Google Docs and similar web apps are very convenient if several people need to work together on a document: all users can simultaneously edit the shared document without having to send files back and forth by email.
Google Docs and similar web apps are very convenient if several people need to work together on a document: all users can simultaneously edit the shared document without having to send files back and forth by email. From a distributed systems point of view, real-time collaboration is a replication problem: each user has a replica of the shared document on their device, which they can modify locally, and any changes are sent over the network to their collaborators.
Users may edit a document while offline, causing their replica to become temporarily inconsistent with the others. As they re-synchronise with others, conflicts need to be resolved so that all collaborators end up in a consistent state. Conflict-free Replicated Data Types (CRDTs), first proposed in 2011, are increasingly being used to merge different users' versions of a document in collaborative software.
This talk will give an update on the latest research on CRDTs, and our open source implementation Automerge. We will also discuss efforts to build "local-first software", a new generation of collaborative software, top of these technologies.
Data Science and Analytics market evolves to adapt to the constantly changing economic and business environments. Our latest survey report suggests that as the overall Data Science and Analytics market evolves to adapt to the constantly changing economic and business environments, data scientists and AI practitioners should be aware of the skills and tools that the broader community is working on. A good grip in these skills will further help data science enthusiasts to get the best jobs that various industries in their data science functions are offering.
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The agenda of the talk included an introduction to 3D data, its applications and case studies, 3D data alignment and more.
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Need a data set to practice with? Data Science Dojo has created an archive of 32 data sets for you to use to practice and improve your skills as a data scientist.