Micro text lessons
Bite-sized explainers tuned to your current skills so you master only the concepts still ahead of you.
Only 100 Free Access Spots Left!
Launching 1st Dec 25
Master ML Math Theory Fast (Without Wasting Time on the Wrong Stuff)
Personalized ML Math Theory Blueprint: The AI-Driven System to Master Every Concept Fast — 30 days free for the first 100 people who join.
Start your ML career — finally mastering the math that once held you back.
Claim Free Access Now
Launch Offer — First 100 Signups
£0
30 day BETA access is free for the first 100 people. No payment required today.
Adaptive lessons
No repeated content
Sound Familiar?
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ML math feels overwhelming
Linear algebra, calculus, probability — you don't know where to start or what you actually need for machine learning.
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Wasted time on irrelevant math
Generic math courses teach everything except what you need. You're stuck re-learning basics instead of mastering ML concepts.
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ML jobs passing you by
You're missing out on ML engineer roles because the math seems too hard. Meanwhile, others with weaker coding skills are getting hired.
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ML math tailored to you
Learn only the math you need for your ML goal. No wasted time on irrelevant topics — just the concepts that power real algorithms.
Why Wurlo beats other ML math courses
Generic ML courses waste months on basics. Wurlo teaches only what you need to know.
Other ML Math Courses
One-size-fits-all: Same linear algebra lectures for everyone, regardless of ML background
Wasted time: Hours on calculus theory when you just need derivatives for backpropagation
Fixed structure: Linear path that doesn't adapt to your progress
Generic curriculum: Not tailored to your ML goal (NLP, computer vision, etc.)
Static content: Same lectures whether you grasp concepts or struggle
Wurlo
Fully personalized: Course generated specifically for your current level and goals
Zero redundancy: Placement tests ensure you only learn what you don't know
Constantly adapts: Course regenerates after every quiz based on your performance
Goal-driven: Every lesson is designed to get you closer to your specific outcome
Dynamic intelligence: AI continuously optimizes your learning path in real-time
Claim Free Beta Access
Free for the first 100 people who join. Paid plans unlock once the free spots are gone.
How Wurlo works
A smarter loop from defining your goal to delivering only the lessons you still need.
1. Set your ML goal
Define your target: 'ML Engineer Role', 'Build Neural Networks', or 'Pass ML Interview'
2. Get your adaptive ML math roadmap
We analyse your goals and experience to map the fastest sequence of topics for you.
3. Master ML math concepts
Learn matrix operations, gradients, and probability—exactly what you need for real ML algorithms.
What You Get
Everything you need to master ML math and start your career with confidence
✅ Personalized ML Math Course
Built just for you, focusing only on what you need.
✅ Gap-Finding AI
Uncovers what you haven't mastered yet.
✅ Adaptive Practice
Reinforces weak spots while skipping what you already know.
✅ Instant Explanations
Clear, step-by-step help whenever you get stuck.
✅ Career-Ready Mastery
Math you can confidently apply in real ML jobs.
Built for adaptive, goal-first learning
Powerful features that eliminate wasted time and keep you focused on what matters.
Personalised curriculum
Every module is generated for your skills, and the exact outcome you picked.
Placement-driven lessons
Smart tests surface gaps before you waste time.
Multi-format content
Text, videos, AI podcasts — all made for you.
Finish strong
Recaps and milestones lock in knowledge quickly so you cross the finish line faster.
Adaptive quizzes
Check-ins reshape your course in real-time.
Course formats built to keep you engaged
Every path blends formats that play to your strengths, align with your goal, and prevent repeat lessons.
Curated video paths
Full-length videos drop into your schedule with prompts and note-taking guidance tied to your target outcome.
AI podcasts & videos
AI-generated podcasts and explainer videos reinforce topics exactly when a concept needs another angle.
Dynamic quizzes
Frequent checks adapt difficulty and trigger fresh lessons so you never repeat what you already nailed.
Frequently asked questions
Do I need to be good at math?
No. We assess what prerequisites you already understand, then build from there. Whether you need to start with basic matrices or jump straight to eigenvalues, we meet you at your level and fill every gap until you master all ML math.
What if I struggled with math before?
That's exactly who we built this for. We pinpoint which foundational concepts you're missing (algebra, basic calculus, etc.) and teach those first. Then we progressively build up through vectors, matrices, derivatives, and probability until you know everything needed for ML.
How much time do I need to commit?
15 minutes a day. Bite-sized lessons fit busy schedules—learn on breaks, commutes, or before bed.
What's included in the free tester member access?
30 days access to beta version. No credit card required, super discounted lifetime deal at the end of 30 days.
What makes this different from other ML math courses?
We start by testing what you already know across all ML math topics—from basic algebra to advanced probability. Then we create a progressive path that starts at your level and systematically teaches every concept you're missing, building from foundations to advanced ML math.
How is this different from Khan Academy or Coursera?
We focus exclusively on ML math with adaptive learning. No generic math courses or scattered videos—just what you need for machine learning.
Will this prepare me for ML job interviews?
Yes. Covers linear algebra, calculus, probability, and statistics—the exact math concepts tested in ML engineer interviews.
I haven't done advanced math in years. Can I still learn ML?
Absolutely. We identify which basics you need to refresh (algebra, trig, etc.), teach those first, then progressively guide you through vectors, matrices, calculus, probability, and statistics—covering everything required for ML. You'll build a complete foundation before tackling advanced concepts.
When does the free offer end?
The countdown on this page tracks the free launch window. Once 100 people claim a spot (or the timer ends), new members will move to the standard paid plans.
What You Get as a Beta Tester
Be one of the first 100 and get exclusive perks no one else will have access to
Direct Access to the Founder
Get a direct line to the Founder. Ask questions, share feedback, and influence the product roadmap directly.
Exclusive Beta Tester Badge
Show off your beta tester status with a special badge on your profile that proves you were one of the first 100 insiders.
Shape Future Features
Your feedback shapes what we build next — vote on features, suggest improvements, and talk directly with the team.
Early Access to Beta
Be the first to test new features and improvements before they're released to everyone else.
Beta Tester Access
£0
Limited to first 100 signups
Only 100 free spots remaining
30 day Beta access is 100% free for early members.
Super discounted lifetime deal at the end of 30 days.
Direct line to founder
Early access to beta
Beta tester badge (only 100 in existence)
Free access is reserved for the first 100 people. After that, the price increases.
FREE ACCESS ENDS SOON
Free Access Offer Ends In:
Once the first 100 spots are gone, future members will pay the standard subscription price.
Don't miss your chance at 30 day BETA access for £0.
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Early access
Free for the first 100 people