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Spectre

@spectredata

Powering the Data Economy with the Spectre Data Platform #data #ai #ml #dataengineering #automation #digitaltransformation

Katılım Ocak 2021
758 Takip Edilen645 Takipçiler
Spectre retweetledi
Ashwin Kamath
Ashwin Kamath@avkdata·
6/ This of course brings up an important question. How have people implemented data contracts in practice?
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Spectre retweetledi
Ashwin Kamath
Ashwin Kamath@avkdata·
5/ It would be chaos.
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Spectre retweetledi
Ashwin Kamath
Ashwin Kamath@avkdata·
4/ This is doubly important for third-party data from vendors, clients and partners. If data cannot be reliably ingested and refreshed, the costs to the organization can be dramatic. Imagine an outage to a fraud detection system due to an inability to reach important signal data.
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Spectre retweetledi
Ashwin Kamath
Ashwin Kamath@avkdata·
3/ The services producing the data are rarely owned and managed by the same teams consuming that data. Data contracts are the only way to align on the appropriate interface for reliable data delivery, and encourage a collaborative change management process.
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Spectre retweetledi
Ashwin Kamath
Ashwin Kamath@avkdata·
2/ Once these signals are identified, data engineers productionize a set of data processing pipelines to reliably build and refresh these signals.
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Ashwin Kamath
Ashwin Kamath@avkdata·
1/ Generally speaking, data analysis and ML begins with prototyping to find signals within an organization's data. This pertains to various use cases including important BI dashboards, fraud detection, recommendation systems, etc.
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Spectre retweetledi
Ashwin Kamath
Ashwin Kamath@avkdata·
Been seeing a lot of discussion about data contracts 💼lately and had some thoughts. In short, data contracts are a requirement for critical, production-grade data. 🧵👇
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Spectre
Spectre@spectredata·
"Using AI at scale may not be easy – our research reveals that 39% of ML projects are abandoned at the proof-of-concept stage, never making it to Production." Great survey by @SPGMarketIntel. spglobal.com/marketintellig…
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Spectre
Spectre@spectredata·
"Some estimates put the amount of unstructured data being created at 90% of all enterprise data...traditional approaches to data management and protection are no longer sufficient" - @Forbes #data forbes.com/sites/forbesbu…
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Spectre
Spectre@spectredata·
During a challenging economic environment, #data is a critical tool to help companies stay ahead. Businesses need to develop a robust data strategy & direct data science efforts towards goals that drive efficiency and produce measurable ROI. #DataScience spectredata.com/post/how-to-bu…
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Spectre
Spectre@spectredata·
@LightBoxRE #data is now officially listed on the Spectre vendor network! Geospatial & location data is essential for understanding and responding to the world around us. By partnering with LightBox, we can now provide premium real estate data solutions. spectredata.com/post/spectre-p…
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