About
Articles by Marjukka
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What 15 minutes APIOps Cycles Audit tells about your API?
What 15 minutes APIOps Cycles Audit tells about your API?
By Marjukka Niinioja
Contributions
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What are the steps to define AI project scope and deliverables?
Remember to consider the need and benefits of using APIs as part of your AI solution or offering your solution as APIs. Often a "point-of-solution" API offering easy access to teach the ML or use the algorithms is key to success and scaling. Remember, though, that it may be possible to steal an algorithm or model via an API, so protect your API and model. Keep the scope minimal and have a clear value prop for each APIfied AI "skill", and you and your API / AI consumers will be able to easily orchestrate new solutions based on these APIs.
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What are the steps to define AI project scope and deliverables?
Many times I've seen the decision to use AI be made before deciding what is the business vision and the right tool to use. Also, suppose there is data, and how biased, old, or otherwise problematic. In that case, the data is - i.e. is the problem possible to solve at all, or with the seemingly abundant (but in reality skewed and flawed) data? In my experience, we have been the most successful in client cases, where clients have allowed us to reimagine and challenge the limits of the organization's future and function by first analyzing what problems the data, algorithms and computing power available make possible to achieve. When starting with a problem, the business problem must be re-thought and validated before considering the solution.
Activity
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🌱 Exciting news! Betolar and Norge Mineraler have joined forces to revolutionize sustainable mining in Eigersund, Norway! What are the top…
🌱 Exciting news! Betolar and Norge Mineraler have joined forces to revolutionize sustainable mining in Eigersund, Norway! What are the top…
Liked by Marjukka Niinioja
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The World Intellectual Property Organization #WIPO yesterday launched the API portal. It collects APIs from IP Offices. The European Union…
The World Intellectual Property Organization #WIPO yesterday launched the API portal. It collects APIs from IP Offices. The European Union…
Liked by Marjukka Niinioja
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I did not expect that I would ever have to drop such a message, but here it is. My teammates and I from the AsyncAPI team at Postman need to find…
I did not expect that I would ever have to drop such a message, but here it is. My teammates and I from the AsyncAPI team at Postman need to find…
Liked by Marjukka Niinioja
Experience & Education
Licenses & Certifications
Volunteer Experience
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Co-organizer
ProductTank Helsinki
- Present 10 years 3 months
Science and Technology
ProductTank is all about joining Product Developers, Managers and other enthusiasts around the same cause.
I was inspired by Janna Bastow from MindTheProduct.com who came to Helsinki in 2014 and invited me and a bunch of other product-minded people to join a growing international community of ProductTank Meetups.
We have been organizing and developing the meetups and have had great guest speakers - it's a great way to learn new things and share your thoughts and experience in a…ProductTank is all about joining Product Developers, Managers and other enthusiasts around the same cause.
I was inspired by Janna Bastow from MindTheProduct.com who came to Helsinki in 2014 and invited me and a bunch of other product-minded people to join a growing international community of ProductTank Meetups.
We have been organizing and developing the meetups and have had great guest speakers - it's a great way to learn new things and share your thoughts and experience in a free and relaxed environment.
http://www.meetup.com/ProductTank-Helsinki/events/220272841/ -
Community manager
APIOps
- Present 6 years 7 months
Science and Technology
APIOps & APIOps Cycles related community for API architects, developers API Product managers and anyone interested in how to design, build, document, manage or market APIs https://medium.com/apiops
Publications
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API-talous 101
Alma Talent
Book about API and platform economy for business and IT audiences. Currently only in Finnish
Other authorsSee publication -
Inhimillistä tekoälyä etsimässä - ammattina botinkesyttäjä tai eettinen testaaja
Tietoasiantuntija - lehti (Knowledge Professional -magazine)
Article describes the need for ethics and human sciences in development and testing cognitive systems to avoid cognitive bias and highlights how easy it is to involve for examle people with humanist or natural science backgrounds in the development of such services.
Magazine is in collection of major libraries in Finland and can be obtained from http://tietojohtaminen.com/tietoasiantuntija-lehti electronically sometime during 2018.
References used:
IEEE International. 2017…Article describes the need for ethics and human sciences in development and testing cognitive systems to avoid cognitive bias and highlights how easy it is to involve for examle people with humanist or natural science backgrounds in the development of such services.
Magazine is in collection of major libraries in Finland and can be obtained from http://tietojohtaminen.com/tietoasiantuntija-lehti electronically sometime during 2018.
References used:
IEEE International. 2017. Ethically Aligned Design - A Vision for prioritizing Human Wellbeing with Artificial Intelligence and Autonomous Systems. The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems
Niemelä, M., Kaasinen, E. & Ikonen, V. 2014. Ethics by Design – tulevaisuuden ICT-eettisen kehittämisen malli. Silmät auki IT-etiikkaan, Eduskunnan tulevaisuusvaliokunnan julkaisu 12/2014
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Competence management (FI:Osaamisen johtaminen)
Ministry of Finance in Finland
My thesis work was commissioned by the Ministry of Finance related to Competence management in the Finnish Govermant and results of my research were included in the work group publication
Other authorsSee publication
Projects
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Training projects about platform economy and API economy with large public sector networks and enterprises
- Present
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Platform strategy an architecture, service strategy and design, organizational changes and API-based solutions for an international legal company
- Present
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API Economy 101 English edition
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Translating and editing our popular Finnish API-talous 101 book to English - scheduled to be out in 02/2019
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API Economy course with Tampere University
- Present
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APIOPs Cycles method update
Review, rewrite and redesign of method content + transfer of website to new platform. New layout and graphics.
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API developer experience review and improvements for a US growth company
- Present
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API Design review for new APIs Pilvi.com
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Service Design and Enterprise architecture for a globally operating automation and components company
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Code of Conduct incl. use cases and architecture for implementation of new MaaS law in Finland requiring APIs (via partner)
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Digitalia research institute - business plan for digital archiving and data analysis
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API-talous101 book about API economy
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Lead the project and handling contract, schedule, marketing and other publishing and distribution related questions with publisher and co-ordinated with rest of the team.
Wrote 40% of the book (business models, organizational impact and architecture chapters) and worked with the team to create the tone of voice and reference and research-backed quality to the whole book.Other creatorsSee project -
API strategy for chemical technology company (as lead consultant and architect via partner)
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API strategy for large technology company (lead consultant and architect via partner)
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API strategy for energy network company (lead consultant and architect via partner)
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Data and integration architecture for a large Finnish City (data and API architect, consultant via partner)
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Languages
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Finnish
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English
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Swedish
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French
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Greek
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Recommendations received
6 people have recommended Marjukka
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Now taking a sabbatical for the summer after 27 years of pretty much straight work. I'm fascinated to see what kind of person pops out the other…
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Too much up-front design can be problematic. But the same is true for opposite... "You don't need to predict a detailed end-state, but you do need to…
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🎉 Celebrating 8 Years of Innovation and Excellence at Enfuce! 🎉 Today marks yet another milestone for Enfuce – our 8th anniversary! Eight years…
🎉 Celebrating 8 Years of Innovation and Excellence at Enfuce! 🎉 Today marks yet another milestone for Enfuce – our 8th anniversary! Eight years…
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‼️Voiko työpaikka löytyä KOLMESSA VIIKOSSA?⁉️ Vieläpä juhannuksen aikoihin? Maksan kk-palkkani 4000€ ylittävästä osasta vuoden loppuun asti 30%…
‼️Voiko työpaikka löytyä KOLMESSA VIIKOSSA?⁉️ Vieläpä juhannuksen aikoihin? Maksan kk-palkkani 4000€ ylittävästä osasta vuoden loppuun asti 30%…
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Always good to see you Mark Boyd and talk about everything from governance to Broadway! Wait, now I have and idea for a new startup!
Always good to see you Mark Boyd and talk about everything from governance to Broadway! Wait, now I have and idea for a new startup!
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Big congratulations to James Higginbotham / LaunchAny for getting API Coach together! I heard this was in the works for a while now. James has been a…
Big congratulations to James Higginbotham / LaunchAny for getting API Coach together! I heard this was in the works for a while now. James has been a…
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Pääsin lehteen! Liha ja ruoka -nimiseen verkkolehteen, jossa myös ministeri Sari Essayah nosti matkailun merkityksen esille. 'Myös ministeri nostaa…
Pääsin lehteen! Liha ja ruoka -nimiseen verkkolehteen, jossa myös ministeri Sari Essayah nosti matkailun merkityksen esille. 'Myös ministeri nostaa…
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