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Since August 2026
Instructor since August 2026
Applied Data Science Lab: From Raw Data to Business Impact
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From 42 € /h
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Overview

Transitioning from learning data science theory to solving actual business problems is the hardest step for any aspiring data professional. [Insert Chosen Course Title] is an intensive, mentor-led program designed to simulate a real-world data team environment. Instead of working through synthetic, pre-cleaned textbook datasets, you will take on messy, complex industry scenarios and turn them into end-to-end data products.

What You’ll Experience

End-to-End Execution: Walk through the full data lifecycle—from problem scoping and data extraction to exploratory analysis, modeling, and executive stakeholder presentation.

Industry-Standard Workflows: Work with messy real-world datasets, practice Git-based version control, write production-ready code, and structure reports that business leaders actually care about.

1-on-1 & Group Mentorship: Receive continuous code reviews, architectural feedback, and project guidance mirroring the experience of working under a Senior Data Scientist or Analytics Lead.

Portfolio-Ready Deliverables: Graduate with 2–3 complete, polished projects that demonstrate actual business value to hiring managers—not just another churn prediction copy-pasted from Kaggle.

Who This Is For
Aspiring Data Analysts, Data Scientists, and recent graduates who know Python, but want the practical experience, confidence, and portfolio needed to land high-impact roles in the industry.
Extra information
Prerequisites & Tech Requirements
To fully participate in hands-on sessions, you will need a personal laptop with internet access. Exercises and project work can be completed either by installing Python locally or directly in your browser using Google Colab—no high-performance hardware required.
Location
location type icon
Online from India
About Me
26 Years of Industry Experience: A seasoned tech professional and leader from India, with over two decades of experience building and delivering data solutions within a world-leading financial institution.

Friendly & Approachable Mentor: Passionate about demystifying complex concepts through a supportive, encouraging teaching style that builds student confidence from day one.

Avid Pythonista: Deeply passionate about Python programming, clean code, and leveraging open-source tools to solve complex, real-world data problems.

Dedicated to Career Growth: Enthusiastic about guiding students and young professionals as they navigate the transition from academic learning to corporate environments.

Mock Interview Specialist: Conducts structured, realistic mock technical and analytical interviews to help students sharpen their problem-solving skills and land job placements.
Education
1996 - 2000
Bachelor of Engineering, Instrumentation and Control
Bharath Institute of Science and Technology
University of Madras, Chennai, India
I am a University Rank Holder
Experience / Qualifications
26 Years at BNY

Data Scientist | Senior Vice President (2017 – Jun 2026): Led AI/ML, simulation modeling, and custom ranking engine initiatives.

Application Architect | Vice President (2013 – 2017): Architected enterprise search engines and site-wide frameworks.

Java Developer | Assistant Vice President (2000 – 2013): Led core software design and workflow development.
Age
Teenagers (13-17 years old)
Adults (18-64 years old)
Student level
Beginner
Intermediate
Advanced
Duration
60 minutes
The class is taught in
English
Availability of a typical week
(GMT -04:00)
New York
at teacher icon
Online via webcam
Mon
Tue
Wed
Thu
Fri
Sat
Sun
00-04
04-08
08-12
12-16
16-20
20-24
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Peace be upon you,
I am pleased to offer you support and reinforcement lessons in mathematics for the benefit of pupils and students, according to the level and need, in a simple, gradual and clear way.
My goal is not just to help the student complete the exercises or get a good grade, but to help him understand mathematics, gain confidence in himself, and learn how to think and search for the solution on his own.
During the lessons, I focus on:
• Review and explanation of lessons — Révision et explication des cours
• Addressing weaknesses — Remédiation des difficultés
• Simplification of mathematical concepts
• Solving exercises and problems — Résolution d'exercices et de problèmes
Preparing for assignments and exams — Préparation aux contrôles et aux examens
• Learn solution methods and ideas — Méthodes et astuces de résolution
• Error analysis and correction — Analyse et correction des erreurs
• Developing independence of thought — Développement de l'autonomie et du raisonnement
I don't prefer to give the solution directly. I first give the student a chance to try, think, and research, then I guide them step by step through appropriate hints and questions until they arrive at the solution themselves and understand the method.
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Number sets — Les ensembles de nombres
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I am Dr Iyer- a tutor with over 18 years of teaching experience as of 2023 and students from across the globe. I teach one-on-one online (over Skype/ Google Hangout and other media) using a pen tablet and the screen-share feature.

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Machine learning etc. I can customise the content to domains like business, economics finance and investments as per student requirements.

I have taught students of various age groups - high school (IB/Cambridge/IGCSE/ ICSE,) University (bachelors, masters, doctoral) and working industry professionals.

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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.

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Algorithms & Logic: Designing data structures and solving problems.

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Basic Web Development: HTML & CSS for creating structured pages.

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verified badge
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During the lessons, I focus on:
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• Simplification of mathematical concepts
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Preparing for assignments and exams — Préparation aux contrôles et aux examens
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• Error analysis and correction — Analyse et correction des erreurs
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I don't prefer to give the solution directly. I first give the student a chance to try, think, and research, then I guide them step by step through appropriate hints and questions until they arrive at the solution themselves and understand the method.
Depending on the level, one can work on various mathematics lessons, including:
Number sets — Les ensembles de nombres
Fractions — Les fractions
Powers — Les puissances
Square roots — Les racines carrées
Literal arithmetic — Calcul littéral
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Equations
Inequalities
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Integral calculus
Differential equations — Équations différentielles
Numerical sequences — Suites numériques
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Vectors — Vecteurs
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I also make sure to teach the student how to read the question, how to discover the important information, how to choose the appropriate method, and how to verify the correctness of his answer.
My goal is for mathematics to become an understandable, organized, and less difficult subject for the student, and for them to gradually move from waiting for the solution to being able to search for it themselves.
The number of students I follow up with is limited according to my available time, because I prefer the quality of follow-up and communication with each student over the large number.
Welcome to every student who wants to understand, progress and improve their level in mathematics.
verified badge
Are you a university student, engineer, or professional who needs to actually use data — not just learn theory about it?
This course is built around real problems and real code. We skip the textbook formulas and go straight to applying statistics and data science the way professionals do: with Python (pandas, NumPy, scikit-learn, matplotlib) and R (RStudio).
What we cover, adapted to your level and goals:
- Descriptive and inferential statistics (the ones that actually matter)
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As a highly qualified maths teacher, a graduate of the college of teachers and with 11 years of teaching experience in public high schools, I am happy to offer tutoring lessons in mathematics at home for students from level T and Common Core Sciences, TC Technological, 1st Baccalaureate Experimental Sciences and final of all the sectors (SVT-PC-SC.Math-L), as well as for the classes of 2nd and 1st general, Terminale specialty of the French system, as well than the 5th, 4th and 3rd levels of college.

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By choosing my tutoring courses in mathematics, students can expect to receive individual attention and personalized help to overcome their difficulties and achieve their goals. My teaching approach is interactive and student-centered, which allows for a deeper understanding of mathematical concepts and a more practical application of acquired knowledge.

In summary, I am confident in my skills as a math teacher to help students of all levels progress and succeed in this demanding subject. I am convinced that my dynamic and stimulating teaching methods will help my students achieve their math goals and build a confidence that will follow them throughout their lives.
verified badge
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He gets average grades despite his hard work?
He understands the lesson but loses points in the exercises?
Is he lacking in method, precision, or confidence?
Does he want to move to a higher level and achieve better results?

I can help him identify what is causing him to lose points and to implement a more effective work method.

I am a mathematics teacher with 15 years of teaching experience and hold a Master's degree in mathematics. I tutor middle and high school students, particularly in the French and Moroccan curricula.

🎯 UNDERSTANDING WHY GRADES ARE NOT IMPROVING

Two students with the same grade can have completely different difficulties.

One may lack basic knowledge.
The other person may understand the lesson but not know how to solve the exercises.
Another person may have the necessary knowledge but lose many points due to errors in calculation, reasoning, or writing.

That is why I begin by identifying the difficulties that are actually limiting the student's progress.

📈 HOW TO IMPROVE RESULTS?

We are working specifically on:

• a thorough understanding of the course;
• mastery of fundamental concepts;
• the solution method;
• the analysis of the statements;
• mathematical reasoning;
• calculation and logic errors;
• drafting the solutions;
• exercises of progressive difficulty;
• time management during checks;
• autonomy in the face of exercises.

The goal is not to do dozens of exercises without a method.

We seek to understand the errors, correct bad habits and gradually build effective automatic processes.

🧠 A METHOD TO BECOME MORE INDEPENDENT

During the sessions, I am not simply trying to provide the solution.

I guide the student so that they gradually learn to:

Understand → Analyze → Choose a method → Solve → Verify

This approach allows the student to better manage exercises when working alone.

The goal is for him to need less and less help over time.

📚 FOR STUDENTS WHO WANT TO IMPROVE

This support can be particularly useful for a student who:

• wants to improve his grades;
• wants to consolidate his knowledge;
• aims for better results in controls;
• wants to get ahead of the program;
• prepares for an important year;
• wants to gradually prepare for the Brevet or the Baccalaureate;
• understands the concepts but lacks effectiveness in exercises.

I adapt the exercises and the pace of work to the actual level of each student.

💻 INTERACTIVE ONLINE COURSES

The classes are held remotely using Google Meet and an interactive whiteboard.

The student actively participates throughout the session: he searches, answers questions, completes exercises and explains his reasoning.

I can also send screenshots of the work done during the session so that the student can review the important concepts after the lesson.

🏆 15 YEARS OF EXPERIENCE

With 15 years of experience in teaching mathematics, I have supported students with very different levels, objectives and difficulties.

For my final year students who were tutored in mathematics, I achieved a 100% success rate in the Baccalaureate, with 75% obtaining a distinction of "Bien" or "Très Bien".

My goal is to use this experience to provide personalized and practical support.

👨‍🎓 LEVELS

• College
• 5th
• 4th
• 3rd
• High school
• Second
• First
• Final year
• French and Moroccan programs

📩 DO YOU WANT YOUR CHILD TO PROGRESS?

In your message, simply tell me:

• its level;
• his current average in mathematics;
• the difficulties he encounters;
• its objective.

This will allow me to better understand his situation and determine the points to work on as a priority.

My goal is simple: to help the student better understand mathematics, correct their mistakes, improve their methods and make lasting progress.
verified badge
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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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Discover programming lessons suitable for children! With a fun and educational approach, my lessons allow young minds to dive into the fascinating world of programming. Provide your children with an enriching learning opportunity in a fun and stimulating environment.
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In this course, you will learn how to efficiently package, containerize, and deploy Python applications and microservices using Docker. The course covers fundamental Docker concepts, best practices for structuring Python projects, and strategies for building scalable and portable applications. Through hands-on projects, you will gain practical experience in creating Docker images, managing containers, and orchestrating microservices, enabling seamless deployment across different environments.

Contact me if you want to have more information about the course!
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This course is for anyone who wants to learn to program in Python, whether you are a student, a professional, or simply curious.
Python is one of the most widely used languages today, thanks to its simplicity and power. You'll learn how to write your first programs, manipulate data, automate tasks, and understand the essential foundations of modern programming.
The objective is to make you independent in developing your own projects (scripts, small software, data analysis, etc.) and acquire a skill sought after in the academic and professional world.
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Calculus I, the first course in this extensive mathematics curriculum, teaches students the foundational ideas of limits, derivatives, and how to apply them to real-world issues including rates of change and optimization. Calculus III, which builds on this basis, introduces partial derivatives, multiple integrals, and vector calculus, extending these concepts into several dimensions. When taken as a whole, these calculus courses build the solid analytical foundation and spatial thinking abilities needed for further study in applied mathematics, science, and engineering.

Students study Number Theory concurrently, exploring the complex patterns and characteristics of integers, such as primes, modular arithmetic, divisibility, and the classical theorems that form the basis of much of contemporary computer science and encryption. In addition to this theoretical emphasis, the Numerical Methods course gives students useful computational tools to help them approximate solutions to challenging mathematical problems that are impossible to solve analytically. Students are prepared for a variety of jobs in mathematics, engineering, technology, and other fields by this program, which blends strong theoretical knowledge with algorithmic problem-solving abilities.
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I teach Python, C and C++ one to one, online or in person around Birmingham.

Most of my students fall into one of three groups. Some are at GCSE or A-Level and need to get comfortable with a language before an exam or a coursework deadline. Some are at university, usually on an engineering or computing degree, and have hit something specific that isn't clicking: pointers, memory, recursion, object orientation, or a project that won't compile. And some are adults starting from nothing, often because work has started asking them to automate things.

Lessons are built around code you can run. I'll ask what you're working on and where you got stuck, then we write something small together, break it on purpose, and work out what the error message is actually telling you. Reading error messages properly is half of programming and almost nobody teaches it.

Areas I cover regularly:

Python from the basics through functions, data structures, file handling, object orientation and libraries like NumPy and Pandas
C and C++, including the parts that cause most of the trouble: pointers, memory management, structs, classes and compilation
GCSE and A-Level Computer Science across all exam boards, including pseudocode, trace tables and written paper technique
A-Level NEA projects and university coursework, plus debugging sessions and code review
Embedded C for Arduino, ESP32 and microcontroller projects, which is the work I do professionally

After each lesson I send written notes covering what we did, worked through step by step, so you have something to revise from later rather than trying to remember what was on screen.

First session is free and lasts 30 minutes. We use it to work out what you need and whether I'm the right person for it. If I'm not, I'll say so and point you somewhere better.

Message me with what you're studying and what's giving you trouble, and I'll tell you honestly how I'd approach it.
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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
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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.
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