#30DaysOfRay - Twitter Hashtag

almost 4 years ago

As part of #30DaysOfRay, we are on Day 11. In this post, I explore how you can achieve execution concurrency w/ @raydistributed actors via two mechanisms. Check it out. #ray #distributedcomputing #python #rayrocks https://t.co/kqezjIt4oa

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{Jules Damji}=💻📚📝 @2twitme

almost 4 years ago

Day 10 of #30DaysOfRay explores using @raydistributed Runtime Environments on a #Ray cluster. For example, your #Ray Python application may: 👉 Import or depend on some Python packages or modules not installed on your cluster #python #ray #distributedcomputing 👇

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{Jules Damji}=💻📚📝 @2twitme

almost 4 years ago

I just published Day 9 of #30DaysOfRay: Tips and Tricks for @raydistributed APIs https://t.co/Saxq2WQTTR

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{Jules Damji}=💻📚📝 @2twitme

over 4 years ago

👉 "Ray Tune Lessons in @raydistributed @anyscalecompute Academy." New lessons w/ illustrative diagrams, discussions, data flow & links to documentation. Check it out, let me know. https://t.co/bgSokvh3rC #30DaysOfRay #raytune #HPO #machinelearning #distributedcomputing

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{Jules Damji}=💻📚📝 @2twitme

over 4 years ago

Day 7:Do you ask these questions? ✅ What are hyperparameters for a model? ✅ What is the difference between model parameters and hyperparameters? ✅ How to efficiently search the parameters space to obtain the best configuration for the most performant model? #30DaysOfRay 👇

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{Jules Damji}=💻📚📝 @2twitme

over 4 years ago

Are you the one who likes to pop up a hood or lift the curtain and peek at the internals? Trace data paths & flows in a cluster, understand protocol strategies, examine optimization techniques, & grasp @raydistributed 's magic behind the scenes? #30DaysOfRay #rayrocks

2twitme's tweet photo. Are you the one who likes to pop up a hood or lift the curtain and peek at the internals? Trace data paths & flows in a cluster, understand protocol strategies, examine optimization techniques, & grasp @raydistributed 's magic behind the scenes?
#30DaysOfRay #rayrocks https://t.co/Q5M6sIZzJJ

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

@deanwampler takes you through a crash course on @raydistributed core concepts: functions, tasks, actors & iterators, multi-processing w/Ray’s drop-in multi-processing libraries. Learn why use Ray & what problems it solves: 👉 https://t.co/hsuHNk4lXX #30daysOfRay, #RayRocks

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

👉 @pacoid gives a gentle introduction to @raydistributed, by providing a historical perspective of the evolution of #cloudcomputing, what led to Ray. Learn about distributed design patterns related to Ray core concepts. 👉 https://t.co/LazLOXCldr #30DaysOfRay #RayRocks

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

Day 3 of #30DaysOfRay. No better or faster way for a developer to start learning @raydistributed than plunge oneself into the thick of things. @pacoid & @deanwampler, two prominent speakers & educators, provide tutorials. Their commentary-infused references adds depth & scope

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

👉 A Deep Dive into Ray’s Scheduling Policy. Alex Wu guides us through different schedulers & policies. How @raydistributed elects to optimize its tasks scheduling policies to meet general distributed computing requirements. https://t.co/8g179jm5wP #30daysOfRay, #RayRocks

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

👉 @raydistributed Internals: Object management w/Ownership Model. Stephanie Wang & Yi Cheng describe & justify the Ownership Model in Ray 1.x: https://t.co/gGfSWh2Ucp #30daysOfRay

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

How does @raydistributed do it?How are futures or object references managed, shared, dereferenced or deallocated? What scheduling policy does Ray employ? In these three enlightening deep dives. @anyscalecompute engineers raise the curtain to reveal the mystery. 👇 #30daysOfRay

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

No need to reason about fault tolerance, performance, memory management, elasticity, or complex coordination, communication, or scheduling of tasks. You focus on only building #ML library, using simple primitives, while @raydistributed handles the complexities. #30DaysOfRay.

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

👉 "From Cloud Computing to Sky Computing" Moonshot vision, from Ion Stoica & Scott Shenker, considers the future of cloud computing & the challenges to overcome as an imagined public utilitarian commodity called Sky computing.” https://t.co/B5x6JvXOph #30daysOfRay

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

👉 Experience the Power of the “Infinite Laptop with @raydistributed & @anyscalecompute: Ray Summit keynote demo from Edward Oakes https://t.co/kYEkbTZenw #30daysOfRay, #RayRocks, #DistributedComputing

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

👉 "Making Distributed Computing Easy": Ray Summit keynote from Ion Stoica, co-founder, president and chairman of @anyscalecompute https://t.co/sNKclS95cu #30daysOfRay, #RayRocks, #DistributedComputing

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

Join me in my #30daysOfRay edification as I learn and share Ray talks, blogs, code snippets, tutorials, documentation, future Ray meetups or conferences. Please share them, join the slack channel, visit our GitHub, & share your concerns on our forum: https://t.co/VPJrImltaw

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{Jules Damji}=💻📚📝 @2twitme

almost 5 years ago

Day 1 of #30DaysOfRay I started a new endeavor in my developer advocacy career at @anyscalecompute, the company behind @raydistributed, the open source project from @UCBerkeley @ucbrise. Ray makes distributed programming on clusters as easy as programming your laptops.

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