The ML algorithms. Not just the API calls.
Most ML content either drowns you in theory or skips the fundamentals. We teach the algorithms from the inside out - building on the Python and maths you've already mastered.
Get notified when it launches
What you'll master
Four pillars of core ML - each taught from the inside out.
Supervised learning
Linear and logistic regression, decision trees, SVMs - how they work mathematically, not just how to call them.
Unsupervised learning
Clustering, dimensionality reduction, and density estimation - understood through the linear algebra and probability you've already mastered.
Model evaluation & selection
Cross-validation, bias-variance trade-off, regularisation - the judgement calls that separate practitioners from tutorial-followers.
Introduction to neural networks
Forward pass, backpropagation, gradient descent in practice - connecting the calculus you've learned to how networks actually train.
One curriculum. Three subjects. Zero gaps.
ML runs on code and mathematics. We teach all three - connected, structured, and in the right order. Python and Maths are live now. Start building the skills that ML actually requires.
Core Machine Learning
The algorithms from the inside out - building on the Python and maths you've already mastered.
- Supervised Learning
- Unsupervised Learning
- Model Evaluation
- Neural Networks
Python
The programming foundation. 120 lessons and a full coding environment in your browser.
Mathematics
The mathematical foundation. 177 lessons covering linear algebra, calculus, and probability - with interactive visualisations and worked examples.
Hear from real learners
Nodeledge learners are building genuine technical fluency. Here's what they say about the platform.
Trusted by data scientists at Cerberus, Faculty AI, The Trade Desk, and more
“Finally - an EdTech platform that isn't selling snake oil! As someone deep in the Data Science world, I'm honestly stoked to see what Mark has built with Nodeledge. No BS videos, no false promises of 'learn Python in 24 hours'. Instead, you get a meticulously crafted learning path that actually respects how our brains work.”
Dr. Gary Willis
Staff Data Scientist | The Trade Desk
“Nodeledge has the theory vs. practice ratio just right - to learn to code well you need much more of the latter, which it has.”
View LinkedIn Profile
Dr. Setrak Balian
Machine Learning Engineer | Cerberus Technology Solutions
“The innovative use of graphs to map out prerequisites is a game-changer. It eliminates the guesswork, allowing learners to focus on their goal and not spend time on irrelevant topics.”
View LinkedIn Profile
Hannan Saddiq
Research Scientist | Faculty AI
“The knowledge graph provides a perfect balance of guidance and flexibility while never making you feel overwhelmed. Coupled with the extensive practical exercises, Nodeledge is the most accessible resource for learning Python I've tested.”
View LinkedIn Profile
Roberto Catanuto
Mathematics Teacher | Education
“Nodeledge's Python path pulled me out of a mental rut big time. I started thinking I'd never get CS or algorithms, but working through Nodeledge gave me small wins that stacked up. I'm not drowning anymore - it's given me a foothold to keep climbing.”
View LinkedIn Profile
Owen Warwick
Policy Adviser | Department for Energy Security and Net Zero
“I have thoroughly enjoyed learning through Nodeledge. The gradual build up of concepts through practice is how I learn best and I have made genuine improvements in not just my understanding of Python but also how to think computationally. In an era of fast superficial learning which doesn't last, Nodeledge is a real antidote for genuine long term skill acquisition.”
View LinkedIn Profile
Manuel Arredondo
Mathematics Student | University of Colorado Boulder
“Nodeledge is amazing! Such a good platform and it's gonna have such a big impact. Keep it up man.”
View LinkedIn Profile
One subscription. Every learning path.
Monthly Access
£29
Subscription. Cancel anytime. Full access, billed monthly.
Annual Access
£249
Subscription. Cancel anytime. Get over 3 months free vs monthly.
Pay Once
£299
One-time payment. 12 months of access. No subscription.
Includes all current and future learning paths. Cancel any time.
30-day money-back guarantee. Full refund, no questions.
Questions about Core Machine Learning
Everything we know so far.
Have a question not covered here? Email us directly.