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

Translated by GoogleSee original

From 37 C$ /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 -04:00)

New York

Online via webcam

Mon

Tue

Wed

Thu

Fri

Sat

Sun

00-04

04-08

08-12

12-16

16-20

20-24

Getting started with LaTeX. The number one scientific publishing tool

18 C$ /h

Session 1: Revolutionizing your Scientific Writing with LaTeX & AI
Duration: 2 Hours | Level: Beginner | Tools: Overleaf + AI**

First Hour: Foundations and Cloud Environment (60 min)

1. Introduction to LaTeX Philosophy (15 min)

- The "WYSIWYM" concept:** Explain the difference between Word (*What You See Is What You Get*) and LaTeX (*What You See Is What You Mean*). Why content takes precedence over form.
- Key advantages:** Unrivaled typographic quality, automatic reference management, stability on long documents (theses), and free of charge.
- The structure of a file:** Distinction between the **preamble** (the brain: settings and packages) and the **body of the document** (the heart: text).

2. Immersion in Overleaf (25 min)

- Configuration:** Creation of an account and first project "Blank Project".
- Exploring the interface:** The file panel (left), the code editor (middle) and the PDF preview (right).
- Real-time collaboration:** How to share a project and leave comments (like on Google Docs).
- History and versions:** How to revert to a previous version in case of a compilation error.

3. Practical Workshop: My First Document (20 min)

* Writing basic commands: `\documentclass`, `\usepackage[french]{babel}`, `\title`, `\author`.
* Compilation of the document and observation of the result.
* Structuring: Use of `\section` and `\subsection`.

Second Hour: Mathematics and the Magic of AI (60 min)

4. The Power of Mathematics (20 min)

- Mathematical modes:** Difference between the text (`$...$`) and the centered block (`\[...\]`).
- Essential syntax:** Fractions `\frac{}{}`, exponents `^`, indices `_`, and roots `\sqrt{}`.
- Introduction to AMS packages: Why amsmath and amssymb are essential for professional rendering.

5. From hand to screen: AI at the service of LaTeX (30 min)

- Presentation of OCR tools:** Use of **Mathpix Snip** (the leader) or models like Gemini/ChatGPT to transform a photo into code.
- Concrete demonstration:
1. Take a picture of a complex handwritten formula (e.g., an integral with matrices).
2. Use AI to generate the corresponding LaTeX code.
3. Correction and insertion: Learn to check the AI-generated code before copying and pasting it into Overleaf.

6. Conclusion and Q&A (10 min)

* Summary of achievements.
* Resources for further exploration
* Definition of the exercise for the next session.

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

37 C$ /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.

Gaëlle

5.0

(3)

Most kids think coding is for "smart kids" or "future programmers."
It's not. Coding is how real people solve real problems.
In this class, we skip the theory. Your child creates real things.

What they'll do:
✓ Build real projects in Scratch: a working game, an interactive animation, a story they coded
✓ Program virtual robots: solve real-world challenges (navigate a maze, automate a task, build a system)
✓ Create in Minecraft Education: design worlds, automate constructions, solve logic problems
✓ Experiment with different languages: not just learn "the right way," but understand that there are many ways to think about a problem
✓ Collaborate and share: work with other kids, get feedback, improve their work
✓ Develop logical thinking: not just for coding, but for anything: solving math problems, science challenges, real-world situations

Why this is different:
We don't teach syntax. We teach how programmers think.
Most children's coding courses say "here's the code, copy it." We teach "what problem are we trying to solve? How could we break it into steps? What options do we have?"
When your child learns to think like a programmer, they can learn any language afterward.

What they take home:
A portfolio of 3–4 completed, working projects. The ability to say "I built this." And the deep understanding that code is a tool to make real things happen.

Format: Online or Barcelona | 60–90 min sessions | Flexible pace, no prior experience needed
For curious 8-12 year olds who want to build.

5.0

(3)

Hello, I am a doctoral student in electrical engineering and associate professor in engineering sciences, experienced in the field of electrical engineering, I offer support courses in the subjects of engineering sciences (Electronics, automatics, electrical engineering, automation, programming).

Digital electronics
Analog electronic
electromagnetism (propagation of high frequency waves)
Automatic (continuous, sampled)
electrical engineering (transformers, electrical machines, switching power supply)
C / c ++ programming, Assembler, ARM, STM32
renewable energy (wind, PV)
engineering Sciences
RDM
Python,VHDL
PIC Microprocessor and Microcontroller
Signal processing and data acquisition
Engineering Sciences

These courses allow the student to get up to speed and regain confidence in all scientific subjects, just as they prepare him effectively for the Baccalaureate, the Preparatory Classes or various examinations of the engineering classes.

COURSE OBJECTIVES AND PEDAGOGICAL APPROACH

Resumption and deepening of fundamental concepts through exercises with course reminders.

Put the student in a situation of questioning and research.

Respond to individual issues and questions

Exercise training in order to achieve real mastery of the content.

Learn to build theoretical reasoning from observable facts or hypotheses.

Specific preparation for higher education requirements (in-depth content, increase in work capacity, enrichment of scientific background)

This educational approach is effective since it has often led me to interesting results with my students.

Associate professor provides support courses in electrical engineering

Sylvain

5.0

(3)

An engineer by training, I have been supporting students of all levels, in mathematics and beyond, for 10 years.

My classes aren't just about explaining formulas: I strive to convey a work method, self-confidence, and a positive approach to learning. Together, we'll work on gaining a deeper understanding of mathematical concepts, but also on becoming more organized, managing stress, and progressing independently.

👉 What I propose:

- Clear explanations adapted to your level

- Practical and structured exercises

- Helps with memorization and organization

- Stress management and mental preparation before exams

- Regular and personalized monitoring

It's September, the start of the new school year: the perfect time to get off to a good start and give yourself the best possible chance. Getting support now will allow you to approach the year with confidence, with a solid foundation and an effective working method.

My goal? For you to succeed in math and gain peace of mind, so you can progress in school and beyond.

Cami

5.0

(3)

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

Adam

5.0

(3)

doctoral student in engineering sciences provides support courses in analog and digital electronics at any DEUG level and engineering schools. having scientific and technical knowledge, three years of experience in the field of teaching, pedagogy and a sense of listening and analysis, I am able to help pupils and students and train them in the chapters of which they are having difficulty. for more info please contact me

Prashil

5.0

(3)

👑 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

5.0

(3)

Python is a very powerful and multi purpose tool. Image analysis, data analysis. Do you want to create your own software?
Do you want to manage your own hardware?
For who may want to learn Python or need help for a project I would gladly help you with that!

Mariem

5.0

(3)

Understanding algorithms is essential for anyone pursuing computer science or programming. In this course, I provide a structured approach to learning algorithms—from fundamental concepts like sorting and searching to advanced techniques such as dynamic programming and graph theory. Whether you're preparing for exams, coding interviews, or aiming to improve your problem-solving skills, this course is designed to build strong algorithmic thinking. Through practical examples and step-by-step explanations, I help students master the logic and techniques needed to write efficient and elegant code.

Zakariae

5.0

(3)

This course is aimed at non-Arabic speakers wishing to learn Arabic in a simple, progressive and practical way, while discovering Moroccan pronunciation (darija).
It is accessible to all beginner levels, and requires no prior knowledge.
Through an interactive method, you will learn:
The basics of the Arabic alphabet and correct pronunciation.
Essential expressions for everyday communication.
The construction of simple sentences (present, past, future).
Useful vocabulary: family, food, time, travel, emotions...
An introduction to Moroccan Darija, to understand and speak easily with Moroccans.
The course is suitable for:
Adults, students and travellers.
People wishing to discover Moroccan culture.
Learners seeking patient, clear and motivating support.
I provide :
Structured course materials (PDF + exercises).
Audio recordings to improve pronunciation.
Mini real-life scenarios for practice.
Personalized support to progress with confidence.
📚 Simple, clear and effective method
👨‍🏫 Support tailored to your pace

Yogesh

5.0

(3)

This online Mat Pilates class is designed to help participants build strong core muscles, improve posture, and develop better body balance through structured, low-impact exercises.

The course focuses on controlled movement, proper alignment, and mindful breathing to support the spine, strengthen the abdominal and back muscles, and enhance overall mobility. Each session is taught step-by-step, making it accessible for beginners while still effective for those with prior experience.

You will learn how to:
Activate and strengthen deep core muscles
Improve posture and spinal alignment
Increase flexibility and joint mobility
Develop balance, coordination, and body awareness
Move safely and efficiently in daily activities

Classes are mat-based and require no equipment, making them ideal for home practice. Modifications and clear verbal cues are provided to support different fitness levels and physical needs.

This class is suitable for individuals looking for a safe, effective, and sustainable fitness practice that supports long-term strength, stability, and overall well-being.

Farouk

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(3)

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

Ammar

5.0

(3)

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- 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

3- 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

4- 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

5- 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

6- 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

7- 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

8- 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

9- 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

10- 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

11- 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 free 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.

Baia

5.0

(3)

I'm a working MEP engineer, currently building Python automation for Revit workflows daily - plan checks, model coordination, and repetitive drafting tasks. I teach other engineers, architects, and BIM professionals how to do the same, using pyRevit and real project workflows, not toy examples.

Topics include:
pyRevit fundamentals and setup
Automating repetitive Revit tasks (model checks, plan generation, data extraction)
Writing custom scripts for your firm's specific workflows
Applying Python automation to real MEP/BIM projects

Abdelrahman

5.0

(3)

This class covers university-level Computer Science and Engineering coursework across a wide range of topics, including Operating Systems, Databases, Software Engineering, Computer Organization, Data Structures & Algorithms, Discrete Mathematics, Computer Networks, and other core CS/CE subjects. Sessions are built around your specific course material, textbook, or exam syllabus, working through concepts, past exam questions, assignments, or project support depending on what you need. The focus is on connecting theory to how it's actually applied, so ideas are easier to retain and use — not just memorize for a test. Whether you need help catching up on a specific topic, preparing for an exam, or working through a course project, sessions are tailored to your goals.

Pallavi

5.0

(3)

Learn Python with a structured, hands-on approach! Whether you are a absolute beginner looking to start coding, a student needing help with coursework, or a professional aiming to automate tasks, these lessons are tailored for you.What we will cover:
Core Fundamentals: Variables, loops, functions, and data structures.Object-Oriented Programming: Building reusable and clean code.Real-World Projects: Creating scripts, data analysis, or web scraping based on your goals.

Problem Solving: Learning how to debug and think like a programmer. Lessons are highly interactive. We will write code together from day one, and you will receive practical exercises after every session to build your confidence.