What You’ll Learn
We coach you through a specially curated curriculum designed to take you from “just curious” to confidently practicing data science & AI 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 & optimization), CNN architectures, autoencoder architectures, data augmentation, TensorFlow, Keras, and Scikit-Learn
Natural Language Processing
Text coding for NLP, recurrent neural networks (RNN), LSTM, attention mechanisms, transformer models, and chatbot building
Chapter 0: Pre-Work
Careers in data science & AI have been among the most in-demand in recent years. They involve 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 & AI 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.
Learning Schedule
From Monday to Friday, 9:30am to 3:30pm (live online)
Lecture Session
9:30am - 11:00am
Lecture Session
11:30am - 01:00pm
Hands-on Session
02:00pm - 03:30pm
Our Methodology
Online Live Learning
- At Code Labs Academy, elevate your learning experience with our interactive online live sessions, where you'll engage directly with instructors and peers in real time, fostering collaboration and rapid skill development.
Self Study
- Part Time: 9 hours live learning, 11 hours of self study, total 20 hours per week
- Full Time: 22.5 hours live learning, 17.5 hours of self study, total 40 hours per week
Flipped Classroom Method
- Experience a dynamic learning approach with our flipped classroom method, empowering you to learn actively and engage deeply in our bootcamp curriculum.
Guided Practice
- Engage in an immersive learning experience at our bootcamp, where we focus on active participation, hands-on exercises, and portfolio building to ensure a solid foundation to your knowledge.
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 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, looking for a career change, or upskilling in your current role, our program is designed to get you up to speed quickly and confidently.
- 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 to follow the courses comfortably.
- English Proficiency: B1 level (intermediate) 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 practicing coding, especially during the pre-unit to establish a solid foundation for continuing in the bootcamp.
Career Services Center
Career Development Workshops
Intro workshops and focused sessions for you and the wider Code Labs Academy community. Sample what our Career Services Center offers, meet our Career Advisor, and drop in for last-minute resume tune-ups.
Personalized Career Counseling Sessions
Structured 1:1 sessions to clarify your career goals and build a plan to reach them through supportive coaching and Career Action Planning.
Mock Interviews
Practice common behavioral and technical interview questions, learn how to highlight your strengths, show employers what you bring to the table, navigate salary conversations, and more.
Resume & Cover Letter Reviews
Get personalized feedback on your resume or cover letter, tailored to capture recruiters’ attention and help you land interviews for roles you’re excited about.
Job and Internship Roundup
A curated list of the latest job and internship opportunities, hand-picked by our career specialists and focused on realistic entry-level and early-career roles.
Career Resources Platform Access
Ongoing access to our learning platform’s career resources, assignments, templates, and tech industry insights to support your job search and long-term growth.
Professional Guidance & Networking Events
Connect with tech professionals to get career advice, hear real-world stories, and expand your network through live Career Chat events and panel discussions.
Alumni Networking
Stay in touch with classmates and alumni to share resources, spark insightful conversations, and surface job opportunities that may be a great fit for your community.
Why Learn with Code Labs Academy?
1-to-1 Career Coaching
Personalised guidance from career specialists: CV make-overs, 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 refined with mentor feedback.
Industry-Driven Curriculum
A syllabus refreshed every quarter to match the latest demand 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
Code Labs Academy Alumni Reviews & Testimonials
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 ...
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 ...
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 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.
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.
MauriceLearning 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'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.
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 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 ...
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 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 ...
"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 ...
ArtemI 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 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 ...
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.
LarsThe 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 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 ...
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 ...
LuizThe 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 ...
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 ...
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 ...
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 ...
