27 January 2018

Google Design on “human-centered machine learning”

Be the first to share

As was the case with the mobile revolution, and the web before that, machine learning will cause us to rethink, restructure, and reconsider what’s possible in virtually every experience we build, writes Josh Lovejoy, UX Designer at Google.

The Google UX community has started an effort called “human-centered machine learning” to help focus and guide that conversation. Using this lens, they look across products to see how machine learning (ML) can stay grounded in human needs while solving for them—in ways that are uniquely possible through ML. The team works across the company to bring UXers up to speed on core ML concepts, understand how to best integrate ML into the UX utility belt, and ensure they are building ML and AI in inclusive ways.

Using Google Clips as a case study, Lovejoy walks us through the core takeaways after three years of building the on-device models, industrial design, and user interface—including what it means in practice to take a human-centered approach to designing an AI-powered product.

Be the first to share
20 November 2018
Journal of Business Anthropology devoted to design anthropology
The Journal of Business Anthropology is an Open Access journal which publishes the results of anthropological research in business organizations and business situations of all kinds. The theme of the latest issue - Vol 7, …
10 November 2018
Experiential Futures: A brief outline
Stuart Candy (@futuryst), an award-winning foresight practitioner, Director of CMU Situation Lab and Associate Professor at Carnegie Mellon School of Design, recently wrote a short intro to Experiential Futures (XF) for designers interested in transition-oriented …
8 October 2018
Designing for positive impact and human flourishing
A few days ago Experientia attended the Service Design Days in Barcelona. One of the surprise presentations was by Anna Pohlmeyer, who co-directs the Delft Institute for Positive Design. Although the title seemed a bit airy …
13 June 2018
Invito: DesAlps design thinking workshop per la tua startup
Hai una startup? Hai mai pensato ai benefici che potrebbe trarre dal Design Thinking? Questa è l'opportunità per scoprirlo! DesAlps Workshop #2: Il Design Thinking per la tua startup! Giovedì 28 giugno 2018 - dalle 9:30 alle …
3 May 2018
Invito: DesAlps innovation workshop per le PMI del territorio piemontese
Experientia è lieta di invitare le piccole e medie imprese del territorio piemontese al: DesAlps Workshop #1: Il Design Thinking per le PMI Venerdì 18 maggio 2018 - dalle 9.00 alle 17.30 @ Rinascimenti Sociali | via Maria …
27 April 2018
Essay: On Weaponised Design
On Weaponised Design is an excellent, very well-informed essay by Cade, published in February 2018 on the Our Data Our Selves site of the Tactical Technology Collective, a Berlin-based non profit dedicated to privacy, digital …
3 March 2018
Putting humans at the center of health care innovation
The healthcare industry has long relied on traditional, linear models of innovation – basic and applied research followed by development and commercialization. While this “lab-bench to bedside” approach has improved healthcare globally, it can take …
26 February 2018
Designing Patient Solutions with Meaning: Review of technology and health apps for a better patient experience
Technology is radically changing the world of healthcare and acts at different levels in support of different stakeholders. There are several digital tools on the market (e.g. wearables, virtual reality, robotics, etc.), many of which …

We are an international experience design consultancy helping companies and organisations to innovate their products, services and processes by putting people and their experiences first.

4 October 2018
Bringing​ ​patients into focus at the Roche Innovation Summit

Experientia is proud to have been a key participant at the Roche Innovation Summit, held at Roche headquarters in Basel Switzerland on 19 June 2018. Themed “​Transforming the Healthcare Experience Together​”, the summit aimed to galvanize the Roche community around the future transformation of healthcare and diagnostics. With 800 attendees from Roche and Genentech global […]

13 June 2018
Invito: DesAlps design thinking workshop per la tua startup

Hai una startup? Hai mai pensato ai benefici che potrebbe trarre dal Design Thinking? Questa è l’opportunità per scoprirlo! DesAlps Workshop #2: Il Design Thinking per la tua startup! Giovedì 28 giugno 2018 – dalle 9:30 alle 17:00 @ I3P | Corso Castelfidardo 30/a, Torino —– Nell’ambito del progetto europeo DesAlps, un team di esperti […]

3 May 2018
Invito: DesAlps innovation workshop per le PMI del territorio piemontese

Experientia è lieta di invitare le piccole e medie imprese del territorio piemontese al: DesAlps Workshop #1: Il Design Thinking per le PMI Venerdì 18 maggio 2018 – dalle 9.00 alle 17.30 @ Rinascimenti Sociali | via Maria Vittoria 38, Torino Scopri i vantaggi che il Design Thinking può portare al tuo business per prepararvi […]

27 April 2018
Impact through Design – Event in Turin, Italy

(Scroll down for English) Come può il design generare impatto? In continuità con il summit International Days of Deans and Experts: Impact Through Design (Barcellona, aprile 2018) Torino ospita il primo evento dedicato alla prospettiva italiana sull’impatto generato attraverso il design in riferimento ai Sustainable Development Goals definiti dalle Nazioni Unite. Attori dell’ecosistema territoriale ed […]

26 February 2018
Designing Patient Solutions with Meaning: Review of technology and health apps for a better patient experience

Technology is radically changing the world of healthcare and acts at different levels in support of different stakeholders. There are several digital tools on the market (e.g. wearables, virtual reality, robotics, etc.), many of which work in integration with each other, for example, wearables connected to IOT applications. Experientia’s report provide an overview of some […]

22 December 2017
Happy new year 2018!
See all articles