Development In Python (A gateway to AI, DataScience and Machine Learning)

Àpd 22.15 $ /h

Python is a fundamental language to do modern day-day data manipulatioare. You see the robots working behind youtube, facebook, goolde, netflix, maps, real-time data etc. doing jobs for us to seacrh anything at affroable cost. The language behind this is python.
Software is adaptable. It means we can convert any field to software but developers do not have enough domain knowledge of every field. So, you need a language to provide ready made functions to all domain experts and they use it easily. They can program and can understand what is going on in the code and what should we do interms of inclusion of knowledge into computers.

This is level-1 course in Python.
Course Contents:
<br/>
1. Introduction To Python
2. Variables
3. Data Types
4. Operators
5. Conditions
6. Loops
7. Functions
8. Classes
9. Modules
10. Introduction of Python libraries (Numpy, Pandas, Matplotlib, Scikit-learn)
11. Scope Of Python Language

Informations supplémentaires

1. You must have you computer with at least 4GB of RAM
2. You must have at least 2-3 hours daily to work on assignments and projects.

Lieu

En ligne depuis Pakistan

Présentation

I have over 18 years of experience working in computer tools and technologies. I have over 10 years of teaching experience. I work on weekends also and I like my students to work on weekends. My teaching is project oriented. Practice. Practice and Practice. Do not go to code something before detailed analysis and have some paper work, some mockup or design to understand the problem better. If you know the problem, it is easy for you to solve it.

• Excellent interpersonal and problem-solving skills.
• MIS and ERP Expert
• Expert in Primavera and MS-Project
• SAP HANA, AI, legal, language,currency conversions using SAP, conversion of accounts from QuickBooks and Tally
• Python Expert AI, DS, OOP,Web (Django). Over 5 years of experience
• Wordpress backend expert (Plugin development). Expert in Angular JS. Expert in theme integration. Over 10 years of experience.
• Have solid skills in html,css, angular js, Javascript, jquery and bootstrap. I have integrated PHP, Wordpress, Joomla, Woocommerce, OSCommerce, Moodle, ASP.NET, Python and JSP code in themes and templates. Have created over 100 intranet/Internet websites/web apps using different web tools and technologies.

• Project Level Experience In MERN/MEAN stacks.
Working knowledge of Java for automated tests using Selinium
• Expert in using REST, SOAP, Payment Gateways, Auth APIs etc.
• Have created many websites using forms and two websites using MVC in ASP.NET and C#. Have implemented a support intranet desktop app using C# WCF. We needed to communicate images (the query handling) at faster rate with a message and generate daily reports for the support technicians working under Network Admin. I also implemented online browser version for daily weekly and monthly reports using WebAPI.
• Have developed CRUD apps in laravel. Have developed a website to make some of Schools ERP modules live using Laravel.
• Have developed a website in CFML.
• Have used Angular
• Expert in Selenium (Cucumber, Maven POM, DDT, PDT, DBDT, log4j2,hybrid framework, testNG, POM as build tool, JenKins CI, GitHub etc.), Postman for APIs. Leading 3 QAs. Expert in UI, database, API testing). I am expert Selenium trainer. I have worked as freelancer on 4 mega projects, web apps. We take projects on yearly basis and execute.
• Agile using Scrum: Jira and Kanban
Have used JIRA Software and Service Desk for support dept. (Over 5 years of experience). I have used it with Moodle. We create epics, story boards, we put the story boards to Releases (versions). We add storyboards from storyboards backlog to sprint backlog, assign points, subtasks, bugs etc. and we use kanban or scrum board to track the progress of tasks and complete the sprints etc.
• Working knowledge of Mobile Apps but dont have commercial experience.
• Adobe Illustrator for slicing, editing, making small graphics changes, picking colors etc. for templates.
• Quickbooks, Tally and SAP Conversion
• Pitman's Shorthand
• Have taken training of IELTS general.
• Have knowledge of NEIBOSH

Rules Of Business:
1. Type all the code. Do not copy paste.
2. Remember! you are writing code for customer its not for youself.
3. UX/UI is one of the fundamental aspects of programming.
4. Your code should be customer oriented and coder oriented.
6. Relax if you have some problem. If you are unable to fix a bug, ask some coworker or team lead or best is if you have some tester (QA). You think that the code you write is 100% correct but still face problem fixing errors. Do not waste time, just consult someone to fix it. If the problem is minor.
7. Apply your coding skills in your daily life by implementing the projects in the areas of your interest. You have to shedule things, you have to calculate montly totlas, savings etc., you have to play some game, you have to drive etc. These areas are easy to understand and you can convert them into programming projects.
8. Must watch some business/management/marketing videos. You are a problem solver and your tool is adoptable in every field.
9. Learn one skill at a time and learn it all (learn at expert level).

Education

I have done MIT from NUST in 2003. My final project was Information And Marketing System Of Our Campus. I have done B.Sc wtih Math A,B and Physics. I have done diplomas in computer languages, databases, secutrity etc.

Expérience / Qualifications

AGT:
I am currently working in AGT as Web And Software Trainer. I have done numerous websites and two mid-sized ERP's.
8 years of coding experience
10 years of teaching experience.

Age

Enfants (7-12 ans)

Adolescents (13-17 ans)

Adultes (18-64 ans)

Seniors (65+ ans)

Niveau du Cours

Débutant

Intermédiaire

Avancé

Durée

45 minutes

60 minutes

Enseigné en

anglais

ourdou

Compétences

Programmation informatique

Python

Disponibilité semaine type

(GMT -05:00)

New York

Cours par webcam

Mon

Tue

Wed

Thu

Fri

Sat

Sun

00-04

04-08

08-12

12-16

16-20

20-24

Professional Web Designing (HTML, CSS, Bootstrap, Intro To MERN)

26.3 $ /h

Web design is the first step in creating a web application. You see Google, Facebook, Yahoo and other websites, all these websites are web apps. Web design is front end of a web application. It includes HTML, CSS and any framework like Twitter Bootstrap.
Course Contents:
1. Baisc Tags
2. Tables
3. Forms
4. CSS
5. Divs
6. Your First Five Page Website
7. Resposive Web Design
8. Responive Version Of Five Page Website
9. How To Make HTML Template?
10. About Me (Your First HTML Template). I will code.
11. Social Media Website (Facebook type Website). I will code
12. Google Play Store. You will code, I will help
13. Analytics Website. You will code, I will help
14. Design Three Utility Bills. You will code, I will help
15. (Live Website).You will code, I will help
16. Bootstrap Components.
18. Five Page Website In Bootstrap.
19. Design Irsha Template In Bootstrap
20. Introduction To JavaScript and MERN Stack
21. Jobs (Websites, Freelancing Websites, Software Houses, Git)

Total Classes: 15

Assessments:
1. Nine Quizes
2. You must complete all the templates to get a certificate
3. Final Exam

Benifits Of This Course:
1. Increased Revenue
2. Credibility
3. Strong First Impression
4. Get Google Rankings
5. Minimize Bounce Rate
6. Brand Consistancy

MERN Stack Development (Project Based - Ten Projects)

47.07 $ /h

Websites are fundamental way of communication accross an echo system. There is huge amount of data in last 30 years. Organization need to manage this data. Facebook has over 6000 million users. This is a huge amount of data. You need fast internet connection to browse and manage data. You need to use primier web tools and technologies to use this data. JavaScript is the fastest language to process websites data.
This course is project based.

MERN is combination of MongoDB, Express, React and Node. This is all JavaScript based stack.
Course Contents:
1. HTML-CSS ( You will do 7 complete responsive web templates, 1 live website)
2. JavaScript (You will do 3 main projects 1. Accounting System 2. Shoppoing Cart 3. Messaging App)
3. jQuery ( You will do Employee management system)
4. React
a. Accounts System App (Company, Items, Customers, Vendors, Invoices, Receipts, Banks, Employees)
b. Online Store App With Redux
5. Node

6. MySQL
a. Accounts System (React Front-End, Node and MySQL BackEnd)
b. Portfolio Management
7. Express

8. MongoDB
Accounts System (React Front-End, Node and MongoDB backend)

Matías

4.88

(84)

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.

Ahmed

4.88

(84)

Python is the programming language these days. It is simple, nice and almost all modern applications use it. With Python, we can now create artificial intelligence models that reduce human effort and give us more accurate and reliable results. The Java and C languages are not lacking in importance, they also make it possible to create applications optimized in terms of RAM.

The composition of the course depends on the level of the student and his own objectives. The first session is a one-hour evaluation session which allows the diagnosis of the level and the needs of the student. From this diagnosis we establish together a program that we will follow during our course.

Generally the course allows the student to assimilate:
* Predefined Data Types & Variables;
* Conditional Structures & Loops;
* Functions ;
* Object-oriented programming (OOP);
* Digital engineering;
* An introduction to databases (Examples and uses)
* Relational Algebra
* LDD, LCD, LMD, LCT
* SQL queries (SELECT, UPDATE, ...)
* Creation of a database and automation of queries using the Python language
* Handling files (TXT, Excel, CSV, JSON, Word);
* Data science;
* Introduction and some applications of Artificial Intelligence.

I am waiting for you to start this adventure.

Amin

4.88

(84)

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

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

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

If you have any further questions, please do not hesitate to contact us.

Oussama

4.88

(84)

Learn to add AI features to your applications using ChatGPT API. Taught by a Full-Stack Engineer who's integrated AI into real client projects.

What You'll Learn:
ChatGPT API Integration: Add AI chat, content generation, or text analysis to any web app
Prompt Engineering: Write effective prompts that give consistent, quality results
Production Implementation: Rate limiting, cost management, error handling, security
Real-World Deployment: Deploy AI features to AWS with proper monitoring and logging

Technologies:
OpenAI API (ChatGPT-4)
React/Next.js frontend integration
Node.js/NestJS backend
Secure API key management
Cost optimization (don't waste money on API calls)

Perfect For:
Developers: Add AI to your portfolio (instant differentiation from other candidates)
Freelancers: Offer AI integration services
Students: Build an AI-powered projects that stands out
Entrepreneurs: Add AI features to your product without hiring an AI engineer

What We'll Build:
AI chatbot for your website (customer support, FAQ assistant)
Content generation tool (blog posts, product descriptions, social media)
Text analysis features (summarization, sentiment, keyword extraction)
Custom AI assistant for your specific use case

Real Examples:

E-commerce: AI product description generator
Real estate: AI property listing writer
Marketing: AI social media content creator
Education: AI study assistant

What's Included:
Working code you can deploy immediately
Cost management strategies (API calls can get expensive!)
Error handling and fallback strategies
Production deployment checklist

No AI experience needed - just basic JavaScript/React knowledge.

Giuliano

4.88

(84)

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!

Salah

4.88

(84)

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.

Join

4.88

(84)

Do you want to learn programming but don't know where to start? Are you a beginner looking for clear explanations, or do you want to improve your coding skills with personalized support?

This private tutoring program is designed to help you master Python, one of the most versatile and easy-to-learn programming languages. Through a step-by-step approach, interactive exercises, and hands-on projects, you'll gain the confidence and skills to write code effectively and solve real-world problems.

💡 Why Choose this Program?
With these personalized courses, you will:
-
🚀 Learn at your own pace – Whether you’re a complete beginner or want to refine your skills, lessons adapt to your level.
🎯 Master the fundamentals – Understand key concepts like variables, loops, functions, and object-oriented programming.
🏗️ Complete hands-on projects – Work on real-world coding exercises, from simple scripts to mini-apps.
🐍 Develop problem-solving skills – Learn how to break down complex tasks and write efficient code.
🎓 Prepare for exams, jobs or personal projects – Whether you are a student, professional or enthusiast, Python is an essential skill.
💻 Get live support – Get real-time feedback, coding tips, and answers to your questions.
This interactive, hands-on learning experience ensures you understand Python while having fun coding!

📚 What Will You Learn?
This program covers everything you need to become comfortable with programming in Python:

✅ Python Basics (Great for Beginners)
Introduction to Python and installation of the development environment 🖥️
Variables, data types and user input 🔢
Operators and expressions 🧮
Conditional structures (if-else) and loops (for, while) 🔄
Writing and calling functions 🏗️
🚀 Intermediate Concepts (To Go Further)
Lists, Tuples, Dictionaries – Understanding Data Structures 📊
File Management – Reading and Writing Files 📄
Exception Handling – Making Your Code More Robust ⚠️
Introduction to modules and libraries 🏛️
🎯 Advanced Concepts (For the More Ambitious)
Object-Oriented Programming (OOP) – Classes, Objects, Inheritance 🏗️
Recursion and algorithm design 🧠
API and Web – Connecting Python to the web 🌐
Introduction to Databases – Storing and Retrieving Data 🗄️
🎨 Practical Projects & Applications
Creating simple games 🎮
Automation of repetitive tasks 🔄
Data analysis with pandas 📊
Web scraping and working with APIs 🌍
Introduction to Artificial Intelligence and Machine Learning 🤖 (optional for advanced learners)
🎯 An Interactive and Fun Learning Experience
Live Online Classes – Learn from home with interactive sessions via screen sharing.
Tailor-made lessons – Content adapts to your level for an effective and personalized learning journey.
Practical exercises and projects – Less theory, more practice! Learn with real-world examples.
Caring and motivating environment – No pressure, no judgment: progress at your own pace.
Practical application – Each concept learned is applied immediately through exercises and mini-projects.
🔔 For Who?
This program is ideal for:
✅ Complete beginners – If you’ve never written a line of code, no worries! The lessons start from scratch.
✅ Students – To prepare for programming courses, computer science exams or competitions.
✅ Self-taught – If you want to add Python to your skillset, this course offers you structured support.
✅ Professionals and people in retraining – Python is a sought-after skill in data science, automation and web development.
✅ Tech Enthusiasts – Curious to learn code? This course makes learning Python both fun and useful.

🚀 Ready to Embark on Your Python Adventure?
Join the "🐍 Personalized Private Lessons – 💻 Learn to Code and Program in Python!"
Gain the skills and confidence to write clean, efficient, and powerful code.

Sign up today and take your first steps into the exciting world of Python programming! 🔥

Hamza

4.88

(84)

Discover the power of Python with an experienced computer trainer!
I'm Hamza, a passionate developer and seasoned mentor with extensive experience teaching programming. My unique teaching approach will help you quickly acquire solid Python skills while discovering its real-world applications in the professional world.
What you will learn:

Python Fundamentals (variables, control structures, functions)
Advanced Object-Oriented Programming
Data Analysis and Visualization with Pandas and Matplotlib
Developing graphical interfaces with PyQt
Practical projects inspired by real business cases

Why choose me?

Over 10 years of experience in training and mentoring
Teaching method adapted to all levels
Hands-on approach based on concrete projects
Contagious passion for code and technological innovation

Whether you're a beginner looking to get started in programming or a professional looking to improve your skills, this course will open up exciting new opportunities in the world of software development and data science.
Join me for a captivating journey into the heart of the most versatile and in-demand programming language on the market!
Book now and take the first step towards mastering Python. Your career as a Python developer starts here!

Sebastien

4.88

(84)

Vous souhaitez apprendre à programmer en Python et devenir un expert en codage ? Que vous soyez totalement novice ou que vous ayez déjà quelques connaissances, ce cours particulier est fait pour vous !

Avec une méthode personnalisée et interactive, vous apprendrez à maîtriser Python à votre propre rythme, tout en acquérant des compétences pratiques pour réaliser vos propres projets. Grâce à des exercices adaptés à votre niveau et un accompagnement sur mesure, vous progresserez rapidement et efficacement.

🎯 Pourquoi choisir ce cours ?
Cours particuliers entièrement personnalisés : Le contenu et le rythme d'apprentissage sont adaptés à vos besoins et objectifs spécifiques.
Méthodologie interactive : Vous bénéficierez d'explications claires, d'exemples concrets et d'exercices pratiques pour une compréhension approfondie des concepts.
Projets pratiques : Appliquez vos connaissances en réalisant des projets concrets qui renforceront vos compétences en programmation.
Flexibilité des cours en ligne : Apprenez depuis chez vous, à votre propre rythme, grâce à des séances en ligne interactives avec audio et partage d'écran.
Accompagnement complet : Recevez des conseils personnalisés pour progresser rapidement et surmonter vos difficultés en programmation.
Préparation aux examens et certifications : Un entraînement intensif pour vous aider à réussir vos examens ou à obtenir vos certifications en Python.

Ce cours aborde tous les fondamentaux de Python, ainsi que des concepts avancés pour vous amener à un niveau professionnel.

🐍 Contenu du Cours :
1. Notions de Base en Python – De Débutant à Intermédiaire
✏️ Introduction à Python : Installation, IDE, premiers scripts.
🔠 Syntaxe et Structure de base : Variables, types de données, opérateurs.
🔄 Structures de contrôle : Conditions (if, else), boucles (for, while).
📦 Fonctions et Modules : Création de fonctions, importation de modules.
🗃️ Gestion des Collections : Listes, tuples, dictionnaires, ensembles.
📂 Fichiers et Entrées/Sorties : Lecture et écriture de fichiers.
🔍 Débogage et Gestion des erreurs : Try, except, assertions.

Programmation Orientée Objet (POO) en Python
🧩 Classes et Objets : Apprendre à créer et à utiliser des classes et des objets.
🔐 Encapsulation, Héritage et Polymorphisme : Exploration des concepts avancés de la POO.
📚 Méthodes et Attributs : Comprendre les méthodes d'instance, de classe et statiques.
🔄 Surcharge d'opérateurs : Adapter le comportement des opérateurs selon vos besoins.

3. Projets Pratiques et Applications Réelles
🎲 Jeux en Python : Créez vos propres jeux en utilisant Pygame.
🌐 Applications Web : Découvrez Flask et Django pour développer des sites web dynamiques.
📊 Analyse de Données : Apprenez à manipuler et analyser des données avec Pandas et NumPy.
🤖 Intelligence Artificielle et Machine Learning : Initiez-vous à Scikit-learn pour élaborer des modèles de prédiction.
🔗 API et Web Scraping : Apprenez à interagir avec des API et à extraire des données web grâce à BeautifulSoup et Requests.

4. Concepts Avancés en Python
⚡ Programmation Asynchrone : Utilisation d'Asyncio pour créer des applications rapides et réactives.
📦 Gestion des Packages et Environnements Virtuels : pip, venv, et gestion des dépendances.
🧪 Tests Unitaires : Utilisation de pytest pour assurer la fiabilité de votre code.
🔒 Sécurité et Optimisation : Rédaction de code à la fois sécurisé et performant.

🧑‍🏫 Méthodologie et Approche Pédagogique :
Apprentissage par la pratique : Chaque concept théorique est immédiatement mis en œuvre à travers des exercices pratiques pour ancrer efficacement les connaissances.
Enseignement interactif en ligne : Utilisation de l'audio et du partage d'écran pour assurer une communication fluide et un apprentissage dynamique.
Suivi personnalisé : Un accompagnement régulier pour évaluer votre progression et répondre à toutes vos questions.
Projets concrets : Élaboration de projets complets pour appliquer vos compétences en programmation.
Motivation et confiance : Une approche positive et encourageante pour renforcer votre confiance en vos capacités.

🎓 Pour qui ?
Ce cours est destiné à :

- Des débutants complets qui n'ont jamais touché à la programmation.
- Des étudiants en informatique ou en sciences désireux d'apprendre Python pour leurs études.
- Des professionnels souhaitant acquérir des compétences en programmation pour faire avancer leur carrière.
- Des autodidactes passionnés de programmation qui veulent réaliser leurs propres projets.
- Des candidats aux certifications en Python à la recherche d'un entraînement intensif.

🔔 Inscrivez-vous dès maintenant ! Ne ratez pas l'occasion de maîtriser Python et d'acquérir des compétences en programmation très prisées sur le marché du travail. Participez à "🐍 Maîtrisez Python – 🚀 Cours Particuliers Personnalisés pour Devenir un Pro du Code !" et avancez à votre rythme avec assurance et motivation !

Hayat

4.88

(84)

This course is designed for anyone interested in learning data science using Python. It provides a hands-on introduction to fundamental data analysis tools such as NumPy, pandas, matplotlib, and seaborn. You'll learn how to manipulate datasets, create visualizations, and lay the foundations for statistical analysis and machine learning.

The course combines theory and practical exercises for effective, practical progress. No prior programming experience is necessary: we'll start with the basics to build solid, usable skills quickly.

Meriem

4.88

(84)

Python is today one of the most widely used programming languages in the world, both in Data Science, Artificial Intelligence, Web Development and for task automation.
In this course, I will guide you step by step according to your level:

Beginner: basics of the language (variables, loops, conditions, functions).

Intermediate: data manipulation (Pandas, NumPy), file management, object-oriented programming.

Advanced: practical projects (data analysis, machine learning, automation, API, web scraping).

My goal is to make learning clear, practical, and motivating. You'll not only learn how to code in Python, but also how to structure your projects and apply your knowledge to real-life scenarios.

Mounir

4.88

(84)

Are you ready to finally master Python in a simple, practical and time-saving way?
In this class, you will learn Python from zero even if you have no coding experience, and grow step by step until you are able to build real projects with confidence.

🔥 Why this course is different:

✅ No boring theory - you learn by doing
✅ Clear explanations + simple examples
✅ Exercises every session to practice
✅ Real-world mini projects to build your portfolio
✅ Friendly support + step-by-step learning path
✅ How to integrate AI to work smarter and faster

✅ Who is this class for?

✔️ Total beginners
✔️ Students or professionals switching to tech
✔️ Data & AI beginners
✔️ Anyone who wants real practical skills fast

✅ Teaching style:

✅ Simple, friendly, and interactive
✅ 100% personalized learning path
✅ Live exercises + homework + feedback
✅ Learn at your rhythm

Chems

4.88

(84)

pour chacun des domaines: cours, td et tp (de difficulté croissante)

Principaux langages informatiques:
C, C++, Python, Java

Réseaux informatiques:
Serveur Windows, Serveur Linux
packet tracer pour simulation réseaux
GNS3 pour émulation switch, routeur, firewall, supervision, gestionnaire de parc

Laeticia

4.88

(84)

Hello,

I offer personalized courses in:
- Excel (basics, advanced functions, pivot tables, automation...)
- VBA (macros, automation, file optimization)
- Python (basics, scripts, data, programming logic)

I graduated from Paris-Dauphine University with a Master's degree in Economic and Financial Engineering, and I adapt my lessons to your level and objectives:
- Complete handling
- Help with a specific project or file
- Understanding of key concepts
Courses can be taken in person or online.
Feel free to contact me to discuss your needs or schedule an initial meeting!

Mostapha

4.88

(84)

السلام عليكم ورحمة الله وبركاته،
أنا طالب باحث في سلك الدكتوراه وأقدم دروس دعم وتقوية في مادة الرياضيات لجميع المستويات:

✔️ الإعدادي
✔️ الثانوي
✔️ الباكالوريا بجميع شعبها
✔️ التحضير للامتحانات والواجبات

أوفر شرحًا مبسطًا، تمارين تطبيقية، متابعة مستمرة، وتحسين مستوى التلميذ خطوة بخطوة.