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Productionizing ML with ML Ops and Cloud AI By Kaz Sato, Lead Developer Evangelist, Google

Kaz Sato
Developer Advocate at Google
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About speaker

Kaz Sato
Developer Advocate at Google

Kaz Sato is Staff Developer Advocate at Cloud Platform team, Google Inc. He leads the developer advocacy team for Machine Learning and Data Analytics products, such as TensorFlow, Vision API and BigQuery, and speaking at major events including Strata+Hadoop World 2016 San Jose, Google Next 2015 NYC and Tel Aviv and DevFest Berlin. Kaz also has been leading and supporting developer communities for Google Cloud for over 7 years. He is also interested in hardwares and IoT, and has been hosting FPGA meetups since 2013.

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About the talk


01:40 DevOps

05:03 The ML lifecycle and ML team

10:37 Challenges of non-managed on-prem platform

15:25 AI platform training

19:31 AI platform prediction

23:03 Production ML with deep learning container on AI platform prediction

27:24 ML lifecycle management

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Thank you for taking the time for my station production diving ml is in a box and probably in a box and how you can build a scalable ml development environment and gas. What are the gaps between you and I will discuss how we can establish the crappiest. And I remember I started discussing this topic Rocket 3 years ago. The first time last year is session next San Francisco. And how did you start discussion start discussing about this topic because I learned so much from

inside. And who has been keep operating the operating a launching commission body system is the easiest part is keep up with your dad's just going for many years because the real problems with the EMS system. What are you looking for the long-term? Thought we felt that the practices we have learned whiskey at a bar area also apply to building a machine Ronnie production system is All About You by Angie 10th and Oxford is Sophia construction by using the Automation and monitoring and the engine

you walk together to build an efficiency scan Pokemon. And they are too important to Publications from Google that I have learned so much the high interest credit card. This is Jerry can buy the software engineering team that has been operating building and in one of the largest production and that they have learned a lot at the best practices for the engineering. Throw out results important application. I picked up a couple of practices and I'd be featuring some of them how to solve these problems

by using the tools from Kroger ad. The first I'd like to discuss how you can be too scared of a machine riding development environment. Because I had to see I have seen this pattern anti pattern in many cases in the past depending on the inner superhero. Any superhero can be and also they can be an engineer who can work visa buxx parkour at aquarium to work with your data warehouse of ostrich and two deer processing so they can even build a different a consistent by

themselves and also can be a product manager or Japan impact Theory coffee table project and they can explain that ready to accept give me some stakeholders in India organizations as a dude is from PSC to production. So he's a great person has a scale in the evening a large Enterprises are there to be only a couple of them are superheroes in a single organization. So if Enterprise want to adopt in machine learning and AI into the box school project rocket by 150 or five hundred different product did depending on a man superhero anti-partisan

scale so all and they have to work together so that we can split the responsibility into the magical roast executive engineer should be responsible for ingesting the debtor and that large alive scary food processing by using dip aquarium Spock and so on so they can achieve a high accuracy or maybe can think about the explainability. Atoms of the oxygen can be responsible for building on a large-scale continuous training pipeline ml550 testing and rice and validation of the behavior of the motor running across from

where you can deploy your mother and the land acquisition service is a scale. So let's think about when scenario we're booked into the production system. So do you want the address of one anti pattern you may want to avoid at this pace? This is a black box and that you are having BECU debriding Moto annexed. You have any idea same analogous in there any decent project at the exact and a peeled Onion Creek restaurant very bad result any closer cooperation between Gaston Avenue inside the

disturbing production system engineer Avenue inside. This is the black box for that way. You may want to avoid instead of Google search where the engineer get together on the same teams discount the source application significant. You should not separate switches and the oxygen is it about unit oil changed. She has to say So if the oxygen air hockey ping other part will be the best place to do. This could be a possible re days of the data scientist. Usually get data scientist

home brewing machines. They still do the driver's control everything and the building is there sex part that sucks, but you have to ask Casey professional development environment and a scientist and Engineers that they can easily bring Giotto ski resort to DNA Productions. So do you want to you can do this Tuesday crash services? So we have introduced a match with components in the April day. I adjust the dependents book on Google cloud training and predictions that designed as a sheriff and a scalable

development departments across the floor across the studio and Salon. Ponderosa another enterprise Enterprise Al Camacho provided to me from the Google Cloud so that the best record into the production assistants. I think about the size of other scenarios to learn. What's the benefit of using chesbro Enterprise and example in the office came to get the developmental UPC with CPUs. How is everything in store for everything? I did about it by now because she have to

finish the last 20 job. Maybe 800 Backcountry to Key West example the GP machine is expensive and it takes a long time to to purchase bad idea to decide so many different versions of their kind of environment of a trike aa100 gpus right now to increase their training right now Spanish that the last product while ago so this is the problem And I would not be able to get your professional technical support, because those are all home real environment. Is that you have to standardize everything exactly you change adjust to eat? Brownie Nubia

is the hazard button machine images everything inside the install numpy second injector on Chester Road at 1.15 2.1. What are you stalking Vega scooter drivers on the east or the latest Cancer compatible. Are we still excluded drivers installed? People starting to do besides work. You have to pay to write a half a day or maybe all day just for installing down the something compatibility between Aquarius staff provided from Google and you can create any instances Rock a computer engineer has

cancer, what are the benefits from the from the crowd environment example, you can use instead of a r g a GPS with lower priority. So it's possible what is dipping sauce can be a brat. Story of michalina shut down a couple of times in the day. But if you are training a new job almost one-third of static GPS running backs checkpoints saved video, you can use your GPS at the start of the asada chicken processing unit. Let's take a look at the video to learn how you can get started with your apron via you can go to the console of the carpet

edging and create a new body machine is best to go to the market place to find the Jeep Wrangler beer and Cricket. So that you can Space by idea Depot washing machines and the GPS to use Enterprise you is that is everything installed so you can do it to your many times of the year of building scratch cycle. And that's why he doesn't work. Well. Not a product. I can hear you say way-o training. This is a manager for the training infrastructure for the training service and

training contains you standardize to suggest a qualitative data scientist. So you don't have to match history between training environment. If you want to use write a magical knows of CPU GPU service record, maybe 50 G piano Spotify sleep training. You have to have the another set of skills GP instances, or maybe you have to hire your engineer. Keep a building and operating device. Can she be trusted? Dick's it takes a long time and this isn't some training is a body service. So you don't have to spend much that you can just press a couple

buttons and Waluigi and study training so that you can easily access the power of the distributed GPU building the year the production years. Toys R Us near topics for the development environment to get started production and it talked about to be 15 music production possibility and she's the POC called on the new planet can support can mean only uses deer eat a million users and make every 6 production. Because many many gaps between their example in menu PC notebook scampi local dependent dependent

adult dependent on a certain person. So you always have to ask somebody decided to get through all the eclipse on written on it and that. So you cannot rely on a single notebook needs test. Everything should be getting out getting out a skating in this year did not process that can dispatch the incoming prediction replacing to be magical East. Asia store called in the continent varmints. I don't know about you cannot be denying on Prodigy manual process. Are you have to make everything be produced go from end-to-end? And also you have to pick up a

kid watching their production system for 24 hours for 65 days. This is your mother is making a benefit of audio businesses by working out is on schedule except GPS. So it's not a product. I want to hear that is supposed to schedule based on this traffic and everything can be logged into the lands on vgk, Google. What action? So you can get started start with D. I usually buy match in case something you can use the aqueduct Esquivel obituary to to download the

training data and used against back on the in this case. It uses the psychic love reading and it's raining. And you can call you Peach Passion to 20 mother. Patio 44 HD are data scientist to register the mother to the airport from prediction for serving. Wow, whiskey multiple instances. Where is the higher better than you can shut off the engine and make us in West Pipeline from data science? Another product I can't do this here is a plastic container a standardized test at the same as

she's a container image example would be walking around and then a week later that I can take that notebooks and easy Portuguese. Did you staying for Peosta with the same Burgess? It's so much easier to court a day like I are back from training at prediction and also you can use the Google. Does that now everything that uses a production wedgie? Because I was just continue environmental you can get exhaust benefits of the continent apartment in the area of the continent is it called that

one part you could have danced you single or do you walk her on the bar TV xr2 happy much closer report running inside each VM and you'll have it takes so long for custom is a long time and it takes so much I cost if you want to build everything is kind of Addis care about how bad I was sick from Splash and writing everything by yourself instead. You can just start using the gke or addiction to get all the benefits of eating lifecycle management skating out the old skating or love the balancing of an incoming traffic into the box without logging and monitoring troubleshooting and

security. abolishment so that you can design to build a reduction scale training and Sabi Bistro structure example, you can use for extracting Baker Flappy processing associate. The warehouse is still there or did I just get a driving job and then you can pass them all due to the movie Crash stretch and the use it with your hair is a production-ready by using the other components on Google. You can rebuild the Excalibur production environment development and

training Ansari I don't know, but I'll still have to be responsible for getting the highest performers for her example the data ingestion DG processing training. So if you are using to get disability Enterprise used to get automatically get the benefits of the optimized the existing a tense of rock called so much data scientist can keep using the existing from get to the asteroids grinder price by Thrice to get the hot A Higher by using the power Rising everything. Are you connected to the same thing with the big 12 by using typically these R&B crazy client API. So do you reading the results of

such from the arbitrary can be automatically talk to me to get a Hayabusa? So this is the comparison between git previous version of Enterprise has more Daytona GPS. So just by using it as a grinder price. How does a cat get a technical support because she has a commercial product you can open a new ticket. Are we still here just handle the Google Cloud technical support program that we can provide the active 3 years of the support for each president. Last week I'd like to introduce the electrical body sketch

people just go instead everything because I sneeze so hard to make it everything to be pretty useful. But if it's a production system a call from director at asking for a reach when you get your mother that has me that ice cubes and write three years ago ASAP as soon as possible because the customer decision-making not complaining. Is a complaining about the drop-down the accuracy of the suggestion or recommendation? I don't know you have to Avail that you have to

be available that instead of because she has noticed that so you have to be consistent. So that's why we have build a product called a high price. This is a new form of a building a pipeline from the Megaplex. are there any inside the aircraft, we use the Google thing as a run time and we used your debit card at a store rustic look at how it works Expedia if you go to the console of the airport. You can watch but it's happening in which Pages out the email pipeline what what is happening in my ingesting ETL job on what is happening with my training job and everything is

Monistat hbox record different versions of data set has between the Arts Box by using the Benedict's product that you can track what is the exact wording of the dataset to produce this model and Design So everything can be tracked and reproducible. So don't. The topics I wanted to cover. Southwest discuss what is MLA how to build a production how to stop a life cycle management?

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