Big Data Analysis with Scala and Spark Scala 2 Version at Swiss Federal Institute of Technology Lausanne
Intermediate
Online
4 Weeks
Free
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Compare Quick Facts
Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
---|
English | Self Study | Video and Text Based |
Courses and Certificate Fees
Fees Informations | Certificate Availability | Certificate Providing Authority |
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INR 2206 | yes | Coursera |
The Syllabus
Videos
- Introduction, Logistics, What You'll Learn
- Data-Parallel to Distributed Data-Parallel
- Latency
- RDDs, Spark's Distributed Collection
- RDDs: Transformation and Actions
- Evaluation in Spark: Unlike Scala Collections!
- Cluster Topology Matters!
Readings
- Tools Setup (Please read)
- SBT tutorial and Submission of Assignments (Please read)
- Cheat Sheet
- Scala Tutorial
- Scala Style Guide
- Working on Assignments
Videos
- Introduction, Logistics, What You'll Learn
- Data-Parallel to Distributed Data-Parallel
- Latency
- RDDs, Spark's Distributed Collection
- RDDs: Transformation and Actions
- Evaluation in Spark: Unlike Scala Collections!
- Cluster Topology Matters!
Readings
- Tools Setup (Please read)
- SBT tutorial and Submission of Assignments (Please read)
- Cheat Sheet
- Scala Tutorial
- Scala Style Guide
- Working on Assignments
Videos
- Reduction Operations
- Pair RDDs
- Transformations and Actions on Pair RDDs
- Joins
Videos
- Reduction Operations
- Pair RDDs
- Transformations and Actions on Pair RDDs
- Joins
Videos
- Shuffling: What it is and why it's important
- Partitioning
- Optimizing with Partitioners
- Wide vs Narrow Dependencies
Videos
- Shuffling: What it is and why it's important
- Partitioning
- Optimizing with Partitioners
- Wide vs Narrow Dependencies
Videos
- Structured vs Unstructured Data
- Spark SQL
- DataFrames (1)
- DataFrames (2)
- Datasets
Videos
- Structured vs Unstructured Data
- Spark SQL
- DataFrames (1)
- DataFrames (2)
- Datasets