DefinedCrowd CEO Daniela Braga. (Drio Branco Photo)
Artificial intelligence is the fourth industrial revolution and women had better play a prominent role in its development, says Daniela Braga, CEO of Seattle startup DefinedCrowd.
We left the code era to men over the last 30 years and look at where it got us, Braga told attendees of the recent Women in Data Science global conference. Ladies lets lead the world to a better future together.
Technology has of course led to amazing advancements in health, communications, education and entertainment, but it has also created a more polarized and extremist society, spread dangerous misinformation and excluded swaths of the population from participation. A 2018 study by Element AI found that only 13% of U.S. AI researchers were women.
Braga thinks we can do better. She is a co-founder of DefinedCrowd, an AI training data technology platform that launched in December 2015. Braga took over as CEO in mid-2016. The company is ranked No. 21 on the GeekWire 200, our list of top Pacific Northwest tech startups, and has reeled in $63.6 million in venture capital, including a $50 million round raised last year.
We caught up with Braga after the conference to learn how AI is usurping coding; the need to impose ethics and regulations on where it takes us; and the need for more women in the industry and in AI leadership. Here are some key takeaways:
We spent five centuries in the print era, 30 years in software and now AI is on a path to supplant software, Braga said. And while coding and programmers drove software development, its data and data scientists that produce AI.
You dont program rules, you teach AI with data that is structured and [theres] a lot of it, Braga said. The data allows us to train a brain, an artificial brain, in a week instead of what it used to take us months to code.
And its so much more powerful. Traditional coding, which is essentially built from if then decision making rules, isnt capable of controlling complex tasks like self-driving cars or virtual assistants that require subtle assessments and decision making.
Were still at the dawn of AI, Braga said, or whats called narrow AI. In these early days, the field needs to be incorporating rules and standards to make sure that AI is used in ways that are ethical, unbiased and protect privacy. Oversight is needed at an international level that brings in a diversity of voices.
We need an alliance, almost like a United Nations for AI, she said.
The data used to train AI needs to be high quality, which for Braga means its accurate, representative or unbiased. It also should be monitored, anonymized so it cant be traced to its sources, and people are consenting in providing their information. Braga admittedly has a vested interest in this matter, as her companys business it to provide the data that companies use to train their AI. DefinedCrowds focus is speech and natural language processing.
In an infamous case of what can happen when AI is trained on bad data, Microsofts AI chatbot named Tay was quickly corrupted in 2016 when online users fed it racist, misogynistic language and conspiracy theories that the personal assistant parroted back to the public.
While were in narrow AI now, next steps are general AI and super AI, Braga said. As the technology matures, the different AI systems will be able to communicate with each other. Navigation, for example, will mix with voice interaction combined with text messaging. Home and work AI domains will talk together.
There are some people who say when you start interlinking so many things you will have an AI that may become sentient, Braga said, creating technology such as the personal assistant in the movie Her who is so lifelike and charming that the protagonist falls in love.
The super AI is when AI is smarter, thinking faster, thinking better than humans, Braga said. So that is the part that is science fiction, where the machine will take over the world. Were very far from that.
Women bring emotional intelligence that technology should have, Braga said. Its just that emotional intelligence component, that creativity, that warmth, that should resemble more a human that aspect does not come through built by men alone.
Data science is different from traditional software engineering. While the latter focused on programming languages, math and statistics, work in AI incorporates linguistics, psychology and ethics to a greater degree.
DefinedCrowd is trying to build a diverse workforce and has an office in Portugal, where Braga was born and raised. The companys staff is about 32% female, but its difficult to recruit qualified women, particularly for senior roles. Whats even tougher, Braga said, is finding women at her level for mentoring and support.
There are a handful of founder/CEOs at AI-focused companies, including Daphne Koller of insitro and Rana el Kaliouby of Affectiva. And only 22 women who hold the title of founder/CEO have taken their companies public among thousands of IPOs over the decades, according to Business Insider.
I always have a super hard time finding women to look up to because it just doesnt exist. Im basically paving my way by myself. I dont have role models, Braga said. Its really hard to not have a way to bounce ideas within a safe circle.
Read more here:
DefinedCrowd CEO Daniela Braga on the future of AI, training data, and women in tech - GeekWire
- Global Data Science Platform Market Report 2020 Industry Trends, Share and Size, Complete Data Analysis across the Region and Globe, Opportunities and... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data Science and Machine-Learning Platforms Market Size, Drivers, Potential Growth Opportunities, Competitive Landscape, Trends And Forecast To 2027 -... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Industrial Access Control Market 2020-28 use of data science in agriculture to maximize yields and efficiency with top key players - TechnoWeekly [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- IPG Unveils New-And-Improved Copy For Data: It's Not Your Father's 'Targeting' 11/11/2020 - MediaPost Communications [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Risks and benefits of an AI revolution in medicine - Harvard Gazette [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- UTSA to break ground on $90 million School of Data Science and National Security Collaboration Center - Construction Review [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Addressing the skills shortage in data science and analytics - IT-Online [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data Science Platform Market Research Growth by Manufacturers, Regions, Type and Application, Forecast Analysis to 2026 - Eurowire [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- 2020 AI and Data Science in Retail Industry Ongoing Market Situation with Manufacturing Opportunities: Amazon Web Services, Baidu Inc., BloomReach... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Endowed Chair of Data Science job with Baylor University | 299439 - The Chronicle of Higher Education [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data scientists gather 'chaos into something organized' - University of Miami [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- AI Update: Provisions in the National Defense Authorization Act Signal the Importance of AI to American Competitiveness - Lexology [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Healthcare Innovations: Predictions for 2021 Based on the Viewpoints of Analytics Thought Leaders and Industry Experts | Quantzig - Business Wire [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Poor data flows hampered governments Covid-19 response, says the Science and Technology Committee - ComputerWeekly.com [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Ilia Dub and Jasper Yip join Oliver Wyman's Asia partnership - Consultancy.asia [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Save 98% off the Complete Excel, VBA, and Data Science Certification Training Bundle - Neowin [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Data Science for Social Good Programme helps Ofsted and World Bank - India Education Diary [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Associate Professor of Fisheries Oceanography named a Cooperative Institute for the North Atlantic Region (CINAR) Fellow - UMass Dartmouth [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Rapid Insight To Host Free Webinar, Building on Data: From Raw Piles to Data Science - PR Web [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- This Is the Best Place to Buy Groceries, New Data Finds | Eat This Not That - Eat This, Not That [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Which Technology Jobs Will Require AI and Machine Learning Skills? - Dice Insights [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Companies hiring data scientists in NYC and how much they pay - Business Insider [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Calling all rock stars: hire the right data scientist talent for your business - IDG Connect [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- How Professors Can Use AI to Improve Their Teaching In Real Time - EdSurge [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- BCG GAMMA, in Collaboration with Scikit-Learn, Launches FACET, Its New Open-Source Library for Human-Explainable Artificial Intelligence - PRNewswire [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Data Science Platform Market Insights, Industry Outlook, Growing Trends and Demands 2020 to 2025 The Courier - The Courier [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- UBIX and ORS GROUP announce partnership to democratize advanced analytics and AI for small and midmarket organizations - PR Web [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Praxis Business School is launching its Post Graduate Program in Data Engineering in association with Knowledge Partners - Genpact and LatentView... [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- What's So Trendy about Knowledge Management Solutions Market That Everyone Went Crazy over It? | Bloomfire, CSC (American Productivity & Quality... [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Want to work in data? Here are 6 skills you'll need Just now - Siliconrepublic.com [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Data, AI and babies - BusinessLine [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Here's how much Amazon pays its Boston-based employees - Business Insider [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Datavant and Kythera Increase the Value Of Healthcare Data Through Expanded Data Science Platform Partnership - GlobeNewswire [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- O'Reilly Analysis Unveils Python's Growing Demand as Searches for Data Science, Cloud, and ITOps Topics Accelerate - Business Wire [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Book Review: Hands-On Exploratory Data Analysis with Python - insideBIGDATA [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- The 12 Best R Courses and Online Training to Consider for 2021 - Solutions Review [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Software AG's TrendMiner 2021.R1 Release Puts Data Science in the Hands of Operational Experts - Yahoo Finance [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- The chief data scientist: Who they are and what they do - Siliconrepublic.com [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Berkeley's data science leader dedicated to advancing diversity in computing - UC Berkeley [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Awful Earnings Aside, the Dip in Alteryx Stock Is Worth Buying - InvestorPlace [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Why Artificial Intelligence May Not Offer The Business Value You Think - CMSWire [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Getting Prices Right in 2021 - Progressive Grocer [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Labelbox raises $40 million for its data labeling and annotation tools - VentureBeat [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- How researchers are using data science to map wage theft - SmartCompany.com.au [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Ready to start coding? What you need to know about Python - TechRepublic [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Women changing the face of science in the Middle East and North Africa - The Jerusalem Post [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Mapping wage theft with data science - The Mandarin [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Data Science Platform Market 2021 Analysis Report with Highest CAGR and Major Players like || Dataiku, Bridgei2i Analytics, Feature Labs and More KSU... [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Data Science Impacting the Pharmaceutical Industry, 2020 Report: Focus on Clinical Trials - Data Science-driven Patient Selection & FDA... [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- App Annie Sets New Bar for Mobile Analytics with Data Science Innovations - PRNewswire [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Data Science and Analytics Market 2021 to Showing Impressive Growth by 2028 | Industry Trends, Share, Size, Top Key Players Analysis and Forecast... [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- How Can We Fix the Data Science Talent Shortage? Machine Learning Times - The Predictive Analytics Times [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Opinion: How to secure the best tech talent | Human Capital - Business Chief [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Following the COVID science: what the data say about the vaccine, social gatherings and travel - Chicago Sun-Times [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Automated Data Science and Machine Learning Platforms Market Technological Growth and Precise Outlook 2021- Microsoft, MathWorks, SAS, Databricks,... [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- 9 investors discuss hurdles, opportunities and the impact of cloud vendors in enterprise data lakes - TechCrunch [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Rapid Insight to Present at Data Science Salon's Healthcare, Finance, and Technology Virtual Event - PR Web [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Aunalytics Acquires Naveego to Expand Capabilities of its End-to-End Cloud-Native Data Platform to Enable True Digital Transformation for Customers -... [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Tech Careers: In-demand Courses to watch out for a Lucrative Future - Big Easy Magazine [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Willis Towers Watson enhances its human capital data science capabilities globally with the addition of the Jobable team - GlobeNewswire [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Global Data Science Platform Market 2021 Industry Insights, Drivers, Top Trends, Global Analysis And Forecast to 2027 KSU | The Sentinel Newspaper -... [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- A Comprehensive Guide to Scikit-Learn - Built In [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Industry VoicesBuilding ethical algorithms to confront biases: Lessons from Aotearoa New Zealand - FierceHealthcare [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- How Intel Employees Volunteered Their Data Science Expertise To Help Costa Rica Save Lives During the Pandemic - CSRwire.com [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Learn About Innovations in Data Science and Analytic Automation on an Upcoming Episode of the Advancements Series - Yahoo Finance [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Symposium aimed at leveraging the power of data science for promoting diversity - Penn State News [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Rochester to advance research in biological imaging through new grant - University of Rochester [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- SoftBank Joins Initiative to Train Diverse Talent in Data Science and AI - Entrepreneur [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Participating in SoftBank/ Correlation One Initiative - Miami - City of Miami [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Increasing Access to Care with the Help of Big Data | Research Blog - Duke Today [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Heres how Data Science & Business Analytics expertise can put you on the career expressway - Times of India [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Yelp data shows almost half a million new businesses opened during the pandemic - CNBC [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Postdoctoral Position in Transient and Multi-messenger Astronomy Data Science in Greenbelt, MD for University of MD Baltimore County/CRESST II -... [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Gartner: AI and data science to drive investment decisions rather than "gut feel" by mid-decade - TechRepublic [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Jupyter has revolutionized data science, and it started with a chance meeting between two students - TechRepublic [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Working at the intersection of data science and public policy | Penn Today - Penn Today [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- The Future of AI: Careers in Machine Learning - Southern New Hampshire University [Last Updated On: April 4th, 2021] [Originally Added On: April 4th, 2021]
- SMU meets the opportunities of the data-driven world with cutting-edge research and data science programs - The Dallas Morning News [Last Updated On: April 4th, 2021] [Originally Added On: April 4th, 2021]
- Data, Science, and Journalism in the Age of COVID - Pulitzer Center on Crisis Reporting [Last Updated On: April 4th, 2021] [Originally Added On: April 4th, 2021]
- Time to insight over precision - Tableau brings data science to business users - Diginomica [Last Updated On: April 4th, 2021] [Originally Added On: April 4th, 2021]