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Roadmap, Scope and API design #38

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5 of 11 tasks
AyushExel opened this issue Jul 30, 2023 · 0 comments
Open
5 of 11 tasks

Roadmap, Scope and API design #38

AyushExel opened this issue Jul 30, 2023 · 0 comments
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@AyushExel
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AyushExel commented Jul 30, 2023

Scope

Roadmap to V1:

  • Dataset management - Simple ways to double down on specific parts of the dataset

Searching

  • Using SQL

  • Using Semantic search

  • Support multiple datasets, i.e, allow semantic search across datasets (Via staging area)

  • Using natural Language / AI search - Example- "Show me all images where a person is standing next to a car and the sample should be recorded before 2015"

  • Allow enriching datasets by adding/removing samples from various sources, including other datasets ( secondary datasets of data lakes)

  • Allow Various dataset formats (Users can load datasets from any format including 3rd party sources like RF, DagsHub, etc.)

  • Allow loading tables directly - local, or cloud based ( s3 etc.)

  • Allow various tasks:
  • Detection
  • Segmentation
  • Classification
  • ImgFolder structure used for generative AI or diffusion model samples

API Design:

  • GUI/ Dashboard - TODO
  • Pythonic/ Notebook - TODO
@AyushExel AyushExel self-assigned this Jul 30, 2023
@AyushExel AyushExel pinned this issue Jul 30, 2023
@AyushExel AyushExel changed the title Scope and API design Roadmap, Scope and API design Jul 30, 2023
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