UN Global Platform // Mark Craddock // Co-Founder & CTO, Global Certification and Training Ltd // MLOps Meetup #42
MLOps.community - En podcast af Demetrios Brinkmann
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MLOps community meetup #42! Last Wednesday, we talked to Mark Craddock, Co-Founder & CTO, Global Certification and Training Ltd (GCATI), about UN Global Platform. // Abstract: Building a global big data platform for the UN. Streaming 600,000,000+ records / day into the platform. The strategy developed using Wardley Maps and the Platform Design Toolkit. // Bio: Mark contributed to the Cloud First policy for the UK Public sector and was one of the founding architects for the UK Governments G-Cloud programme. Mark developed the initial CloudStore which enabled the UK Public Sector to procure cloud services from over 2,500 suppliers. The UK Public Sector has now purchased over £6.3Bn of cloud services, with £3.6Bn from Small to Medium Enterprises in the UK. Mark lead the development of the United Nations Global Platform. A multi-cloud platform for capacity building within the national statistics offices in the use of Big Data and its integration with administrative sources, geospatial information, traditional survey and census data. Mark is now building a non-profit training and certification organization. ----------- Connect With Us ✌️------------- Join our Slack community: https://go.mlops.community/slack Follow us on Twitter: @mlopscommunity Sign up for the next meetup: https://go.mlops.community/register Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/ Connect with Mark on LinkedIn: https://www.linkedin.com/in/markcraddock/ Timestamps: [0:00] - Intro to Mark Craddock [03:35] - Mark's background [05:05] - UN Global Platform [05:18] - Vision: A global collaboration to harness the power of data for better lives [05:37] - UN GWG (Big) Data Membership [05:49] - Sustainable Development Goals [06:21] - Using the platform [06:30] - Approach [06:44] - Principles [07:29] - How big was the team who put this together? [08:09] - Leave no one behind. Endeavour to reach the furthest behind first. [08:24] - Platform Business Model [10:06] - Six distinct aspects of a platform and its ecosystem [10:46] - The platform is the only business model able to orchestrate the wide range of products and services in an ecosystem [11:09] - Through the means of a platform organization, ecosystems are capable of providing an improbable combination of attributes [11:55] - Platforms and business models are also one of the best organizational structures for enabling rapid evolution [13:22] - Technology Strategy [13:23] - Wardley Maps [14:50] - Is this were Machine Learning tools would fit in? [20:35] - Are you looking how fast these are moving across to the right? How can you gauge that? [26:57] - Is the value fluid? [28:43] - How did you factor in the different personas? [30:34] - How do you enable loosely coupled teams? [35:44] - Data also moves from left to right [42:00] - Technology Strategy Handbook [42:20] - Achievements - July '19 [42:31] - Global Billing Intelligence [43:15] - Privacy-Preserving Techniques Handbook [43:26] - Cryptographic Techniques [44:12] - Global Big Datasets [44:55] - Big Data [47:41] - Automatic Identification System (AIS) [48:14] - Automatic Dependent Surveillance (ADS-B) [48:41] - Satellite Imagery [49:11] - Services in the platform [49:16] - Location Analytics Service [50:06] - Stack Sample [50:37] - Data Sources [51:50] - NiFi Dataflow [52:20] - Is this how you enabled reproducibility? [53:47] - Location Analytics Service [55:31] - Shanghai - Flights [55:45] - Shanghai - Cargo Ships [56:00] - UN Global Platform