๐ก "Generous, high fidelity communication is the key to a safe, effective team" - @Denise Yu, Engineering Manager Hypha Worker Co-operative.
Explore why one might be feeling unheard at the end of some conversations, and the tools to engage with colleagues in order to facilitate better conversations: https://bit.ly/3s2OaM5
#Teamwork #QConPlus #SoftwareDevelopment #SoftwareArchitecture #SoftwareEngineering #SoftwareConference #TechConference
A guide on how to grow your career as a developer by participating in software conferences, speaking at community events, contributing to open source, and organizing events and communities:
https://www.infoq.com/presentations/successful-staff-plus-engineer/
#qcon #qconferences #qconlondon #qconplus #infoq #StaffPlus #StaffPlusEngineer #StaffEngineer
๐๐ผ Building #ML solutions from scratch are challenging because of a variety of reasons: the long development cycles of writing low-level #machinelearning code and the fast pace of state-of-the-art ML methods to name a few.
๐ฃ Shreya Rajpal, Founding Engineer Predibase, covers declarative ML systems, and how they address key issues that help shorten the time taken to bring ML models to production: https://bit.ly/3F9v3TC
#QConPlus #SoftwareDevelopment #EmergingTrends #Tech #SoftwareArchitecture
Building ML solutions from scratch is challenging because of a variety of reasons: the long development cycles of writing low level machine learning code and the fast pace of state-of-the-art ML methods to name a few. On the other hand, solutions that automate the ML model development process are often opaque and hard to iterate on, resulting in users churning out. In this talk Iโll cover declarative ML systems, and how they address key issues that help shorten the time taken to bring ML models to production.
๐ญ Fresh #data beats stale data for #machinelearning applications!
๐๐ผ Chip Huyen, Co-founder Claypot AI, discusses the value of fresh data as well as different types of architecture and challenges of online predictions.
Now at #QConPlus - "Real-Time Machine Learning: Architecture and Challenges": https://bit.ly/3Bf3tU0
#SoftwareDevelopment #EmergingTrends #Tech #SoftwareArchitecture
Live now at #QConPlus, Mark Saroufim, Applied AI Engineer at Meta, shares the tools on how to deploy #PyTorch in production internally at Meta and recommends externally for easy #MLops that can scale to hundreds of machines: https://bit.ly/3VIFt3Q
#SoftwareDevelopment #EmergingTrends #Tech #SoftwareArchitecture
In this talk weโll go over tools and techniques to deploy PyTorch in production. The PyTorch organization maintains and supports open source tools for efficient inference like pytorch/serve, job management pytorch/torchx and streaming datasets like pytorch/data. This talk will give an overview of the tools we use both internally at Meta and recommend externally for easy MLops that can scale to hundreds of machines.
"#Ray: The Next Generation Compute Runtime for #ML Applications" ๐ Zhe Zhang, Head of Open Source Engineering at Anyscale compute, shares now at #QConPlus the basic #API and architectural concepts of Ray, as well as diving deeper into some of its innovative ML use cases: https://bit.ly/3iDgOyJ
#SoftwareDevelopment #EmergingTrends #Tech #SoftwareArchitecture
Ray is an open source project that makes it simple to scale any compute-intensive Python workload. Industry leaders like Uber, Shopify, Spotify are building their next generation ML platforms on top of Ray. Ray is equipped with a powerful distributed scheduling mechanism which launches stateful Actors and stateless Tasks in a much more granular and lightweight fashion than existing frameworks. Meanwhile it also has an embedded distributed in-memory object store to drastically reduce data exchange overhead.
๐๐ผ One of the most important decisions in building an SRE practice is what kind of work should be assigned to the SRE team, and in what percentages.
๐ฃ Sasha Rosenbaum, Director of the Cloud Services Black Belt Team at Red Hat shares how Red Hat ships #OpenShift both as a product and as a service, which can make it extra difficult to draw the lines between feature development and toil automation work.
Now at #QConPlus: https://bit.ly/3uvgwNm
One of the most important decisions in building an SRE practice is what kind of work should be assigned to the SRE team, and in what percentages. At Red Hat, we ship OpenShift both as a product and as a service, which can make it extra difficult to draw the lines between feature development and toil automation work. In addition, we face the usual SRE struggle between striving for toil minimization and unintentionally devaluing Ops-type work. In this talk, we will discuss the evolution from shipping products to running services, and what we've learned while trying different approaches.
๐ก The last two years created a massive discontinuity in how we work, and now the debate rages: are we going back to the way things were, or investing to move forward?
๐ฃ Brian Elliott, Executive Leader, Future Forum & SVP at Slack | Author, How the Future Works, now live at #QConPlus on - "The Future of Work: How Flexibility Unlocks Potential for People and Organizations": https://bit.ly/3XWKhUN
#HybridWork #RemoteWork #SoftwareDevelopment #EmergingTrends #Tech #SoftwareArchitecture
The last two years created a massive discontinuity in how we work, and now the debate rages: are we going back to the way things were, or investing to move forward? For many, the era of toiling nine-to-five, five-days-a-week in the office is being replaced by a better way โ flexible work. But achieving true flexibility -- not only in where but critically when people work -- requires overcoming decades of habits and conventional wisdom built up around โthe right way to workโ based on 9-to-5 days full of meetings in office buildings.
"In Infrastructure as #Code: Past, Present, Future, weโll discuss why and how #IaC came about, where it has gone, and where it is going. Weโll look at some of the challenges (and solutions) that weโve experienced and how this shapes the future of IaC. After this talk, we'll all be informed and ready to choose the right IaC solution now and for new projects." - Joe Duffy, Founder and CEO Pulumi.
#QConPlus #SoftwareDevelopment #EmergingTrends #Tech #SoftwareArchitecture
Infrastructure as code enables us to automate and manage all sorts of infrastructure, from on-premises virtual machines to cloud resources, and everything in between. Using code, we can codify definitions and processes, rather than performing them manually, ensuring repeatability, scalability, and many of those other "-ilities" we know so well in the software industry.
๐๐ผ An epic quest into #sociotechnical thinking, exploring ways #SREs can impact #reliability at a scale beyond the bits and bytes that got us this far, by Amy Tobey, Senior Principal Engineer and SRE practice Leader Equinix: https://bit.ly/3Y4KV2k
#QConPlus #SoftwareDevelopment #EmergingTrends #Tech #SoftwareArchitecture
The containers are deployed and the builds are green. Yaml flows through the system, linted, reviewed, tested, and shipped with ease and regularity. Our intrepid SRE finds themself at a crossroads. The infrastructure is great but teams still struggle to maintain error budgets. These developers need help, and it doesn't seem like anyone else is coming to help them. We embark on a journey, to find out where resilience exists and how to make more.
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