{"id":"role/data-science-ml","kind":"role","v":1,"title":"Data Science / ML","line":"Building models and pipelines: forecasting, recommendations, fraud, search, increasingly LLM applications. Most people arrive from software engineering or analytics with a strong maths base, or from …","about":"Building models and pipelines: forecasting, recommendations, fraud, search, increasingly LLM applications. Most people arrive from software engineering or analytics with a strong maths base, or from a Master's programme. Day to day is mostly data cleaning, evaluation and shipping something that survives production, not research. Python, statistics and a real project you can talk through matter more than certificates. Bengaluru and Hyderabad have most of the roles.","aliases":[],"tags":[],"facts":[{"label":"Level","value":"3","trust":"community","source":0}],"data":{"id":"Data Science / ML","title":"Data Science / ML","level":3,"summary":"Building models and pipelines: forecasting, recommendations, fraud, search, increasingly LLM applications. Most people arrive from software engineering or analytics with a strong maths base, or from a Master's programme. Day to day is mostly data cleaning, evaluation and shipping something that survives production, not research. Python, statistics and a real project you can talk through matter more than certificates. Bengaluru and Hyderabad have most of the roles.","next90":["Ship one end-to-end project: data, model, evaluation, a page that explains it.","Revisit probability and linear algebra until you can explain a model's failure modes.","Read three recent papers or engineering blogs from teams doing the work you want."],"skills":[],"industries":[],"nextRoles":[]},"links":[],"map":{"kind":"work","typeId":"job","when":[],"needs":[],"gives":["Income and experience"],"steps":["Ship one end-to-end project: data, model, evaluation, a page that explains it.","Revisit probability and linear algebra until you can explain a model's failure modes.","Read three recent papers or engineering blogs from teams doing the work you want."]},"sources":[{"label":"Campus Binge career graph: aggregates of public career profiles (cells with n ≥ 5); no person is named","asOf":"2026-10-15","trust":"community","method":"derived"}],"trust":"community","origin":"dataset","asOf":"2026-10-15","digest":"sha256:0ec0b89b93f7cb8c01ec0c40496d4d7ee02f61c6b24a558c95c666ebaf43cd9b"}