Uni.lu HPC School 2019 PS12a: Machine / Deep learning I - PowerPoint PPT Presentation

Aug 24, 2022 •1.01k likes •1.13k views

Uni.lu HPC School 2019 PS12a: Machine / Deep learning I Keras/Tensorflow CPU/GPU Uni.lu High Performance Computing (HPC) Team Dr. F. Pinel University of Luxembourg (UL), Luxembourg http://hpc.uni.lu Dr. F. Pinel & Uni.lu HPC Team

Uni.lu HPC School 2019 PS12a: Machine / Deep learning I Keras/Tensorflow CPU/GPU Uni.lu High Performance Computing (HPC) Team Dr. F. Pinel University of Luxembourg (UL), Luxembourg http://hpc.uni.lu Dr. F. Pinel & Uni.lu HPC Team (University of Luxembourg) Uni.lu HPC School 2019/ PS12a 1 / 5 �
Latest versions available on Github : UL HPC tutorials: https://github.com/ULHPC/tutorials UL HPC School: http://hpc.uni.lu/hpc-school/ PS12a tutorial sources: ulhpc-tutorials.rtfd.io/en/latest/deep_learning/ Dr. F. Pinel & Uni.lu HPC Team (University of Luxembourg) Uni.lu HPC School 2019/ PS12a 2 / 5 �
Main Objectives of this Session Developing Deep Learning models with TensorFlow Keras on the HPC (iris) → follow a TensorFlow tutorial (NLP) ֒ → develop, interactively, on a CPU (or GPU) node ֒ → run on a GPU node (interactive) ֒ Batch execution on a single node → CPU only ֒ → GPU accelerated ֒ Dr. F. Pinel & Uni.lu HPC Team (University of Luxembourg) Uni.lu HPC School 2019/ PS12a 3 / 5 �
Non-objectives of this Session Not a TensorFlow (nor Deep Learning) tutorial Not multiple node → another session ֒ Dr. F. Pinel & Uni.lu HPC Team (University of Luxembourg) Uni.lu HPC School 2019/ PS12a 4 / 5 �
Thank you for your attention... Questions? http://hpc.uni.lu High Performance Computing @ uni.lu Prof. Pascal Bouvry Dr. Sebastien Varrette Valentin Plugaru Sarah Peter Hyacinthe Cartiaux Clement Parisot Dr. Fréderic Pinel Dr. Emmanuel Kieffer University of Luxembourg, Belval Campus Maison du Nombre, 4th floor 2, avenue de l’Université L-4365 Esch-sur-Alzette mail: hpc@uni.lu Dr. F. Pinel & Uni.lu HPC Team (University of Luxembourg) Uni.lu HPC School 2019/ PS12a 5 / 5 �

Download Presentation

Download Policy: The content available on the website is offered to you 'AS IS' for your personal information and use only. It cannot be commercialized, licensed, or distributed on other websites without prior consent from the author. To download a presentation, simply click this link. If you encounter any difficulties during the download process, it's possible that the publisher has removed the file from their server.

Recommend

Fo Form One Information Day nd No 2 nd November 2019 7/11/2019 1 1 2 SCHOOL CONTEXT SCHOOL

11/7/19 Fo Form One Information Day nd No 2 nd November 2019 7/11/2019 1 1 2 SCHOOL CONTEXT SCHOOL CONTEXT Area of school: around 28000 sq meters History of the school In the form of a quadrangle: North Wing Founded by the

422 views • 7 slides

BOND MAY 2019 DEVINE INDEPENDENT SCHOOL DISTRICT JOHN J. CIAVARRA ELEMENTARY SCHOOL DEVINE

BOND MAY 2019 DEVINE INDEPENDENT SCHOOL DISTRICT JOHN J. CIAVARRA ELEMENTARY SCHOOL DEVINE INTERMEDIATE SCHOOL DEVINE MIDDLE SCHOOL DEVINE HIGH SCHOOL March 25, 2019 School Board Scott Sostarich - Superintendent Nancy Pepper President

647 views • 31 slides

The State of the School 2019-2020 Parents & School as Partners One School Mission and

The State of the School 2019-2020 Parents & School as Partners One School Mission and Philosophy Strategic Planning Branding Curriculum development Finances Policies, procedures, and practices Strengths Mission People Reputation

454 views • 31 slides

I MPACT OF COVID-19 ON 2019-2020 S CHOOL Y EAR Presentations as scheduled in 2019-2020: 144

D ONATE L IFE E DUCATORS 2020-2021 School Program O VERVIEW Impact of COVID-19 on 2019-2020 School Year Changes for this school year Overview of the School Outreach Program Expectations and training process for Donate Life

937 views • 26 slides

School Councils Sept. 25, 2019 1 2 Tonights Agenda 7:00 p.m. Welcome, introductions,

Council of School Councils Sept. 25, 2019 1 2 Tonights Agenda 7:00 p.m. Welcome, introductions, housekeeping 7:05 p.m. System updates Budget 2019-20 High school engagement School support model Bullying review

538 views • 34 slides

2019 2020 School Year Calendar 2019 2020 School Year Calendar Survey March 27, 2019,

2019 2020 School Year Calendar 2019 2020 School Year Calendar Survey March 27, 2019, through April 5, 2019 Available in English and Spanish Objectives: Do respondents want to add four days to the end of the school year,

438 views • 15 slides

Date Time Meetings Place November 12, 2019 6:00 pm All Committees & Special Meeting

School Board Meeting Agenda October 22, 2019 Page 1 of 9 C OATESVILLE AREA SCHOOL DISTRICT SCHOOL BOARD MEETING AGENDA Coatesville Area Senior High School Auditorium OCTOBER 22, 2019 - 7:00 PM OPENING ACTIVITIES 1. CALL TO ORDER 2. READING OF

375 views • 9 slides

The Hidden Side of Transracial Adoptees POCC 2019: December 6, 2019 Tina Fox The Park School,

The Hidden Side of Transracial Adoptees POCC 2019: December 6, 2019 Tina Fox The Park School, MA Amanda Friedman Miss Porter's School, CT PRESENTERS Matt Goldman Burgundy Farm Country Day School, VA Jenny Hammond Deerfield Academy, MA

691 views • 21 slides

Back to School Night & State of the School Address September 10 & 12, 2019 St. Rita

Back to School Night & State of the School Address September 10 & 12, 2019 St. Rita School Mission St. Rita School inspires students in pre-kindergarten through grade eight to achieve academic excellence in a safe, nurturing, and

496 views • 24 slides

FRAMINGHAM HIGH SCHOOL SPACE NEEDS STUDY 2019 UPDATE SCHOOL COMMITTEE PRESENTATION MAY 1, 2019

FRAMINGHAM HIGH SCHOOL SPACE NEEDS STUDY 2019 UPDATE SCHOOL COMMITTEE PRESENTATION MAY 1, 2019 TBA ARCHITECTS, INC. 43 BRADFORD ST. CONCORD, MA 01742 WWW.TBAARCHITECTS.COM JUSTIN HUMPHREYS, AIA, PRINCIPAL Framingham High School Space Needs

922 views • 14 slides

2019 School of Education Associate Instructor Orientation Dr. Kathryn Engebretson School of

2019 School of Education Associate Instructor Orientation Dr. Kathryn Engebretson School of Education Michael Valliant , Director Service-Learning Program, CITL August 16, 2019 Agenda 1. Outcomes 2. Guiding question 3. Features of

300 views • 26 slides

School Selection Process Admission, August 2019 What is the School Selection Process? The School

School Selection Process Admission, August 2019 What is the School Selection Process? The School Selection Process allows students entering all grades (K-12), to apply to School District of Philadelphia Schools ONLY (including different

395 views • 27 slides

2019-2020 School Year Budget Planning School Board Work Session May 1, 2019 Presentation

2019-2020 School Year Budget Planning School Board Work Session May 1, 2019 Presentation Objectives Provide a Legislative Update Discuss Updated Revenue and Expenditure Assumptions Review Budget Reduction Considerations SPS Budget

494 views • 14 slides

Brunswick School Department 2019 Budget Presentation Region Ten Technical High School

Brunswick School Department 2019 Budget Presentation Region Ten Technical High School Merrymeeting Adult Education School Administration System wide Administration/Business Office/School Board Professional Development Debt Service Curriculum

232 views • 22 slides

Lionville Middle School 2019-2020 Course Selection Night January 30, 2019 2 Lionville Middle

Lionville Middle School 2019-2020 Course Selection Night January 30, 2019 2 Lionville Middle School Administrative Team Principal Mr. Jonathan Ross Assistant Principals Dr. David Wiedlich Mr. Travis Orth 3 Pupil Services Team School

475 views • 35 slides

Ro Rousseau McClellan Montessori School 91 State of the School, September 2019 Ov Overvi view

Ro Rousseau McClellan Montessori School 91 State of the School, September 2019 Ov Overvi view 2 A School Profile 1 School Data B Focus Area Goals and Strategies C 2 D Quarterly Data Professional Development Update E 3 F Family

497 views • 28 slides

Deep Learning to Evaluate Secure RSA Implementations Mathieu Carbone, Vincent Conin, Marie-Angela

Deep Learning to Evaluate Secure RSA Implementations Mathieu Carbone, Vincent Conin, Marie-Angela Cornlie, Franois Dassance, Guillaume Dufresne, Ccile Dumas, Emmanuel Prouff and Alexandre Venelli CEA LETI, France Thales ITSEF, France

677 views • 29 slides

Deep Learning on GPUs March 2016 What is Deep Learning? GPUs and DL AGENDA DL in practice

Deep Learning on GPUs March 2016 What is Deep Learning? GPUs and DL AGENDA DL in practice Scaling up DL 2 What is Deep Learning? 3 DEEP LEARNING EVERYWHERE INTERNET & CLOUD MEDICINE & BIOLOGY SECURITY & DEFENSE MEDIA &

1.45k views • 39 slides

Deep Learning in Computer Vision Caner Hazrba Deep Learning in Action 24. June 15

Deep Learning in Computer Vision Caner Hazrba Deep Learning in Action 24. June 15 Computer Vision Group 6 Postdocs, 16 PhD students Caner Hazrba | vision.in.tum.de Deep Learning in Computer Vision 2 Research in Computer Vision

960 views • 30 slides

Deep Fisher Networks and Class Saliency Maps for Object Classification and Localisation Karn

Deep Fisher Networks and Class Saliency Maps for Object Classification and Localisation Karn Simonyan, Andrea Vedaldi, Andrew Zisserman Visual Geometry Group, University of Oxford Outline Classification challenge can Fisher Vector

1.08k views • 33 slides

Putting Deep Learning Models in Production Sahil Dua @sahildua2305 @sahildua2305 Lets

Putting Deep Learning Models in Production Sahil Dua @sahildua2305 @sahildua2305 Lets imagine! @sahildua2305 @sahildua2305 But ... @sahildua2305 @sahildua2305 whoami Software Developer @ Booking.com Previously - Deep Learning

938 views • 42 slides

Interpretable & Transparent Deep Learning Fraunhofer HHI, Machine Learning Group Wojciech

Fraunhofer Image Processing Heinrich Hertz Institute Interpretable & Transparent Deep Learning Fraunhofer HHI, Machine Learning Group Wojciech Samek Northern Lights Deep Learning Workshop (NLDL19) Troms, Norway 8th January 2019

1.15k views • 51 slides

Deep learning for HEP/NP at NERSC Jlab Machine Learning Workshop November 6 th 2018 Wahid Bhimji

Deep learning for HEP/NP at NERSC Jlab Machine Learning Workshop November 6 th 2018 Wahid Bhimji (feat. Steve Farrell, Thorsten Kurth, Ben Nachman, Mustafa Mustafa, Michela Paganini, Prabhat, Evan Racah and others) and others) NERSC,

871 views • 45 slides

DeepMPLS: Fast Analysis of MPLS Configurations Using Deep Learning Fabien Geyer 1,2 and Stefan

DeepMPLS: Fast Analysis of MPLS Configurations Using Deep Learning Fabien Geyer 1,2 and Stefan Schmid 3 IFIP Networking 2019 Tuesday 21 st May, 2019 3 Faculty of Computer Science, 1 Chair of Network Architectures and Services 2 Airbus Central

632 views • 25 slides