Data Science with Grace Huang

FromThe Women in Tech Show: A Technical Podcast

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Data Science with Grace Huang

FromThe Women in Tech Show: A Technical Podcast

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Length:

20 minutes

Released:

Aug 29, 2017

Format:

Podcast episode

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What is Data Science? What is the difference between Data Science and Machine Learning? In this episode, Grace Huang, Data Science Manager at Pinterest answers these questions. We talked about complex data sets and building a recommendation system at Pinterest. Grace explained the core algorithms used in a recommendation system and the role of embeddings on this.

Released:

Aug 29, 2017

Format:

Podcast episode

Titles in the series (100)

A podcast about what we work on, not what it feels like to be a woman in tech. Hosted by Edaena Salinas, Software Engineer at Microsoft. Website: wit.fm

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Research in Tech with Jessica Su: Jessica co-authored “The Effect of Recommendations on Network Structure” while at Twitter and is currently a PhD student in Computer Science at Stanford University. We talked about doing research in the industry and academia, the state of recommendation systems and their implications, and also about careers and technical interviews. I hope you like this episode. by The Women in Tech Show: A Technical Podcast
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Think Fast: Web Performance and UX with Tammy Everts: Tammy Everts is Director of Research and Content at Soasta. Tammy has over 20 years of experience researching the relation between Human Behavior, User Experience, Web Performance and Business Metrics. We talked about what the panorama was like 20 years ago and how it has been changing through the decades. Tammy also talked about biological and neurological reasons that can explain how we interact with machines and how this relates to Web Performance. In addition, we explored topics around the use of machine learning to get different insights from performance metrics, areas of opportunities with third party scripts and the future of mobile web. by The Women in Tech Show: A Technical Podcast
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From Intern to Corporate Vice President at Microsoft with Joy Chik: Joy Chik is a Corporate Vice President at Microsoft on Cloud and Enterprise. We talked about her career journey that started as an intern at Microsoft in the 90s and how she has kept a growth mindset throughout those years. Joy also explains what a path to leadership looks like and the challenges involved once you are in a leadership position. by The Women in Tech Show: A Technical Podcast
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Hacking for Good with Vidya Srinivasan: Vidya Srinivasan is a classical singer since she was 3 years old and has been translating ideas into action at Microsoft as a Technical Program Manager. She is a tech-for-good hacker and has won several awards hacking including the Microsoft global hackathon for the past two years. We had some interesting conversations about hackathon projects, diversity in tech, program management, career strategy and Grace Hopper. by The Women in Tech Show: A Technical Podcast
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Building Products with Bri Connelly: Bri Connelly is a driven engineer, product manager and entrepreneur. While at college, she participated in the IBM Watson University competition along with other students and developed an app that makes social services more accessible to people. We talked about this, and also about entrepreneurship, software engineering, product managment and Gboard, Google's latest keyboard. by The Women in Tech Show: A Technical Podcast
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Mobile First at Zillow with Rebekah Bastian: Rebekah Bastian talks about the current state of mobile and developing for mobile web vs native apps. Rebekah is a VP at Zillow and has been successfully driving the execution of products. She got an early start on mobile and also saw the potential for building effective experiences in this platform. We also talked about measuring engagement in mobile, her hobbies, volunteering opportunities, and about her blog post titled “Why I’m not a Woman in Tech”. by The Women in Tech Show: A Technical Podcast
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Halo: Storytelling in Video Games with Kiki Wolfkill: Kiki Wolfkill is Studio Head at Halo Transmedia in 343 industries. Kiki loves storytelling since she was young and we had an interesting conversation on the process of developing a story line for Halo, one of the most successful video games of all time. Kiki also explained how the Halo Universe has expanded to other platforms such as novels, comic books, toys and the challenges of maintaining a consistent story and deciding what to explore in each platform. We also talked about the involvement of fans in Halo and how that affects the video gaming industry. Video games have become more sophisticated and the reasons why Halo is so popular is because of its rich story line, so it was very interesting to learn how this is tied with the other areas involved in video game development. by The Women in Tech Show: A Technical Podcast
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The Importance of Mentorship with Cynthia Tee: Cynthia Tee is Executive director at Ada Developers Academy. For 20 years, Cynthia worked at Microsoft leading diverse products and during this time she also served as a mentor for many women. We talked about the ways in which she has helped other women grow in their careers and her work at the Ada Developers Academy. The Ada Developers Academy is a tuition-free program in Seattle where women can become Software Developers and get work experience. We also talked about her perspective on staying at a company for 20 years and how she would approach her career if she was starting it in 2016. by The Women in Tech Show: A Technical Podcast
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Finding a Path with Mentors with Marrissa Hellesen: Today’s episode is a bit more on the career development and mentorship side. I had the opportunity to speak with Marrissa Hellesen and we talked about the time when she went from being in a gifted program to taking several jobs through her teenage years while not being enrolled in a high school. As she struggled to get her life back on track for a better future, she emphasized on the importance of mentors in her life. Marrissa has been a volunteer, educator, and mentor and she’s currently a Software Engineer at Microsoft. I hope you like this episode. by The Women in Tech Show: A Technical Podcast
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Making a Better World Through Code with Maria Naggaga: Maria Naggaga is on a mission to make a better world through code. She is actively involved in projects to help the community, and this is one of the reasons of why she is in technology. We talked about the diverse projects she has worked on, and also about her work as a Technical Evangelist at Microsoft. Maria enjoys building projects, using ASP.NET, contributing to open source, expressing herself artistically and is currently a Program Manager at Microsoft. by The Women in Tech Show: A Technical Podcast
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Machine Learning in the Medical Field with Evelina Gabasova: Evelina Gabasova is developing machine learning models and mathematical models for cancer research. She is currently a postdoctoral researcher at The University of Cambridge. We talked about how to apply machine learning models in the medical field and the state of AI. Evelina also gave an insight into the types of problems that are being tackled with machine learning and some of the implications on having access to medical data. by The Women in Tech Show: A Technical Podcast
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Leveling Up: A Career in Video Games with Katie Stone Perez: Katie Stone Perez is a Senior Program Manager at the Independent Developer Xbox Team. Katie comes from a background in Psychology and we talked about the interesting perspective that this brings to building a team and how to approach product development in the gaming industry. We also talked about independent game developers and how these are changing the gaming industry by creating very unique games that have contributed to engaging a more diverse community. One interesting example is a video game called “I hope” where you are battling cancer. We also explored topics around career development and initiatives to bring more diversity to the gaming industry. by The Women in Tech Show: A Technical Podcast
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From Scientist to Software Developer with Blithe Rocher: Blithe Rocher graduated from a PhD in Physical Chemistry and went from being a Scientist to a Software Developer. In this episode we talk about this career switch and the steps she took to get immersed in the field. I liked this conversation a lot because I think these aspects also apply to people that are already working in the tech industry and they are looking at working in a different area of technology. We also talked about her work on APIs for the Hilary Clinton campaign website among other interesting projects. by The Women in Tech Show: A Technical Podcast
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Cloud Computing with Cornelia Davis: What is cloud computing? Is this about where we compute or how we compute? Cornelia Davis, Sr. Director of Technology at Pivotal answers these questions. Cornelia also explains the fundamental patterns in cloud computing as they emerge when a service grows from 1000 users to millions. We also talked about the potential end of cloud computing. by The Women in Tech Show: A Technical Podcast
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About Design: Tabitha Yong – Khan Academy Product Designer: Tabitha Yong is a Senior Product Designer at Khan Academy. Tabitha studied graphic design at the Rhode Island School of Design, and we talked about what graphic design is, and how it is affecting technology. Tabitha also gave an insight on how products are developed at Apple and Khan Academy, the technologies she uses, and her workflow as a designer. I really enjoyed this conversation and hope that you will too. by The Women in Tech Show: A Technical Podcast
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Becoming a Better Programmer with Sonali Sridhar: Sonali Sridhar is Co-Founder of The Recurse Center, a free three month educational retreat for new and experienced programmers. Sonali talks about building a successful learning organization for programmers and how to establish and maintain a diverse environment through a set of lightweight social rules. She also explained what people work on while they are at The Recurse Center and strategies to become a better programmer. The Recurse Center is a very unique experience because it is not a boot camp and there is no curriculum, programmers build their own path to learning. by The Women in Tech Show: A Technical Podcast
20 min listen
Microservice Architecture with Michele Titolo: Michele Titolo is a Lead Software Developer at Capital One. Michele has built microservices at Capital One which is a Bank in the United States. We talked about the increasing popularity of microservices, what they are, and the value that they add to an organization. Michele also gave an insight on her experience developing microservices and good practices. We also talked about mobile app development and how it has been evolving. by The Women in Tech Show: A Technical Podcast
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Grace Hopper Celebration – Part 1: The Grace Hopper Celebration of Women in Computing is the world’s largest gathering of women technologists. It is organized every year by the Anita Borg Institute and this year there were 15,000 attendees. In this episode I talked to three attendees, Sundas Khalid, Chih-yu Chao, and John Kingsly. Sundas is a first time attendee, Chih-yu is a returning attendee, and John is one of the male attendees. by The Women in Tech Show: A Technical Podcast
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Diversity Throughout the Decades with Andrea Taylor: Andrea comes from an interesting background as when she was very young witnessed Dr. Martin Luther King Jr.'s speech on the National Mall.This event had a positive impact in her life, and we talked about the role that having a background in civil rights has played throughout her various positions in her career including at Microsoft. Andrea gave an insight to her trajectory and the motivation for deciding to lead the Birmingham Civil Rights Institute and work preserving the history of the united states and the civil rights movement. Andrea also explained the initiatives that she worked on at Microsoft to make technology accessible to underprivileged people. We also talked about diversity and the types of activities that can help improve it in the technology field. by The Women in Tech Show: A Technical Podcast
20 min listen
Grace Hopper Celebration – Part 2: Two speakers and one volunteer at The Grace Hopper Celebration share their experiences at the Conference. Liz Hill was a speaker at the student opportunity lab, where she spoke about how to interview teams as you are going through the interview process. Bushra was a speaker twice and shared advice on what makes a talk good, and how to improve your talk so that it gets a high interest factor. Sahana was a volunteer on Open Source Day and talked the projects that attendees worked on, and the importance of participating at the hackathon. by The Women in Tech Show: A Technical Podcast
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Women Who Code with Alaina Percival: Alaina Percival is the CEO of Women Who Code. Women Who Code is a non-profit global organization dedicated to inspiring women to excel in technology careers. Alaina explained how Women Who Code grew from a meetup group to a global organization that has connected over 80,000 women. We also talked about building an organization that focuses on women that already have careers in technology and engineering and why this is important. Alaina also explained how being accepted to Y Combinator in 2016 has helped Women Who Code. by The Women in Tech Show: A Technical Podcast
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Retaining Women in Tech with Rosario Robinson from The Anita Borg Institute: Rosario is a Director at The Anita Borg Institute. Our conversation explored the experiences that led her to get involved in communities that improve the careers of Women in Technology. We also talked about how she works closely with businesses to make sure they have inclusive environments to retain women in tech, and the role of men in helping with this effort. Rosario also explained the benefits of being a part of communities from The Anita Borg Institute as well as volunteering opportunities and The Grace Hopper Conference. by The Women in Tech Show: A Technical Podcast
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Test Automation with Angie Jones: Test Automation is an essential component of the Software Development process. Angie Jones, Consulting Automation Engineer at Lexis Nexis, explains what Test Automation is and the process of collaboration across teams. by The Women in Tech Show: A Technical Podcast
20 min listen
Making Art with Code with Emily Xie: Emily Xie is a Software Engineer and Artist-In-Residence at Pioneer Works. Emily is currently making art with code, and this was a fun episode because we talked about seeing coding as a craft compared to as an art. We also explored topics around the creative process involved in coding as well as the art projects she has worked on and what technologies she uses for these. by The Women in Tech Show: A Technical Podcast
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Wearables with Asta Roseway: Asta Roseway is Research Designer at Microsoft Research. She designs wearables that are intuitive, engaging, and beautiful. We talked about DuoSkin, a wearable that looks like a beautiful metallic tattoo and its capabilities. We also talked about the intersection between health, wearables, technology and fashion, and where this is headed. by The Women in Tech Show: A Technical Podcast
20 min listen
AI that Thinks in Pictures with Maithilee Kunda: Maithilee Kunda was named one of MIT's innovators and visionaries under 35 for her work on an innovative approach to Artificial Intelligence. We talked about incorporating aspects or characteristics seen in people from the Autism Spectrum to Artificial Intelligence and the different perspective this brings to solving problems in the realm of AI. We discussed the experiments that she has conducted as well as the results. We also talked about the role of Machine Learning in AI, and possible applications of her research. Maithilee is currently a Researcher and Assistant Professor of Computer Science and Computer Engineering at Vanderbilt University. by The Women in Tech Show: A Technical Podcast
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A Year of Code with Jackie Luo: Jackie Luo is a Software Engineer at Nylas and Student at Columbia University. In this episode I talked to Jackie about how she, with little experience and exposure to coding, took on the challenge of writing code frequently, committing to github daily. We talked about the types of projects she worked on and what she learned with each experience, and also about putting school on hold, as she took a leave from Columbia to start a full-time Software Engineering role in the bay area. Jackie is a very driven person, and I learned a lot from talking to her and I hope you will too. by The Women in Tech Show: A Technical Podcast
20 min listen
Taking Initiative at Microsoft with Katharine Holdsworth: Katharine Holdsworth has been a Program Manager at Microsoft for 13 years and she is currently part of the Windows Insiders team. We talked about her experiences at Microsoft, the Windows Insiders program and about Program Management. Katharine also gave her advice on career growth and getting involved in speaking at technical conferences. We also talked about the "Meet our Leaders" speakers series that she started at Microsoft along with other women, and how this is helping the community at Microsoft. by The Women in Tech Show: A Technical Podcast
20 min listen
Secure Programming with Jean Yang: Security vulnerabilities are an important concern in systems. When we specify that we want certain information hidden for example our phone number or our date of birth, we expect the system to hide the information. However, this doesn’t always happen due to human error in the code because programmers have to write checks and filters across the program. In this episode Jean Yang, Assistant professor at the Computer Science Department in Carnegie Mellon, presents Jeeves, a language that allows programmers to specify security policies more intuitively making it harder to leak information that is meant to be protected. Jean explained how Jeeves was implemented and how it can be used. We also talked about what it takes to bring research concepts from academia to the industry. Jean was also named one of the 35 innovators under 35 by MIT Technology Review. by The Women in Tech Show: A Technical Podcast
20 min listen
Launching a Tech Company with Andrea Goulet: Andrea Goulet is the CEO and Co-founder at Corgibytes. When Andrea was 24 years old, she started a consultancy where she worked with some of the world’s largest brands. We talked about how she leveraged that experience to lead Corgibytes, a company focused on continuously improving codebases through software remodeling. Andrea also explained the process of working with legacy code, and the community she built around it called Legacy Code Rocks. We also explored topics on building inclusive environments in tech and her personal experiences in the field. I really enjoyed this episode because Andrea shares the path to starting Corgibytes as well as the early exposure she had to the world of computers when she was a kid. Show Notes: Legacy Code Rocks! Code: Debugging the Gender Gap Purple Cow by Seth Godin by The Women in Tech Show: A Technical Podcast
20 min listen

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Building data engineering teams from scratch & transitioning to a full-scale data function w/ Colleen Tartow #160: As the Field CTO & Head of Strategy @ VAST Data, Colleen Tartow, Ph.D., has a vast resume of building data engineering teams from scratch and beyond. Colleen discusses the necessary components for developing new or reorienting existing data programs, strategies for effective communication & collaboration between data & eng functions, the implications of AI technology on data engineering, and integrating cross-functional partners into the data eng planning process & road map. Plus Colleen shares about building the hiring process for data eng functions, when the “data engineering” term or role didn’t exist yet, and how you can apply that to other emerging or undefined functions! by The Engineering Leadership Podcast
43 min listen
How Explainable AI is Critical to Building Responsible AI // Krishna Gade MLOps // Meetup #53 by MLOps.community
57 min listen
S6E18: Etsy Data Engineering Director Shares Her Experience of Inclusion in Tech: Jenn Clevenger is Etsy's Data Engineering Director. In this role, she leads engineering teams in charge of Big Data platforms, Business insights infrastructure and Data Integrations. These teams provide data products and services to internal... by Learn to Code With Me
38 min listen
Database MASTER CLASS - How To Create And Maintain Relationships That Win - NC011: This episode is truly a master class. Garrett and Matt dive deep into how to build a database, what systems might work for you and how to take ACTION with that database. If you are looking to grow your business, optimizing your database is a must.... by The Ninja Selling Podcast
48 min listen
14 West's Grace Epperson on using data to improve customer experience: On this episode of The Data Chief, Cindi is joined by Grace Epperson, the Chief Analytics Officer at 14 West, an Agora Company. They discuss what Grace's learned in that role, and how her and her team’s mindsets have evolved over the years. Grace also shares her take on why a liberal arts education is valuable in technology industries, plus how data can help marketers create personalized and impactful customer experiences. Key Takeaways: Include your customers in the design process. Changing the design process to be consultative, collaborative, and more of a conversation with the customer ensures that the end result meets their needs. Such a minor mindset shift can lead to exceptional results. Critical thinking matters. In such a rapidly changing field as marketing, being able to intuitively bridge the gap between knowledge and expertise has become an even more valuable skill. With some simple tips, you can cultiva by The Data Chief
41 min listen
Kraft Heinz’s Serena Huang on Retaining Top Talent with People Analytics: Serena Huang, Global Head of People Analytics at Kraft Heinz Company explains how companies are using data and analytics to measure employee success and wellbeing during COVID-19 and beyond. by The Data Chief
42 min listen
The Democratization of Understanding| Mahan Tavakoli | 529: How Generative AI can improve the flow of data and improve understanding. by Leveraging Thought Leadership
37 min listen
SBA 247: Haystack and Metadata Fundamentals with John Petze: What is data? How does data work? And why do we need a semantic data model? These are just a few of the questions we tackle in our conversation with John Petze from Haystack. In this episode, we explore the purpose of data, how and why... by The Smart Buildings Academy Podcast | Teaching You Building Automation, Systems Integration, and Information Technology
65 min listen
4112: Responsible AI - Integrating Integrity by Moneycontrol Podcast
11 min listen
Exploring The Nuances Of Building An Intential Data Culture: The ecosystem for data professionals has matured to the point that there are a large and growing number of distinct roles. With the scope and importance of data steadily increasing it is important for organizations to ensure that everyone is aligned and operating in a positive environment. To help facilitate the nascent conversation about what constitutes an effective and productive data culture, the team at Data Council have dedicated an entire conference track to the subject. In this episode Pete Soderling and Maggie Hays join the show to explore this topic and their experience preparing for the upcoming conference. by Data Engineering Podcast
46 min listen
Trifacta with Joe Hellerstein: If you haven’t encountered a data quality problem, then you haven’t yet worked on a large enough project. Invariably, a gap exists between the state of raw data and what an analyst or machine learning engineer needs to solve their problem. by Data Archives - Software Engineering Daily
41 min listen
On Unleashing Strategy Execution | Brett Knowles, Executive Partner at PM2 Consulting by Dreams with Deadlines
51 min listen
Bridging the Data Science Gap - Why Subject-Matter Experts Matter: For business leaders who are thinking about integrating AI into their company or who are just in the very beginning of that journey, this may be a useful episode of the podcast. Many times, people think that finding the right talent is the biggest... by The AI in Business Podcast
23 min listen
#98 Interpretable Machine Learning by DataFramed
51 min listen
Richa Sachdev: The Whole Enterprise Plays a Role in Making ML Ethical by The Business of Data Podcast
28 min listen
Move beyond measurement & inspire developer productivity w/ Laura Tacho #162: Laura Tacho, CTO @ DX, joins us to discuss why changing what you measure doesn’t necessarily lead to improved productivity (and what to do about it)! How to define and measure productivity in your eng org is one of the hottest topics for eng leaders… We cover best practices for identifying what productivity looks like in your org, what motivates your team to reach those goals, how to harness behavioral psychology, and antipatterns to avoid when you focus on productivity. Plus Laura shares some of her favorite practices to identify your skill gaps, and how define what success looks like for yourself and your teams on your productivity journey. by The Engineering Leadership Podcast
41 min listen
Deciphering Data Architectures with James Serra by Insights Tomorrow
32 min listen
Data Governance with Jessi Ashdown and Uri Gilad: Hosts Stephanie Wong and Priyanka Vergadia learn about data governance this week in an interesting chat with Jessi Ashdown and Uri Gilad. by Google Cloud Platform Podcast
45 min listen
Building Data Science Practice - Andrey Shtylenko by DataTalks.Club
50 min listen
Building Data Science Practice - Andrey Shtylenko by DataTalks.Club
50 min listen
Machine Learning Bias and Fairness with Timnit Gebru and Margaret Mitchell: Timnit Gebru and Margaret Mitchell discuss machine learning bias and fairness. by Google Cloud Platform Podcast
43 min listen
Organizational Models for Data Scientists: When data science is hard, sometimes it’s because… by Linear Digressions
23 min listen
64. David Krueger - Managing the incentives of AI by Towards Data Science
51 min listen

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Data Science with Grace Huang

Data Science with Grace Huang

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