We talked about:

00:00 DataTalks.Club intro
01:51 Daynan’s background
04:52 Astronomy vs cosmology
06:03 Applications of data science and machine learning in astronomy
07:20 Determining signal vs noise
12:45 What the data looks like in astronomy
16:44 Determining the features of an object in space
22:00 Ground truth for space objects
25:42 Why water is an important resource in the space economy
30:18 Other useful resources that can be found in asteroids
32:12 Sources of asteroids
38:13 The data team at an asteroid mining company
45:26 Open datasets for hobbyists
50:54 Mission and hardware design for asteroid mining
55:23 Partnerships and hires

Links:

- LinkedIn: [ Ссылка ]
- We're looking for a Sr Data Engineer: [ Ссылка ]
- Minor Planet Center: [ Ссылка ]- JPL Horizons has a nice set of APIs for accessing data related to small bodies (including asteroids): [ Ссылка ]
- ESA has NEODyS: [ Ссылка ]
- IRSA catalog that contains image and catalog data related to the WISE/NEOWISE data (and other infrared platforms): [ Ссылка ]
- NASA also has an archive of data collected from their various missions, including a node related to small bodies: [ Ссылка ]
- Sub-node directly related to asteroids: [ Ссылка ]
- Size, Mass, and Density of Asteroids (SiMDA) is a nice catalog of observed asteroid attributes (and an indication of how small our sample size is!): [ Ссылка ]
- The source survey data, several are useful for asteroids: Pan-STARRS ([ Ссылка ])

MLOps Zoomcamp: [ Ссылка ]
Join DataTalks.Club: [ Ссылка ]
Our events: [ Ссылка ]

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