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Who it's for
Students
Graduate with proof, not just a degree.
Professionals
Be the one at work who actually knows AI.
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Teams
Upskill the whole team, and measure it.
Educators
Teach what you know. Get paid fairly.
Platform
Pathfinder roadmaps
Your goal in, a week-by-week plan out.
Squad Mode
Study rooms with friends, a timer and a mood.
Verified Credentials
Proof you can do it, checkable in one click.
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Prove a topic, then get paid to teach it.
Ask the Library
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Study tools
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Resources
The library
Every course, module and topic.
AI of the Week
One development, explained.
Executive briefings
Twenty minutes on strategy and risk.
Paper Club
One paper a week, reproduced.
Office hours
AMAs, workshops, study halls.
Research Labs
Guided research, public showcase.
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Library
/
Fundamentals (Python, NumPy, pandas, Maths)
/
NumPy & Linear Algebra by Building
topic
B11 路 Build: Photo Filter Studio (images as matrices and tensors)
Load an image as a 3-D array
10 min
Apply filters with array operations
10 min
Rotate points with a matrix (linear transformations)
10 min
Compress the image with SVD (glimpse of low-rank)
10 min
Total: 0.7 h of applied study listed above.
B11 路 Build: Photo Filter Studio (images as matrices and tensors) 路 1x1labs.ai