Course Outline
Section 1: Data Management in HDFS
- Various Data Formats (JSON, Avro, Parquet)
- Compression Schemes
- Data Masking
- Labs: Analyzing different data formats; enabling compression for government applications
Section 2: Advanced Pig
- User-defined Functions
- Introduction to Pig Libraries (ElephantBird, Data-Fu)
- Loading Complex Structured Data using Pig for government datasets
- Pig Tuning
- Labs: Advanced pig scripting, parsing complex data types in government contexts
Section 3: Advanced Hive
- User-defined Functions
- Compressed Tables for efficient storage and retrieval
- Hive Performance Tuning to optimize queries for government use cases
- Labs: Creating compressed tables, evaluating table formats and configuration for government data
Section 4: Advanced HBase
- Advanced Schema Modeling for complex data structures in government databases
- Compression Techniques to enhance storage efficiency
- Bulk Data Ingest for large-scale government datasets
- Wide-table vs. Tall-table Comparison for optimal performance
- Integrating HBase with Pig and Hive for comprehensive data processing in government environments
- HBase Performance Tuning to meet high-demand government operations
- Labs: Tuning HBase configurations; accessing HBase data from Pig and Hive for government applications; Using Phoenix for advanced data modeling
Requirements
- Proficient in the Java programming language (most programming exercises are conducted in Java)
- Comfortable operating in a Linux environment (ability to navigate the Linux command line and edit files using vi or nano)
- Practical knowledge of Hadoop
Lab Environment
Zero Install: There is no requirement for students to install Hadoop software on their personal devices. A functional Hadoop cluster will be provided for government training purposes.
Students will need the following:
Testimonials (5)
The live examples
Ahmet Bolat - Accenture Industrial SS
Course - Python, Spark, and Hadoop for Big Data
During the exercises, James explained me every step whereever I was getting stuck in more detail. I was completely new to NIFI. He explained the actual purpose of NIFI, even the basics such as open source. He covered every concept of Nifi starting from Beginner Level to Developer Level.
Firdous Hashim Ali - MOD A BLOCK
Course - Apache NiFi for Administrators
That I had it in the first place.
Peter Scales - CACI Ltd
Course - Apache NiFi for Developers
practical things of doing, also theory was served good by Ajay
Dominik Mazur - Capgemini Polska Sp. z o.o.
Course - Hadoop Administration on MapR
The VM I liked very much The Teacher was very knowledgeable regarding the topic as well as other topics, he was very nice and friendly I liked the facility in Dubai.