What You’ll Learn
A structured, project-based curriculum designed to build Data Science & AI skills, from Python and SQL to machine learning, in as few 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, data preparation, data visualisation and data 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, RNN/LSTM, attention mechanisms, transformers, and chatbot building
Chapter 0: Pre-Work
Data Science & AI skills are increasingly valuable across industries, from building better products to making smarter decisions with data. In this chapter, we’ll cover the foundations you need to begin: Python and SQL basics, core maths concepts, and a practical workflow you’ll use throughout 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 focuses on the curve fitting problem: finding the best curve equation to fit a given dataset. It’s divided into sections that help you practise key foundations such as OOP, SQL, linear algebra, and the end-to-end machine learning workflow.
Learning schedule (Irish time, GMT/IST)
From Monday to Friday 9:30am to 3:30pm
Lecture Session
9:30am - 11:00am
Lecture Session
11:30am - 1:00pm
Hands-on Session
2:00pm - 3:30pm
Our methodology
Online Live Learning
- Join interactive live online sessions where you can collaborate with peers and get real-time support from instructors (scheduled in Irish time, GMT/IST).
Self-study
- Part-time: 9 hours live learning, 11 hours of self-study (20 hours per week)
- Full-time: 22.5 hours live learning, 17.5 hours of self-study (40 hours per week)
Flipped Classroom Method
- Learn key concepts through guided materials, then use live sessions for discussion, problem-solving and hands-on application.
Guided Practice
- Build skills through practical exercises and project work, with regular feedback to help you improve and grow a portfolio you can be proud of.
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 any prior qualifications in computer science or programming to join our bootcamp. We start with the essentials and support you through the pre-work and live modules, so you can build confidence quickly. Whether you’re new to data or upskilling into Data Science & AI, you’ll be guided throughout the programme.
- Laptop or Computer: A reliable laptop or desktop computer with sufficient processing power and capable of running necessary programs.
- 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 Algorithmics and Programming: Familiarity with programming concepts will help you follow the course more comfortably (we provide pre-work to get you started).
- English Proficiency: B1 level 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 coding, especially during the pre-unit to establish a solid foundation for continuing in the bootcamp.
Career Services Centre
Career Development Workshops
Practical sessions for you and the wider CLA community. Explore what our Career Services Centre offers, meet our careers advisors, and drop in for last-minute CV polish or interview prep.
Personalised Career Guidance (1:1)
Structured 1:1 sessions to clarify your goals and build a plan, whether you’re aiming for a first role in tech, progressing in your current job, or transitioning into a new specialism.
Mock Interviews
Practise common interview questions and learn how to communicate your strengths, talk about projects, and navigate salary expectations and negotiation.
CV & Cover Letter Reviews
Get tailored feedback on your CV and cover letter to help you stand out to recruiters and hiring managers, and better reflect the skills you’ve built.
Job & Internship Round-Up
Curated opportunities shared by our career team, including roles suited to junior applicants and learners building their first tech portfolio.
Career Resources Platform Access
Access career templates, exercises, and guidance materials in our platform, covering applications, interviews, portfolios and the tech hiring process.
Professional Guidance & Networking Events
Meet industry professionals, hear real career stories, and ask questions in our community events, plus opportunities to connect with other learners and alumni.
Alumni Networking
Stay connected with your cohort and alumni community to share resources, discuss industry trends, and pass along relevant job 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
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 ...
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 ...
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 ...
LuizOne 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 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.
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 ...
MikhailThe 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.
MauriceLearning 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.
LarsIt’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 ...
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 ...
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!
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 ...
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'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.
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 ...
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 ...
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 ...
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 ...
AlexandreThe 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 ...
"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 ...
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.
