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Data Science & AI On-demand course

Launch your career in data science and artificial intelligence with hands-on, industry-ready experience. In this immersive program, you’ll learn how to turn raw data into powerful insights, train intelligent models, and build real-world AI applications. Gain experience in data analytics, preparing and visualizing data, classic machine learning (supervised & unsupervised learning, SVMs, random forests), deep learning architectures (including neural networks, CNNs, autoencoders, and data augmentation)and Natural Language Processing. Graduate with a professional portfolio and the practical expertise to stand out in the rapidly growing AI and data-driven job market.

Data Science & AI On-demand course

What you’ll Learn

Coaching you through an especially curated curriculum designed to take you from ‘just curious’ to ‘fully certified’ in data science in as few as 12 weeks (full time).

Foundation

SQL, Python, Jupyter Notebook, Git and GitHub, Linear Algebra, Probabilities and Statistics.

Data Analytics

Data Analysis, Data Preparation, Data Visualization and Data Exploration.

Classic Machine Learning

Machine Learning, Supervised and Unsupervised learning, ML model enhancement, Naive Bayes, SVM, Random Forests, ML Pipelines and Classification.

Deep Learning

Neural Networks (implementation, troubleshooting & optimisation), CNN Architectures, Autoencoder Architecture, Data Augmentation, Tensorflow, Keras and Scikit-Learn.

Natural Language Processing

Text coding for NLP, Recurrent Neural Networks (RNN), LSTM, Attention Mechanisms, Transformer Model and chatbot building.

Bootcamp Methodology
Google reviews
(4.9/5)
(4.97/5)
Switchup reviews
(5.0/5)

Chapter 0: Pre-Work

Data science has been one of the most prestigious careers in recent years. It involves handling data, cleaning it, evaluating it, and developing machine learning models to predict outcomes of events. In this chapter, we will cover the foundations of data science to get you ready to begin your learning journey.

Introduction to Python

  • Python Language And History
  • The Basics Of Python
  • Fundamental Data Structures In Python
  • Classes And Objects
  • Modules And Packages
  • Input/Output
  • Errors And Exceptions

Environments

  • Python Environments
  • Anaconda
  • Jupyter Notebooks

SQL and Databases

  • SQL Fundamentals
  • SQL Queries

Linear Algebra

  • Scalars And Vectors
  • Matrices
  • Norms

Git and GitHub

  • Introduction to Version Control
  • Workflow
  • Inspecting Repositories
  • Undoing Changes
  • Fetching And Pulling Changes
  • Pushing Changes

Project: Curve Fitting

  • This project is about solving the 'Curve fitting' problem, which involves finding the best curve equation to fit a given dataset. It will guide you through an example of this problem and is divided into sections, where each section will exercise the use of fundamental concepts such as OOP, SQL, Linear Algebra, and the final Machine learning workflow.

What You’ll Need

You don’t need any prior qualifications in computer science or programming to join our bootcamp. We assume no prior knowledge and will guide you through the basics in the first few weeks, ensuring you build a strong foundation from the ground up. Whether you're new to the field or looking for a career change, our program is designed to get you up to speed quickly and confidently


Why Learn with Code Labs Academy?

Portfolio Building

Showcase your skills with real results.Throughout your course, you’ll complete hands-on projects based on real-world scenarios. By the end, you’ll have a professional portfolio that demonstrates your expertise and sets you apart in the job market.

Live Mentorship

Learn directly from industry professionals who guide you every step of the way.Our live mentorship sessions ensure you receive personalized feedback on your projects, support while you learn, and real-time insights that help you gain both confidence and clarity in your learning journey.

Learning Roadmap

Gain a structured learning path designed for success.Each course follows a clear roadmap that outlines your learning objectives, skill milestones, and project deliverables. You’ll always know what comes next — and how it contributes to your career growth.

Code Labs Academy Alumni Reviews & Testimonials

The Code Labs Academy web development course was very impressive, it was one of the best experiences I have had in my life. I highly recommend attending this bootcamp where you not only learn web development, but also get career advice and be ready t ...

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Rayane

Learning in a small group with a very friendly and understanding instructor. I had a lot of fun, got an insight into areas that were completely new to me, learned a lot and in the end achieved exactly what I wanted.

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country flagLars
Cologne, Germany

I wanted to express my sincere gratitude for the incredible experience I had at your bootcamp. It was not only super helpful but also incredibly fun. I learned a tremendous amount during my time there and wanted to share my thoughts with you. First a ...

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Hamze

After completing my master's degree in data analytics, I endeavoured to further my knowledge in the field with the goal of pursuing a career in either data science or analysis. However, I encountered difficulties finding answers to my questions, so I ...

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Miho

I really enjoyed the full-time web development bootcamp. The teachers were knowledgeable and always took the time to answer all my questions. The content of the course covers the most needed skills to start in the web development industry. I recommen ...

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Hélène

As for the best part and most memorable experience, it's hard to pinpoint just one. However, I would say that the most memorable aspect of the CLA bootcamp is the sense of accomplishment and pride that comes with completing the program, especially th ...

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country flagMikhail
Cologne, Germany

CLA guided me to become the front-end developer that I planned to be. Literally they took me from zero to hero in their bootcamp. Keep up the good work you offer!

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David

The cyber security bootcamp was a rapid journey of discovery. I soaked up vast amounts of knowledge and feel ready to take the next step on my new career path.

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country flagMaurice
Berlin, Germany

The teachers are great, tolerant, motivated and cheerful. The learning process is smooth and fun, you have the space to ask your questions and also participate. But the most important thing is that they prepare you for the practical world by realisin ...

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Bahaa Eddine

It’s an online boot camp with asynchronous courses that can match any student all over the world. I appreciate the fact that it comes with a certificate at the end upon successful completion. To sum up, this bootcamp is all in one, you learn and mas ...

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Meriem

I already knew about CLA through posts on LinkedIn and reading user reviews. When I saw the bootcamp curriculum, I thought it would be essential for my career advancement. I like the exercises we do together and the examples that are presented. The a ...

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country flagAlexandre
Santa Catarina, Brazil

The CLA bootcamp was a fantastic experience that had a significant impact on me. The live sessions were engaging and enjoyable, and I was always motivated to practice what I learned. The instructors were incredibly helpful and supportive throughout t ...

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Bernice

I'm always looking for new opportunities to learn the latest technologies in Data Science, and the quality of Code Labs Academy's content exceeded my expectations. If you're passionate about technology and willing to put in the effort, this bootcamp ...

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Ouided

"I liked everything how it was and definitely will recommend CLA for my friends if they ask.I truly appreciated the hands-on, practical approach to learning. The bootcamp’s structure allowed me to engage with real-world cyber security scenarios, whic ...

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country flagArtem
Berlin, Germany

The teachers and mentors are wonderful, at least the one I had. Moe taught me more than all my teachers in my whole life. He makes things clear and always encourages you to keep going despite all the challenges.

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Amine

I've never regretted choosing CLA to learn UI/UX. While I had some doubts before starting, I quickly realized that CLA would help me enhance my existing skills and acquire new ones that are incredibly valuable for my career.

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Ricardo

Learning everything about programming and data in a short period of time is 100 percent guaranteed, the teachers are very free with student and are willing to help no matter the day or time and also all projects made can be presented in job applicati ...

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Kingsley

The balance between theory and practice is perfect, you get a chance to apply what you learn in homework and real projects that are reviewed by the TAs. I recommend this bootcamp to anyone who wants to start their career in Data Science.

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Imane

As a part of the web development bootcamp, I must say that It went beyond my expectations. The bootcamp is indeed interactive, fun, and informative. I learned a lot of things thanks to my mentors and to everyone working behind the scenes. I would hig ...

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Dania

As a graduate of the CLA Cybersecurity bootcamp, what I appreciated the most was the quality of the instructors. They were incredibly attentive and highly knowledgeable about the subject. The hands-on practices were not only interesting but also allo ...

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country flagLuiz
Lisbon, Portugal

The cyber security bootcamp I attended in 2022 taught me the foundational understanding and skills required for me to pivot to a career in IT. My instructor was knowledgeable, patient and always willing to help. Before the end of my course I receiv ...

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Priscillia

One of the best ways to learn Data Science and Machine Learning, excellent teachers who always help you understand and give you more ideas and examples. If you want to know more about ML, CLA is the best place.

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Younes

Without a tech background, after just a few months I am now able not only to understand complex machine or deep learning models, but also to design them myself. If you are looking for a career change in the tech industry, motivated and have some time ...

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Christian

Career Counselling & Preparation

Your journey doesn’t end when the course does. Our mission is to support your growth every step of the way. Through personalized guidance, interview coaching, and portfolio development, we help you bridge the gap between learning new skills and landing your dream job.


Finance your studies at Code Labs Academy

Flexible Financing Options

When learners come together, everyone benefits. Our community-based pricing model lets you begin at a base rate and unlock shared discounts as more people join your cohort. The more the community grows, the lower your cost becomes — it’s learning powered by collaboration. Explore additional ways to make your education more affordable.

Ready to Transform Your Career?

Don’t wait to level up your skills. Join our community of learners and start building the career you’ve always wanted.