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The Art of Data Science [Wix Engineering Podcast]
Manage episode 302316648 series 2970006
المحتوى المقدم من PI Media. يتم تحميل جميع محتويات البودكاست بما في ذلك الحلقات والرسومات وأوصاف البودكاست وتقديمها مباشرة بواسطة PI Media أو شريك منصة البودكاست الخاص بهم. إذا كنت تعتقد أن شخصًا ما يستخدم عملك المحمي بحقوق الطبع والنشر دون إذنك، فيمكنك اتباع العملية الموضحة هنا https://ar.player.fm/legal.
All data science projects are composed of the algorithm (model) and the data. While data scientists are natively focused on math and models, experience is showing them that for a data science project to succeed in real life, much more than a deep understanding of math is needed.
Gilad and Noa will take us through the journey their team went on in transforming from working with a model-centric to a data-centric approach.
In this episode of the Wix Engineering Podcast: how a data science team upgraded their AI by refocusing, changing their priorities, and creating a new workflow focusing on data.
…
continue reading
Gilad and Noa will take us through the journey their team went on in transforming from working with a model-centric to a data-centric approach.
In this episode of the Wix Engineering Podcast: how a data science team upgraded their AI by refocusing, changing their priorities, and creating a new workflow focusing on data.
24 حلقات
Manage episode 302316648 series 2970006
المحتوى المقدم من PI Media. يتم تحميل جميع محتويات البودكاست بما في ذلك الحلقات والرسومات وأوصاف البودكاست وتقديمها مباشرة بواسطة PI Media أو شريك منصة البودكاست الخاص بهم. إذا كنت تعتقد أن شخصًا ما يستخدم عملك المحمي بحقوق الطبع والنشر دون إذنك، فيمكنك اتباع العملية الموضحة هنا https://ar.player.fm/legal.
All data science projects are composed of the algorithm (model) and the data. While data scientists are natively focused on math and models, experience is showing them that for a data science project to succeed in real life, much more than a deep understanding of math is needed.
Gilad and Noa will take us through the journey their team went on in transforming from working with a model-centric to a data-centric approach.
In this episode of the Wix Engineering Podcast: how a data science team upgraded their AI by refocusing, changing their priorities, and creating a new workflow focusing on data.
…
continue reading
Gilad and Noa will take us through the journey their team went on in transforming from working with a model-centric to a data-centric approach.
In this episode of the Wix Engineering Podcast: how a data science team upgraded their AI by refocusing, changing their priorities, and creating a new workflow focusing on data.
24 حلقات
كل الحلقات
×1 Wix Engineering TechTalk, E03: Data Modeling [Wix Engineering Podcast] 17:41
17:41
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17:41In the fast-paced world of software development, it’s important to stop our daily coding processes (just for a while!), clear our minds, and take a deep-dive into more advanced engineering topics and challenges - in areas such as microservices, scale, deployment and monitoring. So let’s do just that! Join Avi Mualem and Oded Apel in this 3-part talk, as they share professional insights and take you into their own experiences and lessons learned from many years of experimenting, learning and practice. In this episode, Avi and Oded talk about Data Modeling - how to choose the correct storage technology and model your data correctly.…
1 Wix Engineering TechTalk, E02: Microservices [Wix Engineering Podcast] 47:56
47:56
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47:56In the fast-paced world of software development, it’s important to stop our daily coding processes (just for a while!), clear our minds, and take a deep-dive into more advanced engineering topics and challenges - in areas such as microservices, scale, deployment and monitoring. So let’s do just that! Join Avi Mualem and Oded Apel in this 3-part talk, as they share professional insights and take you into their own experiences and lessons learned from many years of experimenting, learning and practice. In this episode, Avi and Oded talk about the benefits and challenges of using microservices architecture in your organization.…
1 Wix Engineering TechTalk, E01: Intro & API First [Wix Engineering Podcast] 32:20
32:20
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32:20In the fast-paced world of software development, it’s important to stop our daily coding processes (just for a while!), clear our minds, and take a deep-dive into more advanced engineering topics and challenges - in areas such as microservices, scale, deployment and monitoring. Join Wix Engineering's Avi Mualem and Oded Apel in this new 3-part talk, as they share professional insights and take you into their own experiences and lessons learned from many years of experimenting, learning and practice. In this first part, “Software Design & APIs First”, Avi and Oded talk about the right way of implementing an “API first” approach in your organization and the challenges it presents.…
1 Should You Build Modular Software? [Wix Engineering Podcast] 18:56
18:56
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18:56Most developers work on large code repositories--files with thousands upon thousands of lines of code which reference, call and stack on top of one another to create a crazy complex final product. But you can also break a codebase into small, component parts that can be addressed individually, rearranged and swapped in and out as you’d like. We call this “modular.” Is it the best way to code your software?…
1 Be The Best At What You Do: Learning, Growth and Communities [Wix Engineering Podcast] 17:14
17:14
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17:14It took time for Kent Dodds to not just build a following, but to develop a voice -- a unique perspective that people wanted to hear in the dev community. How did he do it? And how can you become the kind of person that other developers want to listen to?
1 Why You Might Need a Design System [Wix Engineering Podcast] 17:08
17:08
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17:08Over 600 changes are being pushed daily to Wix's codebase. How can we make sure that Wix still feels like Wix while maintaining our development velocity? The answer is “Design Systems”. Listen to Asaf Yonay and Liron Cohen explain more on organizing order out of chaos.
1 FinOps to The Rescue: When Costs, Engineering and Cloud Clash [Wix Engineering Podcast] 22:22
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22:22Every company, and everyone, uses the cloud. We use it because it’s easy, fast and cost effective. But, a lot of the time, we use it in a sub-optimal way. We could be doing better. Listen to Dvir Mizrahi tell the story of FinOps - developing a smarter and better financial engineering culture.
1 Should You Build Using Internal Open Source? [Wix Engineering Podcast] 18:07
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18:07When Wix needed a company-wide toolkit, the front-end infrastructure team decided to build it openly, letting developers around the company participate in its development, similar to the way the open source works. Hundreds took up the task. Was it chaos, or a new and better way of developing software? Listen to the full story with Ran Yitzhaki.…
1 The Art of Data Science [Wix Engineering Podcast] 18:54
18:54
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18:54All data science projects are composed of the algorithm (model) and the data. While data scientists are natively focused on math and models, experience is showing them that for a data science project to succeed in real life, much more than a deep understanding of math is needed. Gilad and Noa will take us through the journey their team went on in transforming from working with a model-centric to a data-centric approach. In this episode of the Wix Engineering Podcast: how a data science team upgraded their AI by refocusing, changing their priorities, and creating a new workflow focusing on data.…
1 Coding with the CEO [Wix Engineering Podcast] 21:40
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21:40Is good enough good enough? For years Wix engineers were building fine services, but as systems became more complex, it was taking too long to do it. The code was clean, but it took thousands of lines for each service. It was inefficient, so Wix’s CEO & Co-Founder, Avishai Abrahami, decided to step in. He set up weekly, hands-on, coding sessions with his best developers, to chart a new path. The goal that he set for Engineering was that a project that took months before would take days now, every program with 10,000 lines of code would now be 100. Listen to this unique story, its challenges and impact You can also read the full transcript of this episode here: https://www.wix.engineering/post/coding-with-the-ceo-e14-full-transcript…
How do you get all the divisions, teams, employees and projects in a company to follow a single rule? You can email everyone, but good luck getting them to read it. You can talk to everybody individually, if you have unlimited free time on your hands. Last year, Roy Sommer and his team members decided they needed a better way. So they founded CI Police. You can also read the full transcript of this episode here: https://www.wix.engineering/post/ci-police-e13-full-transcript…
1 [Wix Engineering Podcast] Platformization 28:44
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28:44Platformization is technical, high-level work. But that doesn’t mean any talented developer can learn it like they would, say, a programming language. In fact, this kind of work is hardly about the technical details at all. When Dan Bar Shalom joined Wix, he became the second member of a two-man team. Together with his colleague Itai Chejanovsky, he had to organize an entire company of developers to work towards one, common goal - unifying code. This was not so much a job for a technician, but a distinctly human endeavor. It was about listening to developers, making their lives easier, and helping them work better together. In this episode, we’ll learn what it’s like to work in platformization. But more so than that, we’ll learn how to work with developers. Platformization may be a niche line of work, but getting people to work together is crucial to any team, and any company. You can also read the full transcript of this episode here: https://www.wix.engineering/post/platformization-e12-full-transcript…
1 [Wix Engineering Podcast] QA Hundreds of Miles Away 26:47
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26:47Yevheniia Hlovatska and Kateryna Chernikova are part of a QA team that was working remotely long before the pandemic. They collaborated across distances, in a lot of the new ways and using a lot of the new tools we’re using now, as part of our Covid-19 routine. They did it not because they had to, but because they wanted to. Because it made them work better. You can also read the full transcript of this episode here: https://www.wix.engineering/post/qa-hundreds-of-miles-away-e11-full-transcript…
1 [Wix Engineering Podcast] Performance, Bundles and Headaches: Optimizing Your Code 21:04
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21:04When members of his analytics team began noticing long load times in the Wix Dashboard, originally, Eyal Eizenberg wasn’t quite sure why. When taking a closer look at the code he realized what was wrong: a progress bar--a minor, largely superficial feature that happened to be weighing down the entire app. Turns out Eyal’s problem is common to all web developers (even those who don’t realize it). In this episode, we’ll talk with Eyal and Addy Osmani--Engineering Manager at Google--to learn how developers optimize their code and avoid major headaches. You can also read the full transcript of this episode here: https://www.wix.engineering/post/performance-bundles-and-headaches-optimizing-your-e10-full-transcript…
1 [Wix Engineering Podcast] The Race for Black Friday 25:40
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25:40For consumers, Black Friday is a convenient time to get a good deal. For developers, it is a tsunami ready to take down everything in its path. Every year, on the Friday after Thanksgiving, traffic to online shopping sites spikes three, four, five times over. Websites built to accommodate a certain amount of demand can easily be overwhelmed by a stampede of customers they don’t see at any other time of the year. How, then, is it possible to avoid system breakdowns? Jonathan Ginzburg, Head of Production at Wix, has one solution: break them down yourself. In this episode, we follow Jonathan, Shahar Zur and Fabio Furiosi as they conduct a multi-continental test of just how far they can push their system in production. You can also read the full transcript of this episode here: https://www.wix.engineering/post/the-race-for-black-friday-e09-full-transcript…
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