Cloud Computing and Big Data – Course Fall 2018

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 2018


Cloud Computing and Big Data - Course Fall 2018

Lecture 0 – Prologue
Slides PDF (9,59 MB)

[Optional Webinar] Practical Lecture 0.1 – Short Introduction to Python & Jupyther
Slides PDF (3,63 MB)

Lecture 1 – Cloud Computing & Big Data
Slides PDF (3,66 MB)

Lecture 2 – Machine Learning in Clouds
Slides PDF (7,11 MB)

Lecture 3 – Apache Spark for Cloud Applications
Slides PDF (4,37 MB)

[Optional Webinar] Practical Lecture 3.1 – Microsoft Azure Cloud Computing with HDInsight
Slides PDF (9,09 MB)

Lecture 4 – Virtualization and Data Center Design
Slides PDF (7,01 MB)

Lecture 5 – Map Reduce Computing Paradigm
Slides PDF (5,14 MB)

Practical Lecture 5.1 – AWS EMR Cloud Computing with Map Reduce
Slides PDF (14,6 MB)

Lecture 6 – Deep Learning Driven By Big Data
Slides PDF (5,14 MB)

[Guest Lecture Gabriele Cavallaro] Practical Lecture 6.1 – Remote Sensing and Applications
Slides PDF (8,9 MB)

Lecture 7 – Deep Learning Applications in Clouds
Slides PDF (18,3 MB)

Lecture 8 – Infrastructure As A Service (IAAS)
Slides PDF (6,3 MB)

Lecture 9 – Platform As A Service (PAAS)
Slides PDF (8,6 MB)

Lecture 10 – Software As A Service (SAAS)
Slides PDF (7,2 MB)