--- title: "Meaning & Key Takeaway of: We think machine learning, as it relates…" description: "\"We think machine learning, as it relates to healthcare and life sciences, is extraordinary.\" — Ruth Porat" image: "https://sms4smile.com/quotes/i/271/ruth-porat-17409_artificial-intellige_we-think-machine-learning-as-it-relates_1794883.jpg" --- # We think machine learning, as it relates to healthcare and… ![“We think machine learning, as it relates to healthcare and life sciences, is extraordinary.” quote by Ruth Porat](https://sms4smile.com/quotes/i/271/ruth-porat-17409_artificial-intellige_we-think-machine-learning-as-it-relates_1794883.jpg) [Download](https://sms4smile.com/quotes/i/271/ruth-porat-17409_artificial-intellige_we-think-machine-learning-as-it-relates_1794883.jpg) [Open image](https://sms4smile.com/quotes/i/271/ruth-porat-17409_artificial-intellige_we-think-machine-learning-as-it-relates_1794883.jpg) > “We think machine learning, as it relates to healthcare and life sciences, is extraordinary.” [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Machine learning offers transformative potential for health and life sciences, enabling breakthroughs in diagnosis, treatment, and research. **In simple terms:** ML can revolutionize health. Key Takeaway Invest in ML to improve health outcomes. Themes technology healthcare innovation Mood optimistic inquisitive Type professional forward‑looking When to use this quote - hospital diagnostics - drug discovery - patient monitoring Key Concepts artificial intelligence data science precision medicine Questions to Reflect On - How can we ensure ethical AI in healthcare? - What barriers exist for ML adoption? A Different Perspective Implementation challenges include data privacy and bias. ★ ★ ★ ★ ★ No ratings yet [Artificial intelligence](https://sms4smile.com/quotes/about/artificial-intelligence/) [Computers](https://sms4smile.com/quotes/about/computers/) [Learning](https://sms4smile.com/quotes/about/learning/) [Life](https://sms4smile.com/quotes/about/life/) [Life science](https://sms4smile.com/quotes/about/life-science/) [Science](https://sms4smile.com/quotes/about/science/) [Technology](https://sms4smile.com/quotes/about/technology/) ## Related quotes > [Interest in the pseudo-sciences has become extraordinary.](https://sms4smile.com/quotes/gerhard-herzberg/interest-in-the-pseudo-sciences-has-become-extraordinary/) [Gerhard Herzberg](https://sms4smile.com/quotes/author/gerhard-herzberg/) > [We need to be vigilant about how we design and train these machine-learning systems, or we will see ingrained forms of bias built into…](https://sms4smile.com/quotes/kate-crawford/we-need-to-be-vigilant-about-how-we-design-and-train-these-machine/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [A lot of the progress in machine learning - and this is an unpopular opinion in academia - is driven by an increase in…](https://sms4smile.com/quotes/andrew-ng/a-lot-of-the-progress-in-machine-learning-and-this-is-an-unpopular/) [Andrew Ng](https://sms4smile.com/quotes/author/andrew-ng/) > [There's a lot of work in machine learning systems that is not actually machine learning.](https://sms4smile.com/quotes/jeff-dean/there-s-a-lot-of-work-in-machine-learning-systems-that-is-not/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [A breakthrough in machine learning would be worth ten Microsofts.](https://sms4smile.com/quotes/bill-gates/a-breakthrough-in-machine-learning-would-be-worth-ten-microsofts/) [Bill Gates](https://sms4smile.com/quotes/author/bill-gates/) > [Everything is changing now that we are in the cloud in terms of sharing our data, understanding our data using new techniques like machine…](https://sms4smile.com/quotes/diane-greene/everything-is-changing-now-that-we-are-in-the-cloud-in-terms-of/) [Diane Greene](https://sms4smile.com/quotes/author/diane-greene/) > [It's pretty clear that machine learning is going to a big part of science and engineering.](https://sms4smile.com/quotes/jeff-dean/it-s-pretty-clear-that-machine-learning-is-going-to-a-big-part-of/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [Deep learning is a subfield of machine learning, which is a vibrant research area in artificial intelligence, or AI.](https://sms4smile.com/quotes/oren-etzioni/deep-learning-is-a-subfield-of-machine-learning-which-is-a-vibrant/) [Oren Etzioni](https://sms4smile.com/quotes/author/oren-etzioni/) > [Machine learning is looking for patterns in data. If you start with racist data, you will end up with even more racist models. This…](https://sms4smile.com/quotes/oren-etzioni/machine-learning-is-looking-for-patterns-in-data-if-you-start-with/) [Oren Etzioni](https://sms4smile.com/quotes/author/oren-etzioni/) > [It would be great to have every engineer have at least some amount of knowledge of machine learning.](https://sms4smile.com/quotes/jeff-dean/it-would-be-great-to-have-every-engineer-have-at-least-some-amount-of/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [Graphics has lately made a great shift towards machine learning, which itself is about understanding data.](https://sms4smile.com/quotes/jefferson-han/graphics-has-lately-made-a-great-shift-towards-machine-learning-which/) [Jefferson Han](https://sms4smile.com/quotes/author/jefferson-han/) > [Machine learning is a new way of creating problem solving.](https://sms4smile.com/quotes/jeff-dean/machine-learning-is-a-new-way-of-creating-problem-solving/) [Jeff Dean](https://sms4smile.com/quotes/author/jeff-dean/) > [Machine learning allows us to build software solutions that exceed human understanding and shows us how AI can innervate every industry.](https://sms4smile.com/quotes/steve-jurvetson/machine-learning-allows-us-to-build-software-solutions-that-exceed/) [Steve Jurvetson](https://sms4smile.com/quotes/author/steve-jurvetson/) > [“Neural networks have now transformed both biological and artificial intelligence, and have recently started dominating the AI subfield known as machine learning (the study…](https://sms4smile.com/quotes/max-tegmark/neural-networks-have-now-transformed-both-biological-and-artificial/) [Max Tegmark](https://sms4smile.com/quotes/author/max-tegmark/) > [Machine learning and artificial intelligence applications are proving to be especially useful in the ocean, where there is both so much data - big…](https://sms4smile.com/quotes/tatiana-schlossberg/machine-learning-and-artificial-intelligence-applications-are-proving/) [Tatiana Schlossberg](https://sms4smile.com/quotes/author/tatiana-schlossberg/) ## More by Ruth Porat > [Incrementalism in technology leads to irrelevance; what you need is revolutionary change.](https://sms4smile.com/quotes/ruth-porat/incrementalism-in-technology-leads-to-irrelevance-what-you-need-is/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [I'm delighted to be returning to my California roots and joining Google.](https://sms4smile.com/quotes/ruth-porat/i-m-delighted-to-be-returning-to-my-california-roots-and-joining/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [The cloud is one of the most extraordinary opportunities of our lifetime. If we're not investing now, we'll rue the day we didn't.](https://sms4smile.com/quotes/ruth-porat/the-cloud-is-one-of-the-most-extraordinary-opportunities-of-our/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [One of the biggest problems women have is they work really hard and put their heads down and assume hard work gets noticed. And…](https://sms4smile.com/quotes/ruth-porat/one-of-the-biggest-problems-women-have-is-they-work-really-hard-and/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [I remember, the first time it struck me is I was an econ major at Stanford as an undergrad, and it struck me how…](https://sms4smile.com/quotes/ruth-porat/i-remember-the-first-time-it-struck-me-is-i-was-an-econ-major-at/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [Liquidity is oxygen for a financial system.](https://sms4smile.com/quotes/ruth-porat/liquidity-is-oxygen-for-a-financial-system/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [Unless you stay focused on innovation, you can be disintermediated.](https://sms4smile.com/quotes/ruth-porat/unless-you-stay-focused-on-innovation-you-can-be-disintermediated/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [The most valuable thing you can have as a leader is clear data.](https://sms4smile.com/quotes/ruth-porat/the-most-valuable-thing-you-can-have-as-a-leader-is-clear-data/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [I view investors as our partners and stakeholders in the company. They are trying to build financial models. What I try to focus on…](https://sms4smile.com/quotes/ruth-porat/i-view-investors-as-our-partners-and-stakeholders-in-the-company-they/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [Solving problems for users at scale ultimately results in monetization opportunities.](https://sms4smile.com/quotes/ruth-porat/solving-problems-for-users-at-scale-ultimately-results-in/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [Businesses perform better when you have diversity of view in your senior leadership positions. This is not just the right thing to do socially;…](https://sms4smile.com/quotes/ruth-porat/businesses-perform-better-when-you-have-diversity-of-view-in-your/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [The most important thing is culture.](https://sms4smile.com/quotes/ruth-porat/the-most-important-thing-is-culture/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [Recognize that killing a weak idea early is valuable.](https://sms4smile.com/quotes/ruth-porat/recognize-that-killing-a-weak-idea-early-is-valuable/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [Innovation happens everywhere.](https://sms4smile.com/quotes/ruth-porat/innovation-happens-everywhere/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) > [I hate the term 'work-life balance.' I think it's a setup, and it's trap for all of us.](https://sms4smile.com/quotes/ruth-porat/i-hate-the-term-work-life-balance-i-think-it-s-a-setup-and-it-s-trap/) [Ruth Porat](https://sms4smile.com/quotes/author/ruth-porat/) [Explore all 37 Ruth Porat quotes ](https://sms4smile.com/quotes/author/ruth-porat/) ## More Artificial intelligence quotes > [One of our big goals in search is to make search that really understands exactly what you want, understands everything in the world. As…](https://sms4smile.com/quotes/larry-page/one-of-our-big-goals-in-search-is-to-make-search-that-really/) [Larry Page](https://sms4smile.com/quotes/author/larry-page/) > [People don't want to believe that technology is broken. Pharmaceuticals, robotics, artificial intelligence, nanotechnology - all these areas where the progress has been a…](https://sms4smile.com/quotes/peter-thiel/people-don-t-want-to-believe-that-technology-is-broken/) [Peter Thiel](https://sms4smile.com/quotes/author/peter-thiel/) > [“Paul closed his eyes and turned his face to the sun. In spite of everything, it was hard not to take solace from the…](https://sms4smile.com/quotes/greg-egan/paul-closed-his-eyes-and-turned-his-face-to-the-sun-in-spite-of/) [Greg Egan](https://sms4smile.com/quotes/author/greg-egan/) > [I think we should be very careful about artificial intelligence. If I had to guess at what our biggest existential threat is, it's probably…](https://sms4smile.com/quotes/elon-musk/i-think-we-should-be-very-careful-about-artificial-intelligence-if-i/) [Elon Musk](https://sms4smile.com/quotes/author/elon-musk/) > [“Humans are the biological bootloader for AI.”](https://sms4smile.com/quotes/utpal-nandi/humans-are-the-biological-bootloader-for-ai/) Utpal Nandi > [There's a very long tail of all sorts of creative products - beyond our core web search, image search and advertising businesses - that…](https://sms4smile.com/quotes/andrew-ng/there-s-a-very-long-tail-of-all-sorts-of-creative-products-beyond-our/) [Andrew Ng](https://sms4smile.com/quotes/author/andrew-ng/) > [“artificial intelligence is forcing human endeavor away from simple, algorithmic and repetitive tasks towards solving problems and incubating new ideas. It is the human…](https://sms4smile.com/quotes/gyan-nagpal/artificial-intelligence-is-forcing-human-endeavor-away-from-simple/) [Gyan Nagpal](https://sms4smile.com/quotes/author/gyan-nagpal/) > [“All right. You want to know about Nigel. I’ll tell you about Nigel. He’s come a long way since that so-called accident, Jon. Heck,…](https://sms4smile.com/quotes/shawn-corey/all-right-you-want-to-know-about-nigel-i-ll-tell-you-about-nigel-he-s/) Shawn Corey > [A lot was happening in A.I. But I also realized it wasn't clear what Salesforce's role in A.I. was. That's when we started acquiring…](https://sms4smile.com/quotes/marc-benioff/a-lot-was-happening-in-a-i-but-i-also-realized-it-wasn-t-clear-what/) [Marc Benioff](https://sms4smile.com/quotes/author/marc-benioff/) > [“AI must orbit humanity, not turn humanity into a lie.”](https://sms4smile.com/quotes/abhijit-naskar/ai-must-orbit-humanity-not-turn-humanity-into-a-lie/) [Abhijit Naskar](https://sms4smile.com/quotes/author/abhijit-naskar/) > [AI-assisted driving is a perfect platform for advancing fundamental human-centric artificial intelligence research while also producing practical applications.](https://sms4smile.com/quotes/fei-fei-li/ai-assisted-driving-is-a-perfect-platform-for-advancing-fundamental/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [Only unsolvable problems are worthy of artificial intelligence.](https://sms4smile.com/quotes/saul-gorn/only-unsolvable-problems-are-worthy-of-artificial-intelligence/) [Saul Gorn](https://sms4smile.com/quotes/author/saul-gorn/) > [“I don’t believe the rogue has freedom.  I think it is following the direction of humans.” “Why do you think so?” “Because I find…](https://sms4smile.com/quotes/walter-jon-williams/i-don-t-believe-the-rogue-has-freedom-i-think-it-is-following-the/) [Walter Jon Williams](https://sms4smile.com/quotes/author/walter-jon-williams/) > [The techniques of artificial intelligence are to the mind what bureaucracy is to human social interaction.](https://sms4smile.com/quotes/terry-winograd/the-techniques-of-artificial-intelligence-are-to-the-mind-what/) [Terry Winograd](https://sms4smile.com/quotes/author/terry-winograd/) > [From one perspective, we're in the early stage in artificial intelligence, but exponentials start out slowly, and then they take off.](https://sms4smile.com/quotes/judy-woodruff/from-one-perspective-we-re-in-the-early-stage-in-artificial/) [Judy Woodruff](https://sms4smile.com/quotes/author/judy-woodruff/) [Browse all 457 Artificial intelligence quotes ](https://sms4smile.com/quotes/about/artificial-intelligence/) ```json { "@context": "https://schema.org", "@graph": [ { "@type": "Quotation", "text": "We think machine learning, as it relates to healthcare and life sciences, is extraordinary.", "creator": { "@type": "Person", "name": "Ruth Porat" }, "isPartOf": { "@id": "https://sms4smile.com/quotes/#website" }, "url": "https://sms4smile.com/quotes/ruth-porat/we-think-machine-learning-as-it-relates-to-healthcare-and-life/", "about": { "@type": "Thing", "name": "Artificial intelligence" }, "@id": "https://sms4smile.com/quotes/ruth-porat/we-think-machine-learning-as-it-relates-to-healthcare-and-life/#quotation", "image": { "@type": "ImageObject", "@id": "https://sms4smile.com/quotes/i/271/ruth-porat-17409_artificial-intellige_we-think-machine-learning-as-it-relates_1794883.jpg", "contentUrl": "https://sms4smile.com/quotes/i/271/ruth-porat-17409_artificial-intellige_we-think-machine-learning-as-it-relates_1794883.jpg", "url": "https://sms4smile.com/quotes/i/271/ruth-porat-17409_artificial-intellige_we-think-machine-learning-as-it-relates_1794883.jpg", "width": 1080, "height": 1080, "caption": "“We think machine learning, as it relates to healthcare and life sciences, is extraordinary.” — Ruth Porat", "creditText": "SMS4Smile Quotes", "creator": { "@id": "https://sms4smile.com/quotes/#organization" } } }, { "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://sms4smile.com/" }, { "@type": "ListItem", "position": 2, "name": "Quotes", "item": "https://sms4smile.com/quotes/" }, { "@type": "ListItem", "position": 3, "name": "Ruth Porat", "item": "https://sms4smile.com/quotes/author/ruth-porat/" }, { "@type": "ListItem", "position": 4, "name": "We think machine learning, as it...", "item": "https://sms4smile.com/quotes/ruth-porat/we-think-machine-learning-as-it-relates-to-healthcare-and-life/" } ], "@id": "https://sms4smile.com/quotes/ruth-porat/we-think-machine-learning-as-it-relates-to-healthcare-and-life/#breadcrumb" }, { "@type": "WebSite", "@id": "https://sms4smile.com/quotes/#website", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "publisher": { "@id": "https://sms4smile.com/quotes/#organization" } }, { "@type": "Organization", "@id": "https://sms4smile.com/quotes/#organization", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "logo": { "@type": "ImageObject", "url": "https://sms4smile.com/quotes/wp-content/themes/sq/assets/icons/icon-512.png", "width": 512, "height": 512 } } ] } ```