Booking options
Price on Enquiry
Price on Enquiry
Delivered Online
3 days
All levels
Duration
3 Days
18 CPD hours
This course is intended for
Senior Executives
CIOs and CTOs
Business Intelligence Executives
Marketing Executives
Data & Business Analytics Specialists
Innovation Specialists & Entrepreneurs
Academics, and other people interested in Big Data
Overview
More specifically, BDAW addresses advanced big data architecture topics, including, data formats, transformation, real-time, batch and machine learning processing, scalability, fault tolerance, security and privacy, minimizing the risk of an unsound architecture and technology selection.
Big Data Architecture Workshop (BDAW) is a learning event that addresses advanced big data architecture topics. BDAW brings together technical contributors into a group setting to design and architect solutions to a challenging business problem. The workshop addresses big data architecture problems in general, and then applies them to the design of a challenging system. Throughout the highly interactive workshop, students apply concepts to real-world examples resulting in detailed synergistic discussions. The workshop is conducive for students to learn techniques for architecting big data systems, not only from Cloudera?s experience but also from the experiences of fellow students.
Workshop Application Use Cases
Oz Metropolitan
Architectural questions
Team activity: Analyze Metroz Application Use Cases
Application Vertical Slice
Definition
Minimizing risk of an unsound architecture
Selecting a vertical slice
Team activity: Identify an initial vertical slice for Metroz
Application Processing
Real time, near real time processing
Batch processing
Data access patterns
Delivery and processing guarantees
Machine Learning pipelines
Team activity: identify delivery and processing patterns in Metroz, characterize response time requirements, identify Machine Learning pipelines
Application Data
Three V?s of Big Data
Data Lifecycle
Data Formats
Transforming Data
Team activity: Metroz Data Requirements
Scalable Applications
Scale up, scale out, scale to X
Determining if an application will scale
Poll: scalable airport terminal designs
Hadoop and Spark Scalability
Team activity: Scaling Metroz
Fault Tolerant Distributed Systems
Principles
Transparency
Hardware vs. Software redundancy
Tolerating disasters
Stateless functional fault tolerance
Stateful fault tolerance
Replication and group consistency
Fault tolerance in Spark and Map Reduce
Application tolerance for failures
Team activity: Identify Metroz component failures and requirements
Security and Privacy
Principles
Privacy
Threats
Technologies
Team activity: identify threats and security mechanisms in Metroz
Deployment
Cluster sizing and evolution
On-premise vs. Cloud
Edge computing
Team activity: select deployment for Metroz
Technology Selection
HDFS
HBase
Kudu
Relational Database Management Systems
Map Reduce
Spark, including streaming, SparkSQL and SparkML
Hive
Impala
Cloudera Search
Data Sets and Formats
Team activity: technologies relevant to Metroz
Software Architecture
Architecture artifacts
One platform or multiple, lambda architecture
Team activity: produce high level architecture, selected technologies, revisit vertical slice
Vertical Slice demonstration
Additional course details:
Nexus Humans Big Data Architecture Workshop training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward.
This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts.
Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success.
While we feel this is the best course for the Big Data Architecture Workshop course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you.
Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.
Nexus Human, established over 20 years ago, stands as a pillar of excellence in the realm of IT and Business Skills Training and education in Ireland and the UK....