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NPTEL

Big Data Computing

NPTEL and Indian Institute of Technology Patna via YouTube

Syllabus

noc19-cs33-Introduction-Big Data Computing.
noc19-cs33 Lecture 1-Introduction to Big Data.
noc19-cs33 Lecture 2-Big Data Enabling Technologies.
noc19-cs33 Lecture 3-Hadoop Stack For Big Data.
noc19-cs33 Lec 04-Hadoop Distributed File System (HDFS).
noc19-cs33 Lec 05-Hadoop MapReduce 1.0.
noc19-cs33 Lec 06-Hadoop MapReduce 2.0 (Part-I).
noc19-cs33 Lec 07-Hadoop MapReduce 2.0 (Part-II).
noc19-cs33 Lec 08-MapReduce Examples.
noc19-cs33 Lec 09-Parallel Programming with Spark.
noc19-cs33 Lec 10-Introduction to Spark.
noc19-cs33 Lec 11-Spark Built-in Libraries.
noc19-cs33 Lec 12-Design of Key-Value Stores.
noc19-cs33 Lec 13 Data Placement Strategies.
noc19-cs33 Lec 14 CAP Theorem.
noc19-cs33 Lec 15 Consistency Solutions.
noc19-cs33 Lec 16 Design of Zookeeper.
noc19-cs33 Lec 17 CQL (Cassandra Query Language).
noc19-cs33 Lec 18 Design of HBase.
noc19-cs33 Lec 19 Spark Streaming and Sliding Window Analytics (Part-I).
noc19-cs33 Lec 20 Spark Streaming and Sliding Window Analytics (Part-II).
noc19-cs33 Lec 21 Sliding Window Analytics.
noc19-cs33 Lec 22 Introduction to Kafka.
noc19-cs33 Lec 23 Big Data Machine Learning (Part-I).
noc19-cs33 Lec 24 Big Data Machine Learning (Part-II).
noc19-cs33 Lec 25 Machine Learning Algorithm K-means using Map Reduce for Big Data Analytics.
noc19-cs33 Lec 26 Parallel K-means using Map Reduce on Big Data Cluster Analysis.
noc19-cs33 Lec 27 Decision Trees for Big Data Analytics.
noc19-cs33 Lec 28 Big Data Predictive Analytics (Part-I).
noc19-cs33 Lec 29 Big Data Predictive Analytics (Part-II).
noc19-cs33 Lec 30 Parameter Servers.
noc19-cs33 Lec 31 PageRank Algorithm in Big Data.
noc19-cs33 Lec 32 Spark GraphX & Graph Analytics (Part-I).
noc19-cs33 Lec 33 Spark GraphX & Graph Analytics (Part-II).
noc19-cs33 Lec 34 Case Study: Flight Data Analysis using Spark GraphX.

Taught by

IIT Kanpur July 2018

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