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Since May 2020
Instructor since May 2020
Learn Data Science and improve your career | Teaching Data Science from home!
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From 115.34 C$ /h
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I am a data scientist and I would like to teach people data science who even don't have any programming skills;
I will give you PDFs for each of the class and take tests so that you can improve yourself;
There will be a 10 minutes free Q/A session if you do the 1-hour sessions;

I will give you a discount if you buy the full package;
Extra information
You need to know basic computing and math.
Location
location type icon
Online from Bangladesh
About Me
I am a professional data scientist for the last 2 years and I have been teaching people data science and data visualization for over 6 months using Zoom or Skype;
Education
University of Alberta
Degree NameDoctor of Philosophy - PhDField Of StudyComputer Science
Dates attended or expected graduation2020 – 2025


Shahjalal University of Science and Technology
Shahjalal University of Science and Technology
Degree NameBachelor of ScienceField Of StudyPhysics
Dates attended or expected graduation2011 – 2017


Shahjalal University of Science and Technology
Shahjalal University of Science and Technology
Degree NameB.Sc.(Engg) [Second Major]Field Of StudyComputer Science
Dates attended or expected graduation2013 – 2016


Sylhet M.C. College
Sylhet M.C. College
Degree NameHSC/A-LevelField Of StudyScienceGrade5.0
Dates attended or expected graduation2009 – 2010
Experience / Qualifications
Authlab Limited
Data Scientist
Company NameAuthlab Limited Full-time
Dates EmployedFeb 2018 – Present
Employment Duration2 yrs 4 mos
LocationSylhet
• Data mine and analyze from company’s data repositories
• Data visualize and A/B testing framework
• Develop custom data models and algorithms
• Check post-production performance and data accuracy
• Machine learning and product market prediction

Packt Publishing
Author
Company NamePackt Publishing Contract
Dates EmployedAug 2015 – Present
Employment Duration4 yrs 10 mos
LocationBarningham, Suffolk, United Kingdom
Packt Publishing provides books, eBooks, video tutorials, and articles for IT developers, administrators, and users.
I have been writing for more than 5 years. Few of my books and video series published here. I hope in future more content will be published here.

Mozilla
Mozilla Reps
Company NameMozilla
Dates EmployedFeb 2015 – Present
Employment Duration5 yrs 4 mos
LocationSan Francisco Bay Area
Spreading Mozilla to common people.

The community is the backbone of the Mozilla project. As the Mozilla project grows in scope and scale, community needs to be strengthened and empowered accordingly. This is the central aim of the Mozilla Reps program: to empower and to help push responsibility to the edges in order to help the Mozilla contributor base grow.

The Mozilla Reps program provides a simple framework and specific tools to help volunteer Mozillians become official representatives of Mozilla in their region. Anyone who is passionate and knowledgeable about Mozilla and who is ready to dive deeper into the project can sign-up for the program. The Mozilla Reps program helps push responsibility and authority further outwards, to more Mozillians, making it much easier for volunteers to organize and/or attend events, recruit and mentor new contributors, and better support their local communities.

When joining the program, a Mozilla Rep agrees to take on the following responsibilities:

represent Mozilla in their country/region
promote the Mozilla Project and our mission
build on and support existing/future local community efforts and programs
inspire, recruit and support new contributors
support and mentor future Mozilla Reps
the document clearly all his/her activities

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Crossover
Technical Content Specialist
Company NameCrossover Contract
Dates EmployedJun 2018 – Oct 2018
Employment Duration5 mos
LocationFrost Bank Tower 401 Congress Ave, Austin.
Transform and validate XML documents;
Troubleshoot data conversion issues; coordinate with appropriate personnel to solve programming and content-related issues;
Assist in workflow development; development of tools to ensure data integrity;
Develop a thorough understanding of NLM XML format to support in-house and outside users;
Develop website, with the goal towards better display, retrieval, and search of book content;

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WhatsApp Inc.
Remote QA Engineer
Company NameWhatsApp Inc. Contract
Dates EmployedMar 2018 – Jun 2018
Employment Duration4 mos
LocationWillow Rd, Menlo Park
Review requirements, specifications and technical design documents to provide timely and meaningful feedback
Create detailed, comprehensive and well-structured test plans and test cases
Estimate, prioritize, plan and coordinate testing activities
Design, develop and execute automation scripts using open source tools
Identify, record, document thoroughly and track bugs
Perform thorough regression testing when bugs are resolved
Develop and apply testing processes for new and existing products to meet client needs
Liaise with internal teams to identify system requirements
Monitor debugging process results
Investigate the causes of non-conforming software and train users to implement solutions
Track quality assurance metrics, like defect densities and open defect counts
Stay up-to-date with new testing tools and test strategies

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HEXit
Co Founder and Chief Technology Officer
Company NameHEXit Self-employed
Dates EmployedMar 2017 – Jan 2018
Employment Duration11 mos
LocationBangladesh
As the Chief Technology Officer of HEXit I have the following responsibilities
1. I lead, in conjunction with the Board, the development of the
HEXit's strategy;
2. I lead and oversee the implementation of the Hexit’s long and
short term plans in accordance with its strategy;
3. I ensure the HEXit is appropriately organized and staffed and to
have the authority to hire and terminate staff as necessary to enable it
to achieve the approved strategy;
4. I ensure that expenditures of the HEXit are within the authorized
annual budget of HEXit;
5. I assess the principal risks of the HEXit and to ensure that these
risks are being monitored and managed;
6. I ensure effective internal controls and management information
systems are in place;
7. I ensure that the HEXit has appropriate systems to enable it to
conduct its activities both lawfully and ethically;
8. I ensure that the HEXit maintains high standards of corporate
citizenship and social responsibility wherever it does business;
9. I act as a liaison between management and the Board;
10. I communicate effectively with shareholders, employees, Government
authorities, other stakeholders and the public;
11. I ensure that the Directors are properly informed and that sufficient
information is provided to the Board to enable the Directors to form
appropriate judgments;
12. I ensure the integrity of all public disclosure by the Company;
13. I request that special meetings of the Board be called when
appropriate;
14. I do in concert with the Chairman, to determine the date, time and location
of the annual meeting of shareholders and to develop the agenda for
the meeting;
15. I abide by specific internally established control systems and
authorities, to lead by personal example and encourage all employees
to conduct their activities in accordance with all applicable laws and the
Company’s standards and policies, including its environmental, safety
and health policies

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WELCOME TO THE HEXit
WELCOME TO THE HEXit
Omnica Corporation - Product Development
Medical Hardware Designer
Company NameOmnica Corporation - Product Development Contract
Dates EmployedOct 2017 – Nov 2017
Employment Duration2 mos
LocationRockfield Blvd
Design and development of analog and digital circuits such as power supplies, batteries, signal acquisition and conditioning, and microcontrollers
Design and analysis of analog and digital circuits to meet critical safety, reliability, and EMC requirements
Development of system-level and hardware-level product requirements and specifications
System integration with mechanical and software sub-systems and components
Create and support test protocols for the verification and validation of hardware and embedded software
Partner closely with other team members including software, mechanical, quality, validation, regulatory, and manufacturing to successfully bring the product to market
Transfer design to production by collaborating with manufacturing on tools, processes, and training
Support products in production by conducting root cause analysis, risk analysis, and implementing corrective actions

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Shenzhen Gooky Technology Co. Ltd
Circuit Design Engineer
Company NameShenzhen Gooky Technology Co. Ltd Freelance
Dates EmployedJul 2017 – Oct 2017
Employment Duration4 mos
LocationShenzhen, China
Creates new embedded system hardware designs, including requirements specifications and system models, and verifies the feasibility of the concept using systems analysis and simulations.
Implements and verifies new electronic hardware systems including specifications, requirements analysis, design, design verification test specifications and design verification test results.
Develop hardware designs using schematic capture and PCB design software.
Participate in design reviews and coordinate with team members to assure that designs meet system goals.
Works with management to present project proposals including the design concept, statement of work, schedule and budget to the customer.
Participates in customer and project team meetings to ensure schedule milestones, budget and customer expectations are met.

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SwapnoBangla Group
Company NameSwapnoBangla Group
Total Duration1 yr 1 mo
TitleDirector of SwapnoBangla IT
Dates EmployedMar 2016 – Mar 2017
Employment Duration1 yr 1 mo
LocationSylhet
From managing the team to calculating the yearly budget, I have done a good number of duties while I was working here. Since it was a startup and I learned a lot from it. My duties as the director are as follow:
• Overseeing technical projects in alignment with organizational goals
• Directing the effective delivery of networks, development, and disaster recovery systems and processes
• Working with information engineers to find solutions to manage business activities
• Supervising a team of workers, while working closely with management, external vendors and advisors
• Preparing financial budgets and presenting proposals for capital projects to senior executives
• Researching and recommending new products
• Identifying new market opportunities
• Leading efforts to improve IT processes

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SwapnoBangla IT
SwapnoBangla IT
TitleSoftware Engineer
Dates EmployedMar 2016
Employment Duration1 mo
LocationSaleha Garden, SUST gate, Akhalia, Sylhet
• Implemented designs, including experimentation and multiple iterations.
• Modified existing software to correct errors, upgrade interfaces and improve performance.
• Directed software design and development while remaining focused on client needs.
• Worked closely with other team members to plan, design and develop robust solutions in a timely manner.
• Interfaced with business analysts, developers and technical support to determine the best requirement specifications.
• Determines operational feasibility by evaluating analysis, problem definition, requirements, solution development, and proposed solutions.
• Documents and demonstrates solutions by developing documentation, flowcharts, layouts, diagrams, charts, code comments and clear code.
• Prepares and installs solutions by determining and designing system specifications, standards, and programming.
• Improves operations by conducting systems analysis; recommending changes in policies and procedures.
• Obtains and licenses software by obtaining required information from vendors; recommending purchases; testing and approving products.


Welcome to SwapnoBangla Group
Welcome to SwapnoBangla Group
Wix.com
Data Developer
Company NameWix.com Freelance
Dates EmployedFeb 2015 – Apr 2015
Employment Duration3 mos
LocationTel Aviv Area, Israel
Be responsible for designing, implementing and maintaining data pipelines from different sources.
Design, implement and support robust, scalable solutions to enhance business analysis capabilities, identify gaps and design processes to fill them.
Work with analysts and product managers to understand business priorities and translate requirements into data models.
Collaborate with various stakeholders across the company like data developers, analysts, data science, finance, etc, in order to deliver team tasks.
Collaborate with a broad forum of experts and stakeholders, including architects and engineers, to create high-quality deliverables.
Own the data development process end-to-end including business understanding, methodology, QA and maintenance.

Apple
Content Support Engineer
Company NameApple Part-time
Dates EmployedOct 2014 – Feb 2015
Employment Duration5 mos
LocationSingapore
• Research and identify solutions to software and hardware issues
• Diagnose and troubleshoot technical issues, including account setup and network configuration
• Ask customers targeted questions to quickly understand the root of the problem
• Track computer system issues through to resolution, within agreed time limits
• Talk clients through a series of actions, either via phone, email or chat, until they’ve solved a technical issue
• Properly escalate unresolved issues to appropriate internal teams (e.g. software developers)
• Provide prompt and accurate feedback to customers
• Refer to internal database or external resources to provide accurate tech solutions
• Ensure all issues are properly logged
• Prioritize and manage several open issues at one time
• Follow up with clients to ensure their IT systems are fully functional after troubleshooting
• Prepare accurate and timely reports
• Document technical knowledge in the form of notes and manuals
• Maintain jovial relationships with clients


Google
Javascript Engineer Intern
Company NameGoogle Internship
Dates Employed2015
Employment Durationless than a year
LocationMountain View, California
Couldn't join due to family emergency

Apple
Apple Technical Support Advisor
Company NameApple Contract
Dates EmployedJan 2014 – Aug 2014
Employment Duration8 mos
LocationSacramento, California, United States
Resolving end user inquiries by utilizing multiple technologies including telephony, chat, and web-based inquiries
Striving for one-call resolution of customer issues while communicating appropriate options in a timely and professional manner
Managing and resolving identified client issues for assigned customer accounts
Documenting information into web-based ticketing system
Searching and navigating the knowledge base to identify appropriate resolution for client issues
Escalating unique issues or inaccurate information contained in the knowledge base to the immediate supervisor for resolution
Projecting favorable image of the company to promote its objectives and goals that enhance client relationships
Participating in internal training programs to expand knowledge and support multiple clients
Providing delightful, efficient, and accurate resolutions to customer inquiries
Completing special projects as requested by management
Installing, maintaining, and troubleshooting computers, printers, phones, and other peripheral equipment
Troubleshooting hardware and software issues
Completing software installations
Establishing good relationships with all departments and colleagues
Serving as the first point of contact for customers seeking technical assistance over the phones, chats, and emails

Mozilla Corporation
Software Engineer
Company NameMozilla Corporation Contract
Dates EmployedAug 2012 – Dec 2013
Employment Duration1 yr 5 mos
Write clean, performant, open source, and standards compliant code
Review code from other team members (as well as get your own code reviewed)
Maintain effective unit tests and documentation
Participate in stand-ups, bug triages, retrospectives, and other team meetings
Age
Teenagers (13-17 years old)
Adults (18-64 years old)
Seniors (65+ years old)
Student level
Beginner
Intermediate
Advanced
Duration
30 minutes
60 minutes
The class is taught in
English
Availability of a typical week
(GMT -05:00)
New York
at teacher icon
Online via webcam
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
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Looking to master programming and become a skilled developer? In this course, you'll learn the basics of Python and other programming languages, as well as how to use them to build machine learning models. We also offer specialized assistance for students in programming and database management using SQL.

Python is a powerful general-purpose language used in web development, data science, software prototyping, and more. Its simple and easy-to-use syntax makes it an excellent choice for beginners learning to program.

Additionally, upon request, we offer courses in other programming languages such as C, JAVA, R, and MATLAB.

Classes can be conducted remotely or in person, and we tailor our instruction to meet individual or group needs.

If you have any questions, feel free to contact us.
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Are you ready to create interactive, visually appealing websites that stand out in today’s competitive market? In this course, you’ll master the essential front-end development skills:

✅ HTML, CSS, and JavaScript – Build responsive and modern web pages
✅ React & Vue.js – Learn cutting-edge frameworks for dynamic UIs
✅ Real-World Projects – Work on hands-on projects to strengthen your skills
✅ Problem-Solving & Creativity – Develop intuitive, user-friendly interfaces

🔹 Who is this course for?

- Beginners who want to break into web development
- Developers struggling with front-end concepts
- Anyone looking to level up their skills and build real projects

🚀 Stuck on a project? Want to learn high-income tech skills?
This course will help you gain confidence, land opportunities, and grow in the tech industry.

📩 Contact me for more details and start your front-end journey today!
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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.
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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.
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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.
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Mathematics is the best way to enhance your intellect but also work on your intuition and your ability to see patterns.

Good day, my name is Alex, I have been teaching math for over 10 years to hundreds of students. I will teach all grades from elementary school all the way to high school and IB/GCSE etc.

My philosophy revolves around these three values:
-Encouragement
-Inspiration
-Discipline

I specialize into teaching mathematics and programming, but in some occasions I teach physics too.
Feel free to contact me.
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With over seven years of experience in teaching Computer Science & Information Technology (ICT), I have developed a strong expertise in delivering high-quality education across multiple internationally recognized curricula, including Cambridge IGCSE, GCSE, A-Levels, O-Levels, and Checkpoint. My passion lies in equipping students with coding, cybersecurity, and digital literacy skills, ensuring they are well-prepared for the evolving demands of the digital world.

Expertise & Teaching Areas:
✅ Programming & Software Development: Python, Java, C++
✅ Cybersecurity: Ethical hacking, data protection, network security
✅ Digital Literacy: ICT applications, online safety, cloud computing
✅ Data Science & AI: Data analysis, machine learning fundamentals
✅ Web Development: HTML, CSS, JavaScript

Curriculum & Pedagogical Experience:
🔹 Cambridge IGCSE & GCSE ICT & Computer Science – Teaching core and extended syllabi, focusing on programming logic, databases, and networking.
🔹 Cambridge A-Levels & O-Levels Computer Science – Preparing students for advanced computing concepts, problem-solving, and algorithm development.
🔹 Cambridge Checkpoint ICT – Building foundational skills in digital technology and computer applications.

Professional Impact:
📌 Mentored students to achieve top grades in Cambridge ICT & Computer Science exams.
📌 Developed interactive lesson plans integrating real-world applications of technology.
📌 Conducted coding boot camps and cybersecurity workshops to enhance practical learning.
📌 Guided students in project-based learning, including app development and website design.

With a strong commitment to student-centered learning and technological innovation, I am dedicated to shaping future tech leaders and empowering learners with skills relevant to careers in technology, data science, and software development.
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This course provides a foundational understanding of Information Technology, data centers, covering architecture, power & cooling, networking, storage, virtualization, security and lots more. Learn best practices for efficiency, scalability, and reliability while exploring emerging data center solutions. Ideal for IT professionals, engineers, and facility managers involved in data center deployment or management.

This course offers a comprehensive exploration of Information Technology, data center infrastructure, guiding students through the entire lifecycle—from initial design and planning to day-to-day operations and long-term performance optimization. Students will learn the critical components of data center design, including site selection, power and cooling systems, space planning, networking, and physical security. The course also covers operational best practices, monitoring tools, energy efficiency strategies, disaster recovery planning, and emerging trends. By integrating technical, environmental, and management perspectives, students will gain the knowledge and skills required to build and maintain high-performance, cost-effective, and sustainable data center environments.
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This course introduces students to the fundamentals of Information and Communication Technology (ICT) and its role in modern society. Topics include computer hardware and software, digital communication tools, internet technologies, data management, cybersecurity, and emerging trends. Students will gain practical skills in using productivity software, conducting online research, and understanding the ethical and responsible use of digital resources. The course emphasizes both technical proficiency and digital literacy, preparing learners to confidently navigate and contribute to a technology-driven world.
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This course is designed for complete beginners who want to learn Excel VBA programming from the ground up. Whether you're a student, professional, or freelancer, you’ll learn how to automate tasks, create intelligent macros, design simple forms, and manage data efficiently within Excel.

🔧 What You Will Learn:

The basics of programming: variables, loops, conditions, and procedures.

How to record and edit simple macros.

Automating tasks across cells, worksheets, workbooks, and named ranges.

Creating interactive forms (UserForms) for data entry and display.

Automating repetitive tasks like formatting, reporting, and even sending emails.

Exploring advanced tools: events, error handling, and integration with other applications.

🎯 Who Is This Course For?

Students, employees, or freelancers who work with Excel and want to save time.

Professionals looking to build custom tools tailored to their workflow.

No previous coding experience is required!

🛠️ Course Methodology:

Step-by-step, hands-on learning.

Clear explanations with real-life examples.

Tips on writing clean, understandable, and reusable code.
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Technology is everywhere, and understanding how it works and how to protect it can open doors to exciting opportunities. I’ve designed this course as a hands-on journey into networking, programming, and cybersecurity, where you don’t just learn theory, you practice real skills that matter in the digital world.

In this course, I’ll guide you through building and analyzing networks, writing programs with Python and other languages, and exploring how systems communicate and interact. You’ll dive into cybersecurity fundamentals, learn to identify vulnerabilities, understand how attacks happen, and practice defending systems like a pro.

Through interactive exercises, practical examples, and real-world scenarios, I’ll show you how hackers think, how organizations respond to threats, and how to secure systems effectively.

By the end of the course, you’ll have the confidence, knowledge, and hands-on experience to tackle networking, programming, and security challenges and apply these skills in your studies, career, or personal projects.
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I am a dynamic and demanding teacher who gives private lessons in Physics-Chemistry as well as Mathematics.

I graduated from teaching seven years ago, after a masters in physical sciences with honors, and I teach in college and high school since.
I have also been preparing students for the Baccalaureate Science for many years, all of whom have been awarded very good honors.
I also prepare my students for different exams (Matu, Bac, preparation for EPFL, etc...)

I make sure to rework the basics so that the student can progress quickly. It is important to me that my students acquire a solid foundation of knowledge.
I also give effective work methods that will allow him to progress much more quickly and so he can regain self-confidence.

I can travel to the student's home or also conduct the lesson via Zoom/Google Meet.
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Hello and Welcome!

I am a certified corporate programming trainer specializing in Python and Data Analysis, with over a decade of experience in tutoring and software development. My goal is to make programming approachable and engaging by helping learners build a strong foundation and grow into confident, independent coders.

Over the years, I have trained students across different levels and backgrounds in Python programming, automation, and data analytics. I emphasize hands-on, practical learning supported by clear explanations and real-world examples. My teaching approach focuses on understanding core concepts, writing efficient code, and developing problem-solving skills that can be applied in professional and academic settings.

Courses Offered

1. Basic Python Programming
This course is designed for beginners who want to build a solid foundation in Python.
Topics include:
Introduction to Python and environment setup
Variables and data types
Operators and expressions
Conditional statements
Types of loops and loop control
Functions and scope
Data structures: lists, tuples, sets, and dictionaries
Mini projects and problem-solving exercises

2. Advanced Python Programming
This course is designed for learners who already know the basics of Python and want to explore its advanced features.
Topics include:
Lambda functions and list comprehensions
Generators, yield, and closures
Decorators
Object-Oriented Programming (classes, inheritance, polymorphism, encapsulation)
File handling and exception handling
Mini projects integrating multiple concepts

3. Data Analysis Using Python (NumPy and Pandas)
This course introduces essential tools for data manipulation and analysis using Python libraries.
Topics include:
Working with NumPy arrays
Using Pandas DataFrames and Series
Data cleaning, filtering, and transformation
Handling missing values and duplicates
Grouping, aggregation, and pivot tables
Exporting data to CSV and Excel
Real-world exercises with sample datasets
Good-fit Instructor Guarantee
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