Cloud Computing and Big Data – Course Fall 2020
Parallel & Scalable Machine Learning & Deep Learning
16 university lectures with additional practical lectures for hands-on exercises in context
University of Iceland, School of Engineering and Natural Sciences
Faculty of Industrial Engineering, Mechanical Engineering and Computer Science
Fall 2020
Lecture 0 – Prologue
Slides PDF (9,90 MB)
Teaching Lecture 0 – Prologue of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens
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slides: https://t.co/gCCeXpZM0v@DEEPprojects @fzj_jsc @fz_juelich @helmholtz_ai @EOSC_Nordic @EuroHPC_JU @EuroHPC_JU pic.twitter.com/XoTRqeH7uV— Morris Riedel (@MorrisRiedel) August 26, 2020
Teaching Lecture 0 – Prologue of our #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning…
Posted by Prof Dr – Ing Morris Riedel on Wednesday, August 26, 2020
Practical Lecture 0.1 – Short Introduction to Python and Jupyter
Slides PDF (10,02 MB)
Practical Lecture 0.1 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens via @ProjectJupyter & @PythonHPC @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project
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slides & recordings: https://t.co/gCCeXpIb8X
. pic.twitter.com/1RsQm7lCha— Morris Riedel (@MorrisRiedel) September 7, 2020
Practical Lecture 0.1 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course at…
Posted by Prof Dr – Ing Morris Riedel on Monday, September 7, 2020
Lecture 1 – Cloud Computing and Big Data Introduction
Slides PDF (8,77 MB)
Teaching remotely Lecture 1 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich
@helmholtz_ai @DEEPprojects @EuroCC_project @EoscPortal @EOSC_Nordic
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slides & recordings: https://t.co/gCCeXpIb8X
. pic.twitter.com/RdakKPSlKO— Morris Riedel (@MorrisRiedel) September 13, 2020
Teaching Lecture 1 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course at…
Posted by Prof Dr – Ing Morris Riedel on Sunday, September 13, 2020
Lecture 2 – Machine Learning Models in Clouds
Slides PDF (7,62 MB)
Teaching remotely Lecture 2 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EoscPortal @EOSC_Nordic
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slides & recordings: https://t.co/gCCeXpIb8X
. pic.twitter.com/OFS9K8yZXy— Morris Riedel (@MorrisRiedel) September 21, 2020
Teaching Lecture 2 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course at…
Posted by Prof Dr – Ing Morris Riedel on Monday, September 21, 2020
Lecture 3 – Apache Spark for Cloud Applications
Slides PDF (5,08 MB)
Teaching Lecture 3 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EoscPortal @EOSC_Nordic @ApacheSpark
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slides & recordings: https://t.co/gCCeXpIb8X pic.twitter.com/fyL2d4lE04— Morris Riedel (@MorrisRiedel) September 28, 2020
Teaching remotely Lecture 3 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course…
Posted by Prof Dr – Ing Morris Riedel on Monday, September 28, 2020
Practical Lecture 3.1 – Building Scalable Machine Learning Pipelines with Apache Spark
Slides PDF (6,23 MB)
Teaching Practical Lecture 3.1 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @ApacheSpark
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slides & recordings: https://t.co/gCCeXpIb8X
. pic.twitter.com/7Ic23dImeS— Morris Riedel (@MorrisRiedel) October 11, 2020
Teaching remotely Practical Lecture 3.1 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning &…
Posted by Prof Dr – Ing Morris Riedel on Sunday, October 11, 2020
Lecture 4 – Virtualization and Data Center Design
Slides PDF (7,39 MB)
Teaching Lecture 4 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich
@helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU @EuroHpc
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slides & recordings: https://t.co/gCCeXpIb8X
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. pic.twitter.com/OuZAMy8vhT— Morris Riedel (@MorrisRiedel) October 17, 2020
Teaching remotely Lecture 4 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course…
Posted by Prof Dr – Ing Morris Riedel on Saturday, October 17, 2020
Lecture 5 – Map-Reduce Computing Paradigm
Slides PDF (7,37 MB)
Teaching Lecture 5 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU @EuroHpc
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slides & recordings: https://t.co/gCCeXpIb8X
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. pic.twitter.com/GibXKi7AI4— Morris Riedel (@MorrisRiedel) October 24, 2020
Teaching remotely Lecture 5 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course…
Posted by Prof Dr – Ing Morris Riedel on Saturday, October 24, 2020
Practical Lecture 5.1 – Understanding Map-Reduce in Cloud Applications
Slides PDF (9,72 MB)
Teaching Practical Lecture 5.1 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU
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slides & recordings: https://t.co/gCCeXpIb8X
. pic.twitter.com/y02IlYPltD— Morris Riedel (@MorrisRiedel) October 25, 2020
Teaching remotely Practical Lecture 5.1 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning &…
Posted by Prof Dr – Ing Morris Riedel on Sunday, October 25, 2020
Lecture 6 – Deep Learning driven by Big Data
Slides PDF (6,88 MB)
Invited Lecture given by Dr. – Ing. Gabriele Cavallaro
Invited Lecture 6 by Dr. Gabriele Cavallaro (https://t.co/fKmDN6t1Fs) #CloudComputing & #BigData Course at @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU
slides & recordings: https://t.co/gCCeXpIb8X pic.twitter.com/6Ek7zb8yi2
— Morris Riedel (@MorrisRiedel) November 2, 2020
Invited Lecture 6 by Dr. – Ing. Gabriele Cavallaro (https://buff.ly/2HNMY8X) #CloudComputing & #BigData Course at…
Posted by Prof Dr – Ing Morris Riedel on Monday, November 2, 2020
Lecture 7 – Deep Learning Applications in Clouds
Slides PDF (3,17 MB)
Invited Lecture given by Ph.D. Student Rocco Sedona
Invited Lecture 7 by Ph.D. Student Rocco Sedona (https://t.co/hZUms3UCKB) in #CloudComputing & #BigData Course at @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic
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slides & recordings: https://t.co/gCCeXpIb8X
. pic.twitter.com/k9ghLByZmx— Morris Riedel (@MorrisRiedel) November 8, 2020
Invited Lecture 7 by Ph.D. Student Rocco Sedona…
Posted by Prof Dr – Ing Morris Riedel on Sunday, November 8, 2020
Practical Lecture 7.1 – Using Deep Learning Techniques in Clouds
Slides PDF (14,2 MB)
Teaching Practical Lecture 7.1 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU
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slides & recordings: https://t.co/gCCeXpIb8X
. pic.twitter.com/8kte4kN3Za— Morris Riedel (@MorrisRiedel) November 22, 2020
Teaching remotely Practical Lecture 7.1 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning &…
Posted by Prof Dr – Ing Morris Riedel on Sunday, November 22, 2020
Lecture 8 – Infrastructure-As-A-Service (IAAS)
Slides PDF (11,3 MB)
Teaching remotely Lecture 8 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU
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slides & recordings: https://t.co/gCCeXpIb8X
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. pic.twitter.com/kh71QhUZI8— Morris Riedel (@MorrisRiedel) November 29, 2020
Teaching remotely Lecture 8 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning & #DeepLearning Course…
Posted by Prof Dr – Ing Morris Riedel on Sunday, November 29, 2020
Lecture 9 – Platform-As-A-Service (PAAS)
Slides PDF (8,6 MB)
Slides & Recordings available of Lecture 9 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU
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material: https://t.co/gCCeXpIb8X
. pic.twitter.com/bcPyHIOoad— Morris Riedel (@MorrisRiedel) December 15, 2020
Slides & Recordings available of Lecture 9 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning &…
Posted by Prof Dr – Ing Morris Riedel on Tuesday, December 15, 2020
Lecture 10 – Software-As-A-Service (SAAS)
Slides PDF (12,4 MB)
Slides & Recordings available of Lecture 10 of #CloudComputing & #BigData – #MachineLearning & #DeepLearning Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @helmholtz_ai @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU
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material: https://t.co/gCCeXpIb8X pic.twitter.com/wwd32pqR2U— Morris Riedel (@MorrisRiedel) December 20, 2020
Slides & Recordings available of Lecture 10 of #CloudComputing & #BigData – Parallel & Scalable #MachineLearning &…
Posted by Prof Dr – Ing Morris Riedel on Sunday, December 20, 2020
Lecture 11 – Big Data Analytics and Cloud Data Mining
Slides PDF (3,91 MB)
Invited Lecture given by Ph.D. Student Chadi Barakat
Slides & Recordings online of Invited Lecture 11 by Ph.D. Student Chadi Barakat (https://t.co/L967R2EBbQ) of #CloudComputing & #BigData Course @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @DEEPprojects @EuroCC_project @EOSC_Nordic
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material: https://t.co/gCCeXpIb8X pic.twitter.com/q1GVNPFlxq— Morris Riedel (@MorrisRiedel) December 29, 2020
Slides & Recordings online of Invited Lecture 11 by Ph.D. Student Chadi Barakat (https://buff.ly/3aVkJRF) of…
Posted by Prof Dr – Ing Morris Riedel on Tuesday, December 29, 2020
Practical Lecture 11.1 – Using Data Mining and Recommender Techniques in Clouds
Slides PDF (9,60 MB)
Slides & Recordings online of Practical Lecture 11.1 of #CloudComputing & #BigData Course Parallel&Scalable Machine & #DeepLearning @Haskoli_Islands @uni_iceland @uisens @fzj_jsc @fz_juelich @DEEPprojects @EuroCC_project @EOSC_Nordic @EuroHPC_JU
material: https://t.co/gCCeXpIb8X pic.twitter.com/vLm3s37415
— Morris Riedel (@MorrisRiedel) January 11, 2021
Slides & Recordings online of Practical Lecture 11.1 of #CloudComputing & #BigData – Parallel & Scalable…
Posted by Prof Dr – Ing Morris Riedel on Monday, January 11, 2021