Your lab

My Lab

Your rank, streak, badges and notebook. Everything you've earned on the thread so far.

…

1level

0 XP

–

Total XP

–

Day streak

–

First-try accuracy

–

Chambers cleared

–

Problems solved

–

Proofs

–

Cards

–

Badges

Daily challenge

Activity

Courses

Mathematics for Machine Learning

0/9 chambers

Continue

Linear Algebra for Machine Learning

0/9 chambers

Continue

Calculus for Machine Learning

0/9 chambers

Continue

Probability & Statistics for Machine Learning

0/9 chambers

Continue

Neural Networks from First Principles

0/8 chambers

Continue

Large Language Models: From Tokens to Production

0/9 chambers

Continue

Badges

The journey

Chambers cleared and guardians defeated.0/15

First Thread

Clear your first chamber. · +20 XP

Halfway There

Clear half the chambers of a course. · +30 XP

Fluent in Symbols

Clear every chamber of Mathematics for Machine Learning. · +40 XP

Riddle Solver

Answer the Sphinx's riddles at the centre of Mathematics for Machine Learning. · +75 XP

Bronze Breaker

Bring down Talos at the centre of Linear Algebra for Machine Learning. · +75 XP

Master of Change

Clear every chamber of Calculus for Machine Learning. · +40 XP

Bellerophon's Heir

Slay the Chimera at the centre of Calculus for Machine Learning. · +75 XP

Master of Chance

Clear every chamber of Probability & Statistics for Machine Learning. · +40 XP

Hermes's Lullaby

Close all hundred eyes of Argus at the centre of Probability & Statistics for Machine Learning. · +75 XP

Master of Words

Clear every chamber of Large Language Models. · +40 XP

Bound to the Mast

Sail past the Sirens at the centre of Large Language Models. · +75 XP

Minotaur Slayer

Defeat the Minotaur at the centre of Neural Networks from First Principles. · +75 XP

Twin Threads

Defeat the guardians of two different labyrinths. · +50 XP

Polymath

Defeat every guardian in the academy. · +100 XP

Cartographer

Clear every chamber of every course. · +100 XP

Mathematics

Proofs written and problems solved.0/8

Chain Rule Master

Compute every gradient in the backprop lab on the first try. · +40 XP

Euler's Apprentice

Solve your first coding problem. · +20 XP

Problem Solver

Solve 5 coding problems. · +30 XP

Euler's Heir

Solve 20 coding problems. · +60 XP

Sharpshooter

Solve 5 coding problems with your first submission. · +35 XP

Q.E.D.

Write your first proof and check it against the model proof. · +30 XP

Proof Apprentice

Assemble three proof puzzles. · +20 XP

Proof Smith

Complete 12 proofs of any kind. · +50 XP

Research

Papers decoded, texts read, lectures watched.0/14

Codebreaker

Decode your first equation from a real research paper. · +20 XP

Rosetta Stone

Decode 10 equations from research papers. · +50 XP

Translator

Complete 5 matching exercises between maths, words and code. · +25 XP

Library Card

Read your first text beyond the course. · +15 XP

Bookworm

Read 10 texts beyond the course. · +30 XP

Scholar

Read 25 texts beyond the course. · +50 XP

Front Row Seat

Watch three lecture videos. · +15 XP

Lecture Hall Regular

Watch 10 lecture videos. · +25 XP

Paper Anatomist

Dissect an abstract sentence by sentence. · +20 XP

Statistically Significant

Gather enough evidence to separate signal from noise. · +25 XP

Reviewer #2

Spot the flaw in every experimental report. · +30 XP

Abstract Architect

Assemble an abstract in the right order. · +20 XP

LaTeX Scribe

Typeset every equation in the LaTeX forge. · +30 XP

First Author

File your first research note. · +40 XP

Labs

Challenges conquered inside the interactive labs.0/50

Alpha to Omega

Sprint through the Greek alphabet. · +20 XP

Venn Virtuoso

Shade every target region in the Venn lab. · +20 XP

Logician

Complete the truth tables for implication and equivalence. · +20 XP

Composer

Build every target function from smaller machines. · +20 XP

Sigma Sculptor

Sculpt sums that hit every target. · +25 XP

Shape Detective

Predict the shapes of eight matrix expressions. · +25 XP

To the Limit

Watch a secant become a tangent. · +20 XP

Law of Large Numbers

Sample until the average settles on the expectation. · +25 XP

Notation Native

Win the notation marathon. · +40 XP

Gradient Surfer

Converge within five steps in the gradient descent lab. · +20 XP

Trap Escaper

Escape a local minimum and find the deeper valley. · +25 XP

Line Drawer

Separate two classes with a single neuron. · +20 XP

Beyond the Perceptron

Train a network that conquers XOR. · +30 XP

Spiral Tamer

Tame the spiral dataset. · +50 XP

Navigator

Reach every target with linear combinations. · +20 XP

Right Angle

Find a pair of orthogonal vectors off the axes. · +20 XP

Span Master

Explore what two vectors can and cannot reach. · +25 XP

Matrix Sculptor

Rotate, reflect, shear and flatten space with matrices. · +30 XP

Row Reducer

Reduce three systems to reduced row echelon form. · +25 XP

Rank Detective

Read the rank of eight matrices. · +25 XP

Least-Squares Artisan

Fit a line by hand to within 1% of the optimum. · +25 XP

Eigen Hunter

Find every eigenvector direction in the eigen lab. · +40 XP

Low-Rank Artist

Compress an image with the SVD. · +40 XP

ε–δ Duellist

Win the ε–δ game against every function. · +25 XP

Slope Sleuth

Find where each activation function is steepest. · +20 XP

Gradient Keeper

Keep a gradient alive through twenty layers. · +30 XP

Downhill Compass

Point exactly downhill on a loss landscape. · +20 XP

Fold Finder

Find where a map folds space flat. · +25 XP

Gradient Detective

Unmask the true gradient of four functions with a gradient check. · +25 XP

Critical Cartographer

Map every critical point of Himmelblau's function. · +40 XP

Tangency Hunter

Find constrained optima where the gradients line up. · +30 XP

Riemann Racer

Estimate integrals with only a handful of strips. · +25 XP

Spam Sleuth

Tip a naive Bayes filter both ways. · +20 XP

Quantile Quester

Read quantiles straight off a CDF. · +20 XP

Signal Keeper

Initialise deep networks so their signals neither vanish nor explode. · +30 XP

Gaussian Sculptor

Sculpt Gaussians to match three clouds of points. · +25 XP

Bell Maker

Watch averages of skewed data become a bell curve. · +25 XP

Likelihood Climber

Climb to the top of three likelihoods. · +20 XP

Entropy Sculptor

Shape distributions to hit exact amounts of surprise. · +25 XP

Bandit Tamer

Find the best slot machine with Thompson sampling. · +40 XP

Interval Auditor

Catch a confidence interval that lies about its coverage. · +30 XP

Token Squeezer

Fit phrases into tight token budgets with hand-picked merges. · +25 XP

Attention Steerer

Point a query exactly where it needs to look. · +20 XP

Compute-Optimal

Split a compute budget between parameters and data, Chinchilla style. · +30 XP

Nucleus Navigator

Shape next-token distributions with temperature, top-k and top-p. · +25 XP

Batch Flipper

Flip a temperature-zero answer with nothing but the batch size. · +40 XP

Schema Enforcer

Make a model speak valid JSON, every time. · +25 XP

Release Manager

Ship, roll back or hold three prompt releases on the evidence. · +40 XP

Retrieval Ranger

Write queries that land the right document first. · +25 XP

Deployment Planner

Fit models onto GPUs and find the break-even volume. · +40 XP

Dedication

Streaks, daily challenges and a well-stocked Codex.0/13

Sharp Mind

Answer 10 questions correctly on the first try. · +30 XP

Centurion

Answer 100 questions correctly. · +50 XP

Flawless Checkpoint

Clear a chamber with every checkpoint question right on the first try. · +30 XP

Kindling

Keep a 3-day learning streak. · +20 XP

Eternal Flame

Keep a 7-day learning streak. · +50 XP

Fortnight of Focus

Keep a 14-day learning streak. · +60 XP

Unbroken Thread

Keep a 30-day learning streak. · +100 XP

Marathon

Earn 300 XP in a single day. · +30 XP

Daily Devotee

Answer three daily challenges correctly. · +25 XP

Daily Scholar

Answer ten daily challenges correctly. · +40 XP

Codex Keeper

Collect 10 concept cards. · +25 XP

Legendary Pull

Collect a legendary concept card. · +30 XP

Archivist

Collect every concept card in the Codex. · +50 XP