# rashakil-ds/Roadmap-Docs

Best Data Science, Data Analytics, AI, and SDE roadmaps. This repository is continually updated based on the top job postings on LinkedIn and Indeed in the data science and AI domain.

Repository: https://github.com/rashakil-ds/Roadmap-Docs
Canonical: https://ross.abutalabs.com/products/roadmap-docs
Homepage: https://www.youtube.com/@StudyMart
License Family: other
Topics: ai-engineer, ai-scientist, data-analyst, data-engineer, data-scientist, machine-learning-engineer, roadmaps, computer-vision-engineer, llm-developer, nlp-engineer, artificial-intelligence, python, data-science, data-science-roadmap
Last push: 2026-05-19T10:56:22+00:00

## Health v2 (maintenance only)
Score: 62/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 83, release rhythm 35, longevity 60
- inputs: {"age_days": 846, "days_push": 106, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases, no_license
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1128, forks 525 (observed 2026-08-28T04:03:41.616395+00:00)

## What it is
A curated collection of career roadmaps for Data Science, Data Analytics, and AI roles, updated based on top LinkedIn and Indeed job postings. It provides skill lists, timelines, learning materials, and project suggestions for roles like Data Scientist, AI Engineer, and ML Engineer.

## Use cases
- find a roadmap to become a data scientist
- what skills do I need to become an AI engineer
- learning path for machine learning engineer jobs
- how to transition into a data analyst career
- study plan for NLP engineer role
- roadmap for generative AI engineer
- career guide for computer vision engineer
- what to learn to get a data engineering job

## When to choose
- you want a structured, job-market-aligned learning path for a data or AI role
- you are a student or career switcher planning which skills to learn and in what order
- you want free curated roadmaps with suggested projects and resources

## When to avoid
- you need interactive courses or hands-on exercises rather than text roadmaps
- you want guaranteed up-to-date content, since it is a manually maintained repository
- you need formal certification or accredited curriculum

## Facets
- artifact type: learning-resource
- maturity: active
- function: documentation, developer-tools
- domain: data-science, artificial-intelligence, machine-learning, tutorials, education
- platform: cross-platform
- tags: career-roadmaps, data-analytics, data-engineering, ai-engineer, machine-learning-engineer, nlp-engineer, computer-vision, generative-ai, job-market, study-guide

## Member repositories
- rashakil-ds/Roadmap-Docs (main) score 62

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:03:41.616395+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T06:38:34.895476+00:00, confidence not recorded.
  - readme: https://github.com/rashakil-ds/Roadmap-Docs (fetched 2026-08-28T04:03:41.616395+00:00, sha 00226291b378)
  - homepage: https://www.youtube.com/@StudyMart (fetched 2026-08-29T12:43:28.364654+00:00, sha 44136fa355b3)
- Data as of 2026-08-30T08:39:29.467469+00:00.