Synaplume

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From zero to AI fluency

Structured learning paths through Mathematics, Machine Learning, Deep Learning and Artificial Intelligence — written for absolute beginners, with every concept built from first principles.

Start learningView the roadmap
Learning paths
4
Learning paths
Full lessons
44+
Full lessons
Hours of content
112+
Hours of content
Languages
3
Languages

Four paths. One journey.

Each path builds on the last — start with the mathematics every AI practitioner needs, and finish understanding the systems behind ChatGPT.

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Path 1

Mathematics for AI

Build the mathematical foundation every AI practitioner needs — algebra, linear algebra, calculus, probability and optimization — explained from absolute zero.

12 lessons~24 h
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Path 2

Machine Learning

Learn how machines learn from data: core algorithms, honest evaluation, and the practical workflow used in industry — no prior experience required.

13 lessons~30 h
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Path 3

Deep Learning

Neural networks from a single neuron to transformers: how modern AI systems see, read and generate — built up step by step.

9 lessons~32 h
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Path 4

Artificial Intelligence

The big picture: from search and reasoning to LLM agents, ethics and where the field is heading — the path that ties everything together.

10 lessons~26 h

Math first — the Synaplume way

The math foundation nobody should skip

Most AI courses assume math you don't remember — then lose you at the first gradient. We built a dedicated mathematics path that starts from school algebra and ends with you reading real ML papers. No prerequisites. No hand-waving.

Start with Mathematics

  • Algebra & functions

    Variables, notation and the function mindset behind every model

  • Linear algebra

    Vectors, matrices and why GPUs multiply them all day

  • Calculus

    Derivatives, gradients and the chain rule that trains neural networks

  • Probability & statistics

    Uncertainty, distributions and honest evaluation

  • Optimization

    Gradient descent — the engine room of all modern AI

How Synaplume works

A simple loop that carries you from first click to real understanding.

  1. Pick your path

    Start with Mathematics if you're new — or jump into any path whose prerequisites you already meet.

  2. Learn by reading

    Every lesson teaches from zero with plain language, analogies and real formulas explained symbol by symbol.

  3. Go deeper

    Each lesson links the best free videos, courses and interactive tools on the internet, hand-picked.

  4. Track your mastery

    Mark lessons complete and watch your progress rings fill — stored privately on your device.

Why learners stay

Designed like a product, written like a great teacher.

A real curriculum

Not another link list — a sequenced path where every lesson builds on exactly what came before.

Truly zero prerequisites

We rebuild everything from school math up. If you can read a for-loop, you can finish this curriculum.

Progress you can feel

Completion tracking, progress rings and a visual roadmap keep momentum going — no account required.

Three languages

The full interface in English, Deutsch and සිංහල — because AI literacy shouldn't require English first.

Free, forever

No paywall, no upsell, no ads. Knowledge about AI belongs to everyone.

Delightful to use

Dark and light themes, smooth animations, beautiful math rendering — learning should feel good.

The best time to understand AI was five years ago. The second best is today.

Begin with lesson one of the Mathematics path — it assumes nothing and changes everything.

Begin lesson one