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Spirinova · Self Learning Initiative

Learn the whole field
from open material.

Six self-taught routes — each one a map of what to learn, in what order, from which free university courses and labs, and how to prove it. No enrolment, no gatekeeping; just the sequence and the sources.

Modules

01 · Interactive atlas

AI

Math → libraries → exact APIs

Six fields — Machine Learning, Deep Learning, LLMs, Reinforcement Learning, Agentic AI, and ML Systems & Hardware — every topic traced from the mathematics that defines it to the library call, with Kaggle and Hugging Face practice.

200+ topics32 job tracks13 curated pathsmath foundations
Open the atlas
02 · Operating plan

BioTech

The India Route

Building autism-therapeutics capability from Bengaluru instead of buying it abroad — open courses, Indian government grants, national-lab tie-ups and contract research, sequenced as an operating plan.

foundation → knowledge → credibilitymoney · partnershipscohort · funds · time
Open the plan
03 · Roadmap

Cybersecurity

An open-course route

The field is unusually friendly to self-teaching: the best labs are free and hiring leans on demonstrated skill. Foundations, security core, hands-on labs, university depth, a track to specialise in, and how to prove it.

foundations → hands-on coreuniversity depthpick a track · prove it
Open the roadmap
04 · 12-month plan

Management

The self-assembled MBA

The first-year core of an MBA, assembled from MIT Sloan, Wharton, Stern, Yale and the IIMs' open courses — four sequenced terms, the case method without the classroom, and turning it into something you can show.

four terms, sequencedfive rules that make it stickcase method
Open the plan
05 · Eight milestones

App Development

Zero to shipped apps

Harvard, Helsinki, Stanford, MIT, Google and Apple publish complete courses; what self-teaching lacks is sequence and finish lines. Eight milestones — programming and web foundations, full-stack apps, data & APIs, mobile — each ending in something shipped.

toolbelt → foundationsfull-stack · data & APIsmobile · ship it
Open the plan
06 · Roadmap

Systems Programming

From printf to page tables to pixels

C and C++, how the machine works, Unix systems programming, operating systems (build xv6, then your own), the Linux kernel and device drivers, compilers and linkers, and browser engines — from courses that publish their labs and the open codebases themselves.

C/C++ → the machineOS · kernel · driverscompilers · browsers
Open the roadmap

How the routes are built

Open sources only

University OpenCourseWare, public labs, papers and official docs. Anything paid is optional and named as such.

Sequence over syllabus

Each route says what comes before what, and why — the dependency graph, not a reading list.

Proof at the end

Every module ends in something you can show: a portfolio, a credential, a funded plan, a shipped artefact.

Kept current

Routes are revised as courses, tools and the job market move. Each page carries its own structure; this page is the index.