What you’ll learn
We’ll guide you through a carefully curated curriculum designed to take you from ‘curious’ to confident in Data Science & AI in as little as 12 weeks (full-time) or 24 weeks (part-time).
Foundation
SQL, Python, Jupyter Notebook, Git and GitHub, linear algebra, probability and statistics
Data analytics
Data analysis, preparation, visualisation and exploration
Classical machine learning
Supervised and unsupervised learning, model improvement, Naive Bayes, SVM, random forests, ML pipelines and classification
Deep learning
Neural networks (implementation, troubleshooting & optimisation), CNNs, autoencoders, data augmentation, TensorFlow, Keras and scikit-learn
Natural language processing
Text processing for NLP, RNNs, LSTMs, attention, transformers, and chatbot building
Chapter 0: Pre-work
Data science & AI skills are increasingly valuable across industries. This track focuses on working with data, preparing it, analysing it, and building machine learning models to generate insights and predictions. In this chapter, you’ll cover foundations to get ready for the bootcamp.
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 tackles the curve fitting problem (finding the best curve equation for a dataset). It’s divided into sections that exercise key concepts such as OOP, SQL, linear algebra, and the machine learning workflow.
Learning schedule
Monday to Friday, 09:30–15:30 (Stockholm time, CET/CEST)
Lecture session
09:30–11:00
Lecture session
11:30–13:00
Hands-on session
14:00–15:30
How you’ll learn
Live online learning
- Learn through interactive live sessions where you engage directly with instructors and peers in real time, supporting collaboration, feedback, and faster skill development.
Self-study
- Part-time: 9 hours live learning + 11 hours self-study = 20 hours per week
- Full-time: 22.5 hours live learning + 17.5 hours self-study = 40 hours per week
Flipped classroom
- Use a flipped classroom approach: prepare with guided material, then use live time to practise, ask questions, and deepen understanding.
Guided practice
- Build skills through hands-on exercises and portfolio projects, supported by instructors and structured feedback so you keep progressing.
Prefer to learn at your own pace?
Learn with our On-demand Data Science & AI course at your own pace with complete flexibility through our immersive, self-paced program. Master how to transform raw data into powerful insights, train intelligent models, and build real-world AI applications and graduate ready to launch your career in the world of data-driven innovation.
What you’ll need
You don’t need prior qualifications to join. We assume no prior knowledge and guide you through the essentials early on, helping you build a strong foundation from the ground up. Whether you’re exploring data for the first time or upskilling for more analytical work, the programme is designed to get you progressing quickly and confidently.
- Laptop or computer: A reliable laptop or desktop computer with sufficient processing power, capable of running the required tools.
- Stable internet connection: Reliable internet access for live learning sessions, hands-on labs, and assignments.
- Basic computer literacy: Ability to navigate operating systems, productivity software, and internet browsers.
- Basic knowledge in algorithms and programming: Some familiarity with programming concepts helps you follow the course more comfortably.
- English proficiency: B1 level (or equivalent) with the ability to understand technical materials and communicate effectively, as the bootcamp is conducted in English.
- Commitment to learning: A proactive attitude toward learning and practising, especially during pre-work to establish a solid foundation.
Career services centre
Career development workshops
Open sessions for you and the wider CLA community. Get a feel for our Career Services Centre, meet our career advisors, and drop in for quick CV/LinkedIn polish or practical job-search tips.
1:1 career coaching sessions
Structured, personalised sessions to clarify your goals and build an action plan, whether you’re aiming for a new role, internal progression, or stronger technical responsibilities.
Mock interviews
Practise common interview questions and learn how to communicate impact, highlight your strengths, handle technical and behavioural interviews, and navigate salary discussions with confidence.
CV and cover letter reviews
Get tailored feedback on your CV and cover letter to help recruiters understand your skills, projects, and value, aligned to the roles you’re targeting.
Job and internship round-up
Curated opportunities, platforms, and search strategies to help you find roles that match your level, whether you’re applying for junior positions, internships, or upskilling-friendly roles.
Career resources platform access
Access to career materials, assignments, templates, and tech industry resources, so you can keep improving your profile and approach over time.
Professional guidance and networking events
Meet professionals, ask questions, and learn from real industry experiences. Get guidance and connect with others through structured career chats and community events.
Alumni networking
Stay connected with classmates and alumni to share resources, discuss industry topics, and help one another spot relevant opportunities.
Why choose Code Labs Academy?
1-to-1 career coaching
Personalised support from career specialists: CV and LinkedIn refresh, mock interviews, and a tech-focused job-search strategy.
Portfolio-ready projects
Graduate with a GitHub-ready portfolio of real-world projects, built in class and polished with mentor feedback.
Industry-driven curriculum
Curriculum refreshed every quarter to match current hiring needs in AI, cybersecurity, and web development.
Recognised certificate
Showcase your AZAV-accredited Code Labs Academy certificate on LinkedIn, your CV, and visa applications.
Frequently asked questions
What our graduates say
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 ...
LuizAs 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 ...
MikhailThe 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.
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 ...
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 ...
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.
MauriceCLA 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!
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 ...
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 ...
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.
"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 ...
ArtemWithout 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 ...
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 ...
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.
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 ...
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 ...
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 ...
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 ...
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 ...
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 ...
AlexandreLearning 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.
LarsI'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.
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 ...
