Section 1: Overview of Big Data
Lecture 1
1.1 Section 1 Introduction and topics
02:24
Lecture 2
1.2 Overview of Big Data and Hadoop
06:40
Lecture 3
1.3 Big Data Features and Traditional Datawarehousing Charactaristics
05:40
Lecture 4
1.4 Use Case: Adastra's Big Data Reference Architecture
02:01
Lecture 5
1.5 Section Conclusion
00:46
Quiz 1
1.6 Big Data Concepts Quiz
3 questions
Section 2: What is Apache Spark
Lecture 6
2.1 Introduction and topcis
00:33
Lecture 7
2.2 Apache Spark Overview
02:54
Lecture 8
2.3 Spark's History
03:21
Lecture 9
2.4 Why Use Spark
05:38
Lecture 10
2.5 Section Conclusion
00:36
Quiz 2
2.6 Spark Concepts Quiz
5 questions
Section 3: Spark Infrastructure
Lecture 11
3.1 Introduction and Topics
00:31
Lecture 12
3.2 Spark Deployment Modes
03:49
Lecture 13
3.3 Hands-on Exercise: Installing Stand-Alone Spark
00:15
Lecture 14
3.4 Hands-on Exercise: Install Stand-Alone Spark on your computer
16 pages
Quiz 3
3.5 Spark Install Quiz
1 question
Lecture 15
3.6 The Spark Framework
10:08
Lecture 16
3.7 Spark Application Concepts
06:45
Lecture 17
3.8 Section Conclusion
00:36
Quiz 4
3.9 Spark Infrastructure Quiz
5 questions
Section 4: The Scala Programming Language
Lecture 18
4.1 Introduction and topics
00:36
Lecture 19
4.2 Scala Introduction & Language Features
05:06
Lecture 20
4.3 Scala Language Basics-Base Types
02:17
Lecture 21
4.4 Hands-on Examples: Scala Base Types
5 slides
Lecture 22
4.5 Scala Language Basics-Operators
03:36
Lecture 23
4.6 Hands-on Examples: Scala Operators
5 slides
Lecture 24
4.7 Scala Language Constructs-Variables
01:52
Lecture 25
4.8 Hands-on Examples: Scala Variables
1 slide
Quiz 5
4.9 Scala Language Constructs-Variables Quiz
2 questions
Lecture 26
4.10 Scala Language Constructs-Arrays
02:17
Lecture 27
4.11 Hands-on Examples: Scala Arrays
1 slide
Lecture 28
4.12 Scala Language Constructs-Lists
02:18
Lecture 29
4.13 Hands-On Exercise: Scala Lists
2 slides
Lecture 30
4.14 Scala Language Constructs-Collections
02:06
Quiz 6
4.15 Quiz: Scala Arrays and Lists
2 questions
Lecture 31
4.16 Scala Language Constructs-IF Expressions
02:39
Lecture 32
4.17 Hands-On Excercise: Scala IF Expressions
1 slide
Lecture 33
4.18 Scala Language Constructs-MATCH-CASE Expressions
01:28
Lecture 34
4.19 Hands-On Excercise: Scala MATCH-CASE Expressions
1 slide
Lecture 35
4.20 Scala Language Constructs-WHILE & FOR Loop Expressions
02:09
Lecture 36
4.21 Hands-On Excercise: Scala WHILE & FOR Loop Expressions
2 slides
Quiz 7
4.22 Quiz: Scala Loops and Execution Flow
1 question
Lecture 37
4.23 Scala Language Basics-Functions
01:39
Lecture 38
4.24 Hands-On Excercise: Scala Functions
1 slide
Quiz 8
4.25 Quiz: Scala Functions: Greatest Common Divisor
1 question
Lecture 39
4.26 Scala Language Basics-Anonymous Functions
03:26
Lecture 40
4.27 Hands-on Examples: Anonymous Functions
1 slide
Quiz 9
4.28 Scala Functions - Create your own function
2 questions
Lecture 41
4.29 Scala Functions - quiz solution
2 slides
Lecture 42
4.30 Section Conclusion
00:53
Section 5: Resilient Distributed Datasets
Lecture 43
5.1 Introduction and sections
01:09
Lecture 44
5.2 Resilient Distributed Datasets-Overview
03:04
Lecture 45
5.3 Resilient Distributed Datasets
10:26
Lecture 46
5.4 Hands-On Exercise: RDDs Lazy Evaluation & Actions
5 slides
Quiz 10
5.5 RDDs Lazy Evaluation & Actions
2 questions
Lecture 47
5.6 Resilient Distributed Datasets-How to Create
03:32
Lecture 48
5.7 Hands-On Exercise: Creating an RDD from a Collection
1 slide
Quiz 11
5.8 RDD Creation
2 questions
Lecture 49
5.9 Pair Resilient Distributed Datasets
04:18
Lecture 50
5.10 Hands-On Exercise: Pair RDDs
6 slides
Quiz 12
5.11 Pair RDDs - Joining datasets
1 question
Lecture 51
5.12 Resilient Distributed Datasets-Persistence
04:15
Lecture 52
5.13 Resilient Distributed Datasets-Shared Variables
04:55
Lecture 53
5.14 Hands-on Examples: Distributed Shared Variables
4 slides
Quiz 13
5.15 "Advanced" data processing with Spark
1 question
Lecture 54
5.16 "Advanced" data processing with Spark - quiz solution
1 slide
Lecture 55
5.17 Section Conclusion
01:10