Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning

•Download as PPTX, PDF•

5 likes•702 views

PortoData Meetup http://www.portodata.net/xxxi-evento-porto-data-25-maio-2017-uptec/ Docker e Containers são das tecnologias atuais com maior crescimento e aceitação. Depois de um breve refresh ao Docker e vantagens dos containers, vamos ver casos práticos de como o Docker pode ajudar em workloads de desenvolvimento, testes ou mesmo produção para Big Data, Data Science, Machine Learning ou mesmo Deep Learning. Seja no posto de trabalho, on-prem ou Azure. Por último a facilidade de criação de clusters com Docker Swarm.

Data & Analytics

Docker & Containers for
Big Data, Data Science,
Machine Learning &
Deep Learning
rui.quintino@devscope.net
pedro.sousa@devscope.net

Data R&D @ DevScope
#PowerBI #SQLServer #Web
#Analytics #Azure #Microsoft
#MachineLearning #R #Linux
#Bots #Hadoop #Docker
#Python #Coaching #Learning
twitter.com/rquintino
rquintino.wordpress.com
rui.quintino@devscope.net
“jack of all trades (and master of none)“
1. a person who can do many different types
of work but who is not (necessarily…) very
competent at any of them…

http://blog.kaggle.com/2016/02/05/how-to-get-started-with-data-science-in-containers/

•
•
•
https://www.docker.com/what-container

-it
Interactive
(attach
stdin/stdout)
-p
map expose TCP
ports
Docker repositor/
image name
-v
map volumes
between
host/container
container
process/command line
to start
“%cd:=/%”
tip: map current
directory, replaces
with /

https://gist.github.com/rquintino/988880ad8705033519431d532ce6336c

https://rquintino.wordpress.com/2017/05/11/5-minutes-to-deeplearning-on-azure-datascience-gpus-vm-with-docker-nvidiadigits-caffe/

Kaggle Competition &
Docker Swarm Sample

https://www.kaggle.com/rquintino/fast-lung-segmentation-roi-search-features-calc

https://docs.microsoft.com/en-us/sql/linux/sql-server-linux-setup-docker

© 2016 DevScope. All rights reserved.
Rua Passos Manuel Nº 223 – 4º Andar
4000-385 Porto
T. +351 223 751 350/51
F. +351 223 751 352
Av. Sidónio Pais, Nº 2 – 3º Andar
1050-214 5 Lisboa
info@devscope.net
www.devscope.net

Similar to Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning

Docker @ Data Science Meetup

Daniel Nüst

Virtualization and containers

Douglas Landgraf

Dockerize the World - presentation from Hradec Kralove

damovsky

IAU workshop 2018 day one

Walid Shaari

This 2nd version of the last year workshop will shed light on a modern solution to solve application portability, building, delivery, packaging, and system dependency issues. Containers especially Docker have seen accelerated adoption in the web, cloud and recently the enterprise. HPC environments are seeing something similar to the introduction of HPC containers Singularity and Shifter. They provide a good use case for solving software portability, not to mention ensure repeatability of results. Not to mention their ECO system provides for the better development, delivery, testing workflows that were alien to most of HPC environments. This workshop will cover the Theory and hands-on of containers and Its ecosystem. Introducing Docker and singularity containers; Docker as a general-purpose container for almost any app, Singularity as the particular container technology for HPC. The workshop will go over the foundations of the containers platform, including an overview of the platform system components: images, containers, repositories, clustering, and orchestration. The strategy is to demonstrate through "live demo, and hands-on exercises." The reuse case of containers in building a portable distributed application cluster running a variety of workloads including HPC workload.

Containers - Portable, repeatable user-oriented application delivery. Build, ...

Walid Shaari

Docker Container As A Service - Mix-IT 2016

Patrick Chanezon

TIAD 2016 : Real-Time Data Processing Pipeline & Visualization with Docker, S...

The Incredible Automation Day

Real-Time Data Processing Pipeline & Visualization with Docker, Spark, Kafka and Cassandra ---------------------------------- Presentation: @TIAD Paris -- http://tiad.io/ ---------------------------------- Source code: https://github.com/rogaha/data-processing-pipeline ---------------------------------- Resources: https://www.docker.com/products/docker / https://www.docker.com/technologies/overview

Real-Time Data Processing Pipeline & Visualization with Docker, Spark, Kafka ...

Roberto Hashioka

容器與資料科學應用

Philip Zheng

Docker Workshop

Alex Baretto

At ING we needed a way to implement Data science models from exploration into production. I will do this talk from my experience on the exploration and production Hadoop environment as a senior Ops engineer. For this we are using OpenShift to run Docker containers that connect to the big data Hadoop environment. During this talk I will explain why we need this and how this is done at ING. Also how to set up a docker container running a data science model using Hive, Python, and Spark. I’ll explain how to use Docker files to build Docker images, add all the needed components inside the Docker image, and how to run different versions of software in different containers. In the end I will also give a demo of how it runs and is automated using Git with webhook connecting to Jenkins and start the docker service that will connect to a big data Hadoop environment. This is going to be a great technical talk for engineers and data scientist. LENNARD CORNELIS, Ops Engineer, ING

Docker datascience pipeline

DataWorks Summit

http://2016.foss4g.org/talks.html#146 Docker is a growing open-source platform for building and shipping applications as cloud services in so called containers. But containers can be more than that! Following the idea of DevOps, Dockerfiles are a complete scripted definition of an application with all it's dependencies, which can be build and published as ready to use images. As each container is only running "one thing" (e.g. one application, one database, a worker instance), multiple containers can be configured with the help of docker-compose. More and more geospatial open source projects or third parties provide Dockerfiles. In this talk, we try to give an overview of the existing Docker images and docker-compose configurations for FOSS4G projects. We report on test runs that we conducted with them, informing about the evaluation results, target purposes, licenses, commonly used base images, and more. We will also give a short introduction into Docker and present the purposes that Docker images can be used for, such as easy evaluation for new users, education, testing, or common development environments. This talk integrates and summarizes information from previous talks at FOSS4G and FOSSGIS conferences, so I'd like to thank Sophia Parafina, Jonathan Meyer, and Björn Schilberg for their contributions.

Docker @ FOSS4G 2016, Bonn

Daniel Nüst

Dockerize the World

damovsky

Docker data science pipeline

DataWorks Summit

Duke Docker Day 2014: Research Applications with Docker

Darin London

Containers for sensor web services, applications and research @ Sensor Web Co...

Daniel Nüst

Where are yours vertexes and what are they talking about?

Roberto Franchini

In this talk Ben will walk you through running Cassandra in a docker environment to give you a flexible development environment that uses only a very small set of resources, both locally and with your favorite cloud provider. Lessons learned running Cassandra with a very small set of resources are applicable to both your local development environment and larger, less constrained production deployments.

Cassandra and Docker Lessons Learned

DataStax Academy

Azure Container Services

Pedro Sousa

Ontologies & linked open data

João Rocha da Silva

Similar to Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning (20)

Docker @ Data Science Meetup

Virtualization and containers

Dockerize the World - presentation from Hradec Kralove

IAU workshop 2018 day one

Containers - Portable, repeatable user-oriented application delivery. Build, ...

Docker Container As A Service - Mix-IT 2016

TIAD 2016 : Real-Time Data Processing Pipeline & Visualization with Docker, S...

Real-Time Data Processing Pipeline & Visualization with Docker, Spark, Kafka ...

容器與資料科學應用

Docker Workshop

Docker datascience pipeline

Docker @ FOSS4G 2016, Bonn

Dockerize the World

Docker data science pipeline

Duke Docker Day 2014: Research Applications with Docker

Containers for sensor web services, applications and research @ Sensor Web Co...

Where are yours vertexes and what are they talking about?

Cassandra and Docker Lessons Learned

Azure Container Services

Ontologies & linked open data

More from Rui Quintino

“Houston, we have a model...” Introduction to MLOps

Rui Quintino

Session recording at https://youtu.be/gm5nohV30fE Abstract: Power BI is a widely successful tool for Business Intelligence projects, but there’s lots of value for Data Scientists too. This session will explore how to leverage Power BI for Data Science & Machine Learning workloads. From powerful & effortless EDA, built-in anomaly detection to R & Python integration, and even AutoML capabilities, we’ll see how these and other features can contribute to better AI project productivity and outcomes. Can Power BI be a superpower for Data Scientists? We’ll find out!

Power BI for Data Science and Machine Learning - Data Science Portugal meetup

Rui Quintino

Empowering you - Power BI, Power Platform & AI Builder

Rui Quintino

Jupyter Notebooks: Introduction, Tips & Tools

Rui Quintino

Kaggle Days Porto 2019 - 1st place presentation by team DevScope

Rui Quintino

Is "the sexiest job of 21st century", the Data Scientist, about to be automated? How & when can AutoML tools help on a typical machine learning lifecycle? What AutoML challenges are still open & what ML work will remain in the foreseeable future? Most importantly… will robots get all the fun & sex appeal? :) Some questions we'll try to tackle on this session. *-Robots are not allowed in this session

DataSciencePT #27 - Fifty Shades of Automated Machine Learning

Rui Quintino

Microsoft Cognitive Services & Bot Framework - Universidade Fernando Pessoa

Rui Quintino

Microsoft Data Platform Airlift 2017 Rui Quintino Machine Learning with SQL S...

Rui Quintino

First steps with R & RStudio for SQL Developers & DBAs Are you a BI Developer? DBA? BI Analyst or a data/analytics lover? Come along, join us in this session as we explore this powerful, sometimes even strange!... language , showing main differences from the typical SQL/BI development. This is a beginner level session to guide you on why & when to use R, and help with the very first steps & typical challenges. http://www.sqlsaturday.com/583/Sessions/Details.aspx?sid=58218

Sql Saturday Lisbon 2017 Rui Quintino -R first steps for sql devs & dbas

Rui Quintino

The Power of Now! Azure Stream Analytics - Microsoft ITPro AirLift

Rui Quintino

"Faster than the speed of light"... with #MSBI What-if insights from your business data were just a few seconds/clicks away? What-if we could instantly explore our data with rich & fully interactive dashboards using the amazing new features of Excel 2013, PowerPivot and PowerView? Without needing to build auxiliary reference tables, complex dax or powerpivot modelling? What-if instead self-service we could be "instantly-served"?

SQL Saturday #188 Portugal - "Faster than the speed of light"... with Microso...

Rui Quintino

"De histórias mal contadas..."

Rui Quintino

More from Rui Quintino (12)

“Houston, we have a model...” Introduction to MLOps

Power BI for Data Science and Machine Learning - Data Science Portugal meetup

Empowering you - Power BI, Power Platform & AI Builder

Jupyter Notebooks: Introduction, Tips & Tools

Kaggle Days Porto 2019 - 1st place presentation by team DevScope

DataSciencePT #27 - Fifty Shades of Automated Machine Learning

Microsoft Cognitive Services & Bot Framework - Universidade Fernando Pessoa

Microsoft Data Platform Airlift 2017 Rui Quintino Machine Learning with SQL S...

Sql Saturday Lisbon 2017 Rui Quintino -R first steps for sql devs & dbas

The Power of Now! Azure Stream Analytics - Microsoft ITPro AirLift

SQL Saturday #188 Portugal - "Faster than the speed of light"... with Microso...

"De histórias mal contadas..."

Recently uploaded

➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...

amitlee9823

Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...

amitlee9823

Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...

amitlee9823

Discover Why Less is More in B2B Research

michael115558

Saudi Arabia [ Abortion pills) Jeddah/riaydh/dammam/+966572737505☎️] cytotec tablets uses abortion pills 💊💊 How effective is the abortion pill? 💊💊 +966572737505) "Abortion pills in Jeddah" how to get cytotec tablets in Riyadh " Abortion pills in dammam*💊💊 The abortion pill is very effective. If you’re taking mifepristone and misoprostol, it depends on how far along the pregnancy is, and how many doses of medicine you take:💊💊 +966572737505) how to buy cytotec pills At 8 weeks pregnant or less, it works about 94-98% of the time. +966572737505[ 💊💊💊 At 8-9 weeks pregnant, it works about 94-96% of the time. +966572737505) At 9-10 weeks pregnant, it works about 91-93% of the time. +966572737505)💊💊 If you take an extra dose of misoprostol, it works about 99% of the time. At 10-11 weeks pregnant, it works about 87% of the time. +966572737505) If you take an extra dose of misoprostol, it works about 98% of the time. In general, taking both mifepristone and+966572737505 misoprostol works a bit better than taking misoprostol only. +966572737505 Taking misoprostol alone works to end the+966572737505 pregnancy about 85-95% of the time — depending on how far along the+966572737505 pregnancy is and how you take the medicine. +966572737505 The abortion pill usually works, but if it doesn’t, you can take more medicine or have an in-clinic abortion. +966572737505 When can I take the abortion pill?+966572737505 In general, you can have a medication abortion up to 77 days (11 weeks)+966572737505 after the first day of your last period. If it’s been 78 days or more since the first day of your last+966572737505 period, you can have an in-clinic abortion to end your pregnancy.+966572737505 Why do people choose the abortion pill? Which kind of abortion you choose all depends on your personal+966572737505 preference and situation. With+966572737505 medication+966572737505 abortion, some people like that you don’t need to have a procedure in a doctor’s office. You can have your medication abortion on your own+966572737505 schedule, at home or in another comfortable place that you choose.+966572737505 You get to decide who you want to be with during your abortion, or you can go it alone. Because+966572737505 medication abortion is similar to a miscarriage, many people feel like it’s more “natural” and less invasive. And some+966572737505 people may not have an in-clinic abortion provider close by, so abortion pills are more available to+966572737505 them. +966572737505 Your doctor, nurse, or health center staff can help you decide which kind of abortion is best for you. +966572737505 More questions from patients: Saudi Arabia+966572737505 CYTOTEC Misoprostol Tablets. Misoprostol is a medication that can prevent stomach ulcers if you also take NSAID medications. It reduces the amount of acid in your stomach, which protects your stomach lining. The brand name of this medication is Cytotec®.+966573737505) Unwanted Kit is a combination of two medicin

Abortion pills in Jeddah | +966572737505 | Get Cytotec

Abortion pills in Riyadh +966572737505 get cytotec

➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...

amitlee9823

➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men 🔝Sambalpur🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men 🔝Sambalpur🔝 Esc...

amitlee9823

Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl (Bellary ) Booking Contact Details :- WhatsApp Chat :- +91-9352988975 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9352988975 We are available 24*7 all days of the year. Call us — 9352988975 Thank you for Visiting.

Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...

gajnagarg

Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl (Palakkad ) Booking Contact Details :- WhatsApp Chat :- +91-9352988975 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9352988975 We are available 24*7 all days of the year. Call us — 9352988975 Thank you for Visiting.

Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...

gajnagarg

Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec

Abortion pills in Riyadh +966572737505 get cytotec

Model Call Girl Services in Delhi reach out to us at 🔝 9953056974 🔝✔️✔️ Our agency presents a selection of young, charming call girls available for bookings at Oyo Hotels. Experience high-class escort services at pocket-friendly rates, with our female escorts exuding both beauty and a delightful personality, ready to meet your desires. Whether it's Housewives, College girls, Russian girls, Muslim girls, or any other preference, we offer a diverse range of options to cater to your tastes. We provide both in-call and out-call services for your convenience. Our in-call location in Delhi ensures cleanliness, hygiene, and 100% safety, while our out-call services offer doorstep delivery for added ease. We value your time and money, hence we kindly request pic collectors, time-passers, and bargain hunters to refrain from contacting us. Our services feature various packages at competitive rates: One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Full night for more than 1 person: Contact us at 🔝 9953056974 🔝. for details Operating 24/7, we serve various locations in Delhi, including Green Park, Lajpat Nagar, Saket, and Hauz Khas near metro stations. For premium call girl services in Delhi 🔝 9953056974 🔝. Thank you for considering us!

CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

9953056974 Low Rate Call Girls In Saket, Delhi NCR

Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl (roorkee ) Booking Contact Details :- WhatsApp Chat :- +91-9352988975 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9352988975 We are available 24*7 all days of the year. Call us — 9352988975 Thank you for Visiting.

Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...

gajnagarg

➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...

amitlee9823

Just Call Vip call girls Mysore Escorts ☎️9352988975 Two shot with one girl (Mysore ) Booking Contact Details :- WhatsApp Chat :- +91-9352988975 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9352988975 We are available 24*7 all days of the year. Call us — 9352988975 Thank you for Visiting.

Just Call Vip call girls Mysore Escorts ☎️9352988975 Two shot with one girl (...

gajnagarg

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-9155563397 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-9155563397 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-9155563397 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9155563397 We are available 24*7 all days of the year.

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...

only4webmaster01

This project demonstrates a machine learning approach to detecting credit card fraud using advanced algorithms and techniques. The project utilizes a dataset containing various features such as transaction amount, merchant location, time of transaction, and others to build a predictive model. The presentation covers data preprocessing steps, feature engineering techniques, and the selection of machine learning algorithms such as logistic regression or random forest. It also discusses model evaluation metrics and the importance of fraud detection in financial institutions for safeguarding against fraudulent activities. Visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/

Detecting Credit Card Fraud: A Machine Learning Approach

Boston Institute of Analytics

Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...

amitlee9823

CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

9953056974 Low Rate Call Girls In Saket, Delhi NCR

Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...

amitlee9823

Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand

amitlee9823

Recently uploaded (20)

➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...

Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...

Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...

Discover Why Less is More in B2B Research

Abortion pills in Jeddah | +966572737505 | Get Cytotec

➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...

➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men 🔝Sambalpur🔝 Esc...

Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...

Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...

Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec

CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...

➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...

Just Call Vip call girls Mysore Escorts ☎️9352988975 Two shot with one girl (...

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...

Detecting Credit Card Fraud: A Machine Learning Approach

Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...

CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...

Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand

Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning

1. Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning rui.quintino@devscope.net pedro.sousa@devscope.net

3. Data R&D @ DevScope #PowerBI #SQLServer #Web #Analytics #Azure #Microsoft #MachineLearning #R #Linux #Bots #Hadoop #Docker #Python #Coaching #Learning twitter.com/rquintino rquintino.wordpress.com rui.quintino@devscope.net “jack of all trades (and master of none)“ 1. a person who can do many different types of work but who is not (necessarily…) very competent at any of them…

4. Docker & Containers?

6. http://blog.kaggle.com/2016/02/05/how-to-get-started-with-data-science-in-containers/

7. • • • https://www.docker.com/what-container

10.

11.

12. • • • • •

13. Docker Hands-on!

14. -it Interactive (attach stdin/stdout) -p map expose TCP ports Docker repositor/ image name -v map volumes between host/container container process/command line to start “%cd:=/%” tip: map current directory, replaces with /

15. • • • • • • • • • • •

16. Docker Jupyter R, Python, Kaggle,…

17.

18.

19.

20. Nvidia Digits GPUs Azure Deep Learning

21.

22.

23. https://gist.github.com/rquintino/988880ad8705033519431d532ce6336c

24. https://rquintino.wordpress.com/2017/05/11/5-minutes-to-deeplearning-on-azure-datascience-gpus-vm-with-docker-nvidiadigits-caffe/

25. Kaggle Competition & Docker Swarm Sample

26. https://www.kaggle.com/rquintino/fast-lung-segmentation-roi-search-features-calc

27.

28.

29.

30.

31.

32.

33.

34. SQL Server vNext/2017 on Linux/Docker

35. https://docs.microsoft.com/en-us/sql/linux/sql-server-linux-setup-docker

36. Big Data Europe Hadoop, Spark workbench

37.

38.

39.

40.

41.

42.

43. Docker & Data Science Closing Notes

44. • • • • • • • • •

45.

46.

47.

48. © 2016 DevScope. All rights reserved. Rua Passos Manuel Nº 223 – 4º Andar 4000-385 Porto T. +351 223 751 350/51 F. +351 223 751 352 Av. Sidónio Pais, Nº 2 – 3º Andar 1050-214 5 Lisboa info@devscope.net www.devscope.net

Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning

Recommended

Recommended

More Related Content

Similar to Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning

Similar to Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning (20)

More from Rui Quintino

More from Rui Quintino (12)

Recently uploaded

Recently uploaded (20)

Docker & Containers for Big Data, Data Science, Machine Learning & Deep Learning