Data Science & AI On-Demand Course

Launch your journey 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

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

Bootcamp Methodology
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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.

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.


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.

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Career Counseling & 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 next opportunity.


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.