Introduction to AI Data Annotation: Foundations for Machine Learning

From 23 £ /h

This course introduces students to the essential role of data annotation in artificial intelligence and machine learning. Learners will gain a clear understanding of how raw data is transformed into structured, labeled datasets that enable AI systems to learn, interpret, and make accurate predictions.

Through guided instruction and practical examples, the class explores different types of annotation, including text, image, audio, and video labeling. Students will learn industry-relevant techniques, annotation standards, and quality control practices that ensure consistency and reliability in real-world AI projects.

The course emphasizes hands-on learning, allowing participants to practice annotation tasks and understand how their work directly impacts the performance of AI models. By the end of the class, students will have the foundational knowledge and practical skills needed to begin working on data annotation tasks or pursue opportunities in the AI and data industry.

Extra information

Prerequisites: No prior experience in AI or programming is required. Basic computer literacy and attention to detail are sufficient.
Ideal For: Beginners interested in AI, remote work opportunities, data-related roles, or building a tech-oriented skill set.
Materials Needed: A computer or laptop with reliable internet access. Headphones may be useful for audio annotation exercises.
Course Format: Interactive sessions combining guided instruction, real-world examples, and hands-on annotation practice.
Participation: Active engagement in exercises and practice tasks is highly encouraged to build accuracy and confidence.
Assessment: Students may complete practical annotation tasks and receive feedback to improve quality and consistency.
Skills Gained: Data labeling techniques, understanding annotation guidelines, quality control practices, and familiarity with annotation tools.
Career Relevance: This course provides a strong foundation for entry-level roles in AI data annotation, content moderation, and machine learning support.

Location

Online from United States

About Me

I am a results-driven tutor committed to delivering measurable academic improvement through structured, high-impact lessons. I specialize in helping students move from confusion to clarity by breaking down complex concepts into precise, easy-to-understand steps.

My approach is strategic and tailored—every session is designed around the student’s specific goals, whether that is improving grades, mastering difficult topics, or preparing for high-stakes exams. I don’t rely on generic teaching methods; instead, I diagnose learning gaps quickly and apply targeted techniques that produce real progress.

Beyond subject mastery, I train students in advanced learning strategies—critical thinking, problem-solving frameworks, and efficient study systems—so they become independent, high-performing learners.

Students who work with me can expect:

Clear, structured explanations that eliminate confusion
Focused exam and assignment preparation strategies
Consistent performance tracking and improvement
A professional, disciplined learning environment

I work with motivated students who are serious about improving their results and are ready to invest in effective, high-quality guidance. My goal is not just short-term success, but long-term academic excellence.

Education

I have a solid academic foundation with a strong focus on analytical thinking, problem-solving, and effective communication. My educational background has equipped me with the ability to break down complex concepts and present them in a clear, structured, and practical way.

Throughout my studies, I consistently developed skills in:

Critical thinking and logical reasoning
Academic writing and communication
Quantitative and analytical problem-solving
Independent research and structured learning

In addition to formal education, I continuously invest in self-learning and professional development, staying updated with modern teaching methods and effective learning strategies. This allows me to deliver lessons that are not only academically sound but also practical and results-oriented.

Experience / Qualifications

Experience:

Actively engaged in hands-on projects and practical learning, demonstrating the ability to apply theoretical knowledge to real-world situations.
Collaborated with peers and instructors on academic and professional tasks, consistently meeting deadlines and producing quality work.
Participated in workshops, seminars, or internships to enhance practical skills and industry awareness (specify any relevant examples).

Qualifications:

Strong academic foundation with focus on [insert your field, e.g., engineering, business, AI, education, etc.].
Proficient in [list relevant tools, software, or methodologies, e.g., Microsoft Office, AutoCAD, Python, research methods].
Skilled in critical thinking, problem-solving, and effective communication, both written and verbal.

Age

Children (7-12 years old)

Teenagers (13-17 years old)

Adults (18-64 years old)

Seniors (65+ years old)

Student level

Beginner

Intermediate

Advanced

Duration

30 minutes

45 minutes

60 minutes

90 minutes

120 minutes

The class is taught in

English

Skills

Network infrastructure

Information systems

Information technology

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

Mastering Academic Essay Writing: From Ideas to Excellence.

22 £ /h

This course is designed to help learners master the art of academic essay writing. Students will learn how to develop clear thesis statements, structure essays effectively, and integrate research and evidence to support their arguments. The class covers all key essay types—including expository, argumentative, narrative, and descriptive—and provides practical techniques for planning, drafting, and refining high-quality academic essays.

Through interactive exercises, examples, and feedback, participants will strengthen their critical thinking, organization, and writing skills. By the end of the course, learners will be confident in producing well-structured, coherent, and polished essays that meet academic standards.

English(Conversational + Academic) + Study Skills or Math support.

27 £ /h

Struggling with understanding concepts, completing assignments, or preparing for exams? This class is designed to help students build confidence, improve performance, and develop effective learning strategies.

I offer personalized lessons tailored to each student’s level, goals, and learning style. Whether you need help with understanding difficult topics, improving your grades, or preparing for exams, I provide clear, step-by-step guidance to make learning simple and effective.

In our sessions, you will:

Break down complex topics into easy-to-understand concepts
Improve problem-solving and critical thinking skills
Learn proven study techniques and time management strategies
Get support with assignments and exam preparation
Build confidence and independence in learning

My teaching approach is patient, structured, and results-driven. I focus not only on helping you succeed academically but also on equipping you with skills that will benefit you long-term.

Lessons are suitable for beginners, intermediate, and advanced students, and can be adapted to meet specific academic requirements or personal goals.

Gaëlle

5.0

(3)

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

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

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

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

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

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

Patrick

5.0

(3)

Do you need professional support for your quantitative data analysis?
I offer you a personalized service, adapted to your academic or professional needs.

Whether you are a student, researcher, consultant or professional, I put my expertise at your disposal to help you:
Prepare and organize your databases,
Perform reliable statistical analyses with R, Stata, SPSS...
Interpret your results rigorously,
Present your work in the form of clear reports, graphics and publications.
Each project is handled with rigor, pedagogy, and confidentiality. You benefit from tailored support, whether for a professional assignment, a dissertation, a thesis, or a publication.

For those who wish to train in parallel, I have also designed a complete course to learn how to explore, manipulate and analyze your data independently.

Vincent

5.0

(3)

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.

Dr.Ibrahim

5.0

(3)

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.

Dr.Ibrahim

5.0

(3)

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.

5.0

(3)

For boys and girls who like games and want to understand and try out how AI moves characters, stories, and worlds.

You don't need to know how to program. You just need curiosity and a computer.

What do we do?
• Characters that don't stay still: in Scratch (or similar) we program an NPC that reacts to the player (follow, flee, change mood, choose a dialogue).
• Pieces of the world: how to sketch textures, backgrounds or a backstory with generative tools and what is okay to use or not (rights, copying style from a famous game, etc.).
• Branching story: a simple decision tree so the game changes depending on the player's choices.

Each session looks for something that can be taught at home: a character that reacts, a minimal map, a dialogue with two endings.

Rhythm
If it's engaging, a block of 6–8 sessions is enough for a mini-game or a playable scene. Sessions are 60 minutes long.

Recommended age: 10–16 years. If they are younger but already comfortable with Scratch, they may also be a good fit.

Laith

5.0

(3)

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.

Ali

5.0

(3)

Learn Arduino, robotics and electronics one to one with a qualified electronics engineer who teaches this at university level. Complete beginners through to degree students, online worldwide or in person in Birmingham, with a free 30 minute introduction before you book anything.

I'm Ghous. I hold an MSc in Electronics and Electrical Engineering with Distinction from the University of Chester, where I teach as a Visiting Lecturer on a Master's module, and I work as a freelance engineer designing circuit boards and writing embedded firmware for clients. I have taken a four layer ESP32 board from schematic to manufactured hardware, built the electrical power system for a CubeSat, and published two international conference papers on running neural networks on microcontrollers. When you ask why your sensor reads nothing or how to justify a design choice in a report, the answer comes from doing this work rather than from a tutorial.

Adults and hobbyists

If you own an Arduino kit and have stalled, or you can copy a project but cannot change it, this is the gap I close. We build what you actually want, home automation, data logging sensors, motorised builds, a device that talks to your phone, and underneath it you pick up the real skills: reading a datasheet, using a multimeter, wiring safely and debugging when nothing happens. No technical background required.

University and college students

Embedded systems, microcontrollers, robotics, control systems, circuit analysis and digital electronics. Arduino, ESP32, nRF52, PIC with MPLAB and STM32, plus Proteus, Multisim, Webots and PCB design in KiCAD. I also supervise final year and Master's projects from scoping through to the write up. I mark Level 7 work myself, so I know where reports lose marks. I teach students on UK, IB and continental European programmes and have worked with engineering students in Germany, so an unfamiliar syllabus is not a problem. Send me your course material and I will work from it.

School students, ages 9 to 18

Beginners who want to build something real, and students with coursework in Design and Technology, Computer Science or Engineering, whether on GCSE, A Level, IB or a national curriculum. Typical builds are a line following robot, an obstacle avoiding car, a live weather station or a motion triggered alarm. For lessons in Birmingham I bring all the equipment. Parents are welcome to sit in on the first session (UK DBS checked).

How lessons run

Tell me your level and what you want to build, or send your assignment brief, and I plan the session around it before we meet. I demonstrate first, then you take over while I guide, because nobody learns electronics by watching. Online students share a screen and I debug code and wiring photos live. Every session ends with something working and a clear next step, and you can message me between lessons.

Lessons run over Google Meet or Zoom, 60 or 90 minutes. I teach across GMT and Central European time with evening and weekend slots. Online students can start with any board they already own, or I will point you at one starter kit under 30 euros that covers the first several months.

Message me with your level and what you are trying to build and we will arrange the free 30 minutes.

Javier

5.0

(3)

Hello,

After a 34-year career in systems engineering (including roles as AVP System Engineer & Product Owner at Moody's), I've learned one essential truth: technology is useless if it remains overly complex.

There is NO set curriculum or pre-defined syllabus: every session is 100% tailor-made. I adapt entirely to your request, your skill level, and your current objectives—whether that means gently discovering a new tool or solving a specific technical challenge.

My approach is built on clear, accessible guidance: no unnecessary jargon, no dull theory, and no prerequisites required. My goal is to make technology accessible, seamless, and immediately useful (if my experience helps you avoid a few costly surprises, then I’ve done my job).

Examples of what we can cover together:

Discover and Master AI (ChatGPT, Copilot, Claude, Gemini, Veo, etc.)

Learn how to write clear prompts to get accurate results (prompt engineering).

Use AI to draft content, summarize documents, analyze data, or organize your daily work.

Understand best practices to use these tools securely.

Simplify and Automate Your Daily Tasks

Connect your collaborative tools (emails, files, calendars, M365 services) to eliminate repetitive actions.

Migrate to new M365 services smoothly.

Set up simple virtual assistants to save you time.

Optimize Your Digital Tools & Cloud Environment

Take control of your IT workspace, organize collaborative environments, and secure your access.

How?
We start with YOUR topics: a practical problem to solve, a project to bring to life, or a tool you want to master. Everything is explained clearly and patiently so that you leave every session with practical, actionable solutions.

Whatever your starting point or project, the course adapts to you—never the other way around.

Shashi

5.0

(3)

I’m **Shashi Wijesundara**, an experienced **ICT & Computer Science Teacher with 6+ years of teaching experience**, dedicated to helping students build strong knowledge, confidence, and exam success.

Over the years, I have guided students preparing for **National O/L ICT examinations**, achieving **excellent results and outstanding student performance**. My teaching approach focuses on making difficult concepts simple, practical, and easy to understand.

📚 **Classes Offered:**

- 🇱🇰 **National Grade 06 to O/L ICT ** –

- 💻 **Pearson Edexcel Computer Science** – Grades 01–08

- 🖥️ **Cambridge Computer Science** – Grades 01–09

🎯 **What I Focus On:**

- Strong understanding of ICT & Computer Science concepts
- Exam-oriented teaching and structured revision
- Individual attention and student-focused learning
- Building confidence through practical and engaging lessons
- Helping students achieve their **best possible results**
- Exam-focused preparation with proven results

With **6+ years of teaching experience**, my goal is not simply to teach a subject, but to **inspire students to understand, enjoy, and succeed in ICT & Computer Science**.

Manahil

5.0

(3)

Unlock the Power of Artificial Intelligence & Smart Automation!

Are you looking to master modern AI tools to boost your productivity, automate tasks, or enhance your tech projects? I offer hands-on, practical training tailored for beginners and tech enthusiasts.

What You Will Learn:
- Prompt Engineering Patterns: How to write effective, precise prompts for ChatGPT and LLMs.
- Practical AI Tools & Workflows: Real-world applications using AI models and APIs.
- Smart Automation: Integrating modern AI solutions into daily tasks, study workflows, and projects.

Why Choose My Sessions?
- Step-by-step guidance tailored to your learning pace.
- Practical examples and hands-on exercises instead of just theory.
- Student-focused approach to help you master modern tech skills.

Book a session today, and let's step into the future of AI together!

Salim

5.0

(3)

This course is aimed at beginners and students who wish to understand web cybersecurity in a practical, progressive and structured way.

The goal is not to learn techniques by heart, but to understand how a web application works and how to reason when faced with a security problem.

We will be discussing, in particular:

• the basics of HTTP: requests, responses, methods, cookies and sessions;
• Authentication vs. Authorization;
• Getting started with Burp Suite Community;
• Broken Access Control;
• IDOR and BOLA;
• horizontal and vertical privilege escalation;
• roles, permissions and ownership;
• Security API basics;
• bug bounty methodology;
• drafting a clear vulnerability report.

The exercises are performed in dedicated learning labs, CTFs, or explicitly authorized environments.

My method is based on a simple line of reasoning:

Actor → Action → Object → Expected Authorization

Each session alternates between explanations, demonstrations, practical exercises with Burp Suite and guided correction.

The program can be adapted to the student's level, from the discovery of Web cybersecurity to the first methodologies of BAC/IDOR vulnerability research.

Mayank

5.0

(3)

In this 30-minute class, we will understand the two core components of a microprocessor: the ALU (Arithmetic Logic Unit) and the Control Unit. I will explain their structure, functions, and how they work together to execute instructions, using simple diagrams and practical examples. The goal is to build a clear understanding of how a microprocessor processes and controls data.

Teferi

5.0

(3)

Information technology is basic for other department since almost every things becomes a digitalized. Basic computer knowlege is very important to understand more every activity we do by computer/smart devices. Maths also very basic for increasing problem solving skills.

Julio

5.0

(3)

Having graduated with a Master's degree in Computer Science and Management (MIAGE) and with nearly three years of professional experience in data and IT at Orange Caraïbes, I offer private lessons tailored to the level and objectives of each student.

I can assist you with general IT, Python, SQL, data analysis, Excel, Power BI, programming, databases, and the use of digital tools.

The courses can also be geared towards homework help, preparation for a school or university project, introduction to programming or development of professional skills.

Having also taught at a secondary school, I place great importance on pedagogy and understanding. My goal is to explain concepts in a simple, progressive, and concrete way, with exercises adapted to your level.

Lessons are offered in French or English, primarily for teenagers and adults, from beginner to advanced levels. I travel to the student's home in Brussels and the surrounding area, with content tailored to their level, goals, and pace.