Data Analytics with HPC
Dates: 29-30 June 2017
Location: University of Portsmouth
Please note: these materials are still in draft form and may be subject to change before the course begins, but they will give you an idea of the content to be covered.
Lecture Slides
Day 1
- 09:00 – 09:30 Arrival/set-up/Welcome
- 09:30 – 10:30 What are data analytics, big data, data science
- 10:30 – 11:00 COFFEE
- 11:00 – 12:00 Data Cleaning
- 12:00 – 13:00 Practical: Data Cleaning
- 13:00 – 14:00 LUNCH
- 14:00 – 14:45 Supervised Learning, feature selection, trees, forests
- 14:45 – 15:30 Naïve Bayes
- 15:30 – 16:00 COFFEE
- 16:00 – 17:00 Naïve Bayes Practical
- 17:00 CLOSE OF DAY
Day 2
- 09:00 – 10:30 MapReduce / Hadoop
- 10:30 – 11:00 COFFEE
- 11:00 – 11:30 Hadoop walkthrough
- 11:30 – 12:30 Unsupervised learning
- 12:30 – 13:30 LUNCH
- 13:30 – 14:15 Spark
- 14:15 – 15:00 Data streaming
- 15:00 – 15:30 COFFEE
- 15:30 – 16:00 Spark, Data streaming demonstrations
- 16:00 – CLOSE OF COURSE
