04 - Data Structures (Lists, Tuples, Dictionaries & Sets) |
05 - String Formatting, Comprehensions & Exception Handling |
06 - File IO, Pathlib & Context Managers |
07 - Object-Oriented Programming (Classes & OOP) |
08 - Standard Library, Modules & Networking Basics |

Assessment & Evaluation:
Students will take a mini-test after the completion of each module. Additionally, an Audit & Performance Evaluation report will be sent following the tests.
Duration:
5 days to 15 days (depending on the pace of the cohort)

Connor

4.85

(13)

I offer relaxed, supportive chess lessons for beginners and developing players of all ages.

My approach is about more than simply learning the rules or memorising openings. I use chess to help people build confidence, concentration, patience, decision-making, resilience and problem-solving skills while learning the game at their own pace.

I particularly enjoy working with people who may feel nervous about learning something new, have struggled with traditional teaching styles, or simply want a more patient and encouraging way to learn chess.

Lessons are adapted to the individual. Some people learn best by playing, some by talking through positions, and others by breaking the game down step by step.

There is no pressure to compete or already be good at chess. Complete beginners are very welcome.

My aim is simple: help you understand the board, enjoy the game and become more confident in finding your own moves.