AI Engineer Journey

Learning Path

8
5
1240

Current rank

ML Explorer

Build a stronger foundation and unlock the Deep Learning track.

Level 7 240 / 500 XP

500 XP PER LEVEL

Daily quest

1 / 3 recall · code · scenario

Study week

MTWTF
4 / 5 days

Overall mastery

0% 0 concepts due today

Streak buffer

1 freeze available

AI Engineer Track

66 topics · 464 sub-topics

Lessons done

0 of 0 lessons0 cards in deck

Practice arena

Train like an engineer

Every challenge targets a different kind of mastery: memory, math, implementation, debugging, or judgment.

Confidence-based repetition

Build your review deck

Every card asks one thing: how confident are you — not whether you were "right." Rate low and it resurfaces soon; rate a 5 and it fades into the background, hardly repeating again.

Option 1 · Automatic

Continue from Roadmap

Auto-build a deck from every topic you've already started or completed on the roadmap.

0 topics ready

Option 2 · Manual

Choose Topics

Open the topic list and hand-pick exactly which concepts you want flashcards on.

Option 3 · Bring your own

Generate cards with your AI

Copy a prompt built from your current topics, paste it into any LLM along with what you studied, then upload the JSON it hands back.

Cards matching an existing topic slot in; anything new starts its own topic.

Your recall

How well do you know your deck?

Every card sits at the confidence you last gave it. Click a band to drill only those cards.

Build mode

Turn concepts into proof

Every project unlocks the moment you finish the one sub-topic it builds on. Work through its definition of done, save the repo, and the XP lands as you go.

Done

0 of 0 complete0 XP earned
Get the dataset

Saved by us

Things worth coming back to

One shelf you both add to — articles, videos, papers, threads. Export it to a file to trade finds with a learner on another machine.

Weekly league

AI Engineer League

XP comes from learning, recall, coding, debugging, and completed projects — not passive video watching.

RankLearnerMasteryXP
#1A Abdulaziz0%1,240
#2F Friend67%1,105

Duel of the day

Gradient Descent

Why can a very high learning rate make gradient descent diverge?

Concept vault

Everything you've learned