ML Roadmap
Interactive machine learning learning path with checklists, questionnaires, curated resources and real projects
Web app Rated 7 Oct 2026
- Built by
Kidus's Chronicles
Bloat
161/500Where it landed on the scale
0
300
400
Summary
A live, working learning-path site with GitHub sign-in, forty written nodes across eight phases, and a clear learning design. There's no sign of payment, pricing, support or a team, and the content hasn't been piloted, so it reads as a solid personal project rather than a business yet.
Bloat · Not much here works or looks likely to last, yet.
Breakdown
Five measures, 100 points each. Open the receipts under any of them to see the posts and pages behind the points.
Viability
Is there a real problem, someone who would pay, and a market this builder can actually reach?
The problem is real: learners don't know what to learn next in ML. But there's no pricing, payment path or stated audience beyond learners in general, and the site targets a market that mostly uses free global roadmaps.
30/100
Rubric 21–40A real problem, but no plausible path to anyone paying, or a market well out of this builder's reach.
Receipts (2)
States the problem clearly (not knowing what to learn next) and the solution, but never mentions charging or who would pay.
“The ML Roadmap is finally live. When I started learning ML, the hardest part wasn't the math or the code. It was not knowing what to learn next. I ended up learning everything I could find, and honestly a good chunk of it I never use. Along the way I kept notes on the parts that actually mattered, and this roadmap came out of those notes plus a lot of research on how to order the nodes properly, f”
Post · @kiduschronicless · 22 Aug 2026 · open on Telegram (opens in a new tab)
No pricing, payments or terms found; sign-in is GitHub only and the page says nothing has been piloted.
Checked 7 Oct 2026 · roadmap.kidus-yohannes.engineer (opens in a new tab)
Moat
What stops someone copying it?
The edge is curation and ordering of nodes, which takes effort but can be copied by anyone willing to write the content. There's no proprietary data, network effect or local-specific depth like Amharic or local payments.
22/100
Rubric 21–40The only edge is execution, or being first.
Receipts (2)
Value comes from the creator's notes and research on ordering nodes, which is execution and curation.
“The ML Roadmap is finally live. When I started learning ML, the hardest part wasn't the math or the code. It was not knowing what to learn next. I ended up learning everything I could find, and honestly a good chunk of it I never use. Along the way I kept notes on the parts that actually mattered, and this roadmap came out of those notes plus a lot of research on how to order the nodes properly, f”
Post · @kiduschronicless · 22 Aug 2026 · open on Telegram (opens in a new tab)
Forty nodes with falsifiable checklists are well-structured, but nothing here compounds or is hard to replicate.
Checked 7 Oct 2026 · roadmap.kidus-yohannes.engineer (opens in a new tab)
Momentum
Did the updates keep coming?
Four posts across about eleven days in a single month, with the last sign of shipping on 2026-09-02 and nothing since. That's a quick launch, not yet a steady cadence.
0/100
- Sustained shipping0/60
Worked on across 11 days.
- Consistency0/40
Updates in 1 of 1 month.
Receipts (2)
Earliest post about it.
“Guyssss Gooood morning. The ML Roadmap is done 😁. i am going to share it in a few minutes”
Post · @kiduschronicless · 22 Aug 2026 · open on Telegram (opens in a new tab)
Most recent post about it.
“The ML Roadmap is currently active at https://roadmap.pro.et/”
Post · @kiduschronicless · 2 Sept 2026 · open on Telegram (opens in a new tab)
Infrastructure
Does a real, working product exist?
A real working product exists: a live site with GitHub accounts and forty written nodes with locked progression. It's unpiloted by its own admission, and has no docs or status page.
79/100
- It's live20/20
https://roadmap.kidus-yohannes.engineer/ responded when checked.
- HTTPS5/5
Served over HTTPS.
- Real product25/35
A working site with accounts, locked node progression, forty written nodes and checklists. It's still thin in that it's unpiloted and the page itself warns of rough edges, with no sign of the project datasets or questionnaires beyond the description.
- Own home10/10
Lives on its own domain (roadmap.kidus-yohannes.engineer).
- Maintained15/15
Last sign of shipping 2026-09-02.
- Operations4/15
There are accounts with progress tied to a login, and the site is reachable on two domains. No docs, API, status page or other platforms.
Receipts (5)
https://roadmap.kidus-yohannes.engineer/ responded when checked.
Checked 7 Oct 2026 · roadmap.kidus-yohannes.engineer (opens in a new tab)
Live site with forty nodes across eight phases, prerequisites-based unlocking and GitHub sign-in.
Checked 7 Oct 2026 · roadmap.kidus-yohannes.engineer (opens in a new tab)
Describes checklists, questionnaires, 80+ resources and projects, though the snapshot only shows part of that.
“The ML Roadmap is finally live. When I started learning ML, the hardest part wasn't the math or the code. It was not knowing what to learn next. I ended up learning everything I could find, and honestly a good chunk of it I never use. Along the way I kept notes on the parts that actually mattered, and this roadmap came out of those notes plus a lot of research on how to order the nodes properly, f”
Post · @kiduschronicless · 22 Aug 2026 · open on Telegram (opens in a new tab)
Accounts are present (GitHub sign-in); docs and status page are absent.
Checked 7 Oct 2026 · roadmap.kidus-yohannes.engineer (opens in a new tab)
Same app served on the second domain roadmap.pro.et.
Checked 7 Oct 2026 · roadmap.pro.et (opens in a new tab)
Sustainability
Is it being set up to last?
It's free to use with no payments, pricing, privacy policy, terms or support contact, so there's no money path today. It's a single-builder project with a clear learning design but little visible commitment beyond the launch.
30/100
- Distribution25/30
A web app on its own domain.
- Payments0/15
No payment provider found.
- Pricing0/10
No pricing found on the site.
- Revenue0/5
No posts or pages mention paying customers, prices or revenue.
- Privacy policy0/7
No privacy policy found.
- Terms0/5
No terms of service found.
- Support0/8
No support contact found.
- Commitment5/20
The creator shipped, bought a dedicated domain and says the roadmap will keep growing and asks for feedback. But there's a single builder, no dedicated community channel, no team, and activity stopped after a short burst.
Receipts (5)
A web app on its own domain.
Checked 7 Oct 2026 · roadmap.kidus-yohannes.engineer (opens in a new tab)
No payment provider or pricing found on the site.
Checked 7 Oct 2026 · roadmap.kidus-yohannes.engineer (opens in a new tab)
Says this is the first version, will keep growing, and asks for feedback.
“The ML Roadmap is finally live. When I started learning ML, the hardest part wasn't the math or the code. It was not knowing what to learn next. I ended up learning everything I could find, and honestly a good chunk of it I never use. Along the way I kept notes on the parts that actually mattered, and this roadmap came out of those notes plus a lot of research on how to order the nodes properly, f”
Post · @kiduschronicless · 22 Aug 2026 · open on Telegram (opens in a new tab)
Bought a dedicated .pro.et domain for the project.
“also bought roadmap.pro.et lol for the ML roadmap”
Post · @kiduschronicless · 2 Sept 2026 · open on Telegram (opens in a new tab)
Last post confirms it's active on the new domain on 2026-09-02.
“The ML Roadmap is currently active at https://roadmap.pro.et/”
Post · @kiduschronicless · 2 Sept 2026 · open on Telegram (opens in a new tab)