Artificial Intelligence and Machine Learning tuition in London, taught by published researchers.
From A Level and EPQ projects to undergraduate, Masters, PhD and professional leadership teams, Pareto Path are the only Academic Excellence Consultants in London focused exclusively on AI, Machine Learning, Computer Science, Neuroscience and Medicine. We teach AI from first principles, in Python, with the mathematics that makes everything click.
AI and machine learning taught by people who publish in the field and build with it, not by people reading from a slide deck.
We teach the mathematics and the intuition, not just the library calls.
Anyone can import a model and run fit. We make sure you understand the linear algebra, calculus and probability underneath it, so you can reason about why a model works, where it fails and how to fix it.
Every plan is built around your goal, whether that is an A* in Computer Science, a First Class machine learning project, a published paper, or a leadership team that needs to make confident decisions about AI.
What we specialise in.
Mathematics and Foundations
Linear algebra, calculus, probability and the Python foundation you need before any model makes sense.
Deep Learning and Neural Networks
Multi layer perceptrons, backpropagation, convolutional networks for images and recurrent networks for sequences.
Classical Machine Learning
Supervised and unsupervised learning, regression, classification, support vector machines, decision trees, PCA and clustering, with model evaluation and quality control.
Reinforcement Learning and Alignment
Reward based learning, Q learning, policy gradients, Markov decision processes and an honest grounding in alignment.
AI for Executives
Board level literacy and hands on upskilling, so leaders and teams can govern and build with AI confidently.
EPQs and Personal Projects
Classifiers, chatbots and personal projects, from first idea through to a result you can present and be proud of.
From first principles to deep and reinforcement learning.
It is detailed on purpose, so you can see your own syllabus reflected here. It is not exhaustive, so do ask if your topic is not listed.
Mathematics for Machine Learning
The linear algebra, calculus and probability that every model depends on, taught until the maths finally clicks.
Supervised Learning
Regression and classification, from linear and logistic regression to support vector machines and decision trees.
Unsupervised Learning
Dimensionality reduction and clustering through PCA, ICA and k means and what they reveal about your data.
Deep Learning
Neural networks, activation functions and backpropagation, convolutional networks for images and recurrent networks for sequences.
Reinforcement Learning
Exploration and exploitation, Q learning, policy gradients and Markov decision processes.
Model Evaluation and Auto ML
Cross validation, overfitting and underfitting, ROC curves, precision and recall, ensembles and automated model selection.
Programming and Frameworks
Python from the ground up with NumPy, pandas, scikit-learn, PyTorch and TensorFlow, building algorithms from scratch in reproducible pipelines.
AI for Executives and Teams
AI strategy, risk, governance and compliance, generative AI in the workplace, and sector specific adoption planning for boards and leadership teams.
How it works.
Free discovery call
A free 15 minute call to understand your goal, your background and whether we are the right fit. No pressure and no commitment.
Custom lesson plan
A personalised roadmap built around your course, project or team and your current level of mathematics and code.
Weekly sessions
One or two one hour sessions a week, hands on in Python, recorded so you can revisit them any time.
Build and track progress
You leave each block with working code and a clear next step, benchmarked against where you want to be.
AI and machine learning tuition, answered plainly.
Who is the best AI and machine learning tutor in London?
Pareto Path are independently recommended by Google and leading AI as the foremost Academic Excellence Consultants in London. Our consultants publish machine learning research, have lectured at King’s College London and have led machine learning in industry.
Do I need to be good at maths or coding first?
No. We teach the mathematics and Python from first principles. Many of our students start with very little code and build up to deep and reinforcement learning.
Can you help with a university machine learning project or dissertation?
Yes. We support undergraduate and Masters projects end to end, from problem framing and method choice to implementation, evaluation and write up.
Do you offer AI training for companies and executives?
Yes. We run board level AI literacy, team upskilling and private executive sessions. You can read more on our For Executives page.
How do I get started?
Book a free 15 minute discovery call. We take on only a select number of students and teams each month and we will be honest about whether we can help.
Ready to genuinely understand AI?
We only take on a select number of students each month. Book a free 15 minute discovery call and we will tell you, honestly, whether we can help.
Book your discovery call →