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The world with Cloud, Big Data, ML,
IoT and AI
a2dreams@outlook.com
How it started?
◦ Big Bang - Document Management
One of the galaxies was Documentum . It was created in June 1990.
They developed a customized system for Boeing to organize, store, maintain, and selectively publish the
thousands of pages of information for the Boeing 777 training manuals.
Information Ecosystem
◦ Types of Data
◦ Structured
◦ Unstructured
◦ Enterprise Content Management
◦ Web Content Management
◦ Parallel Computing
◦ Federated Search
◦ Data Lake
Image source - Azure
Hadoop
Hadoop ecosystem:
• Ambari™: A web-based tool for provisioning, managing, and monitoring Apache Hadoop clusters which includes support for Hadoop HDFS, Hadoop
MapReduce, Hive, HCatalog, HBase, ZooKeeper, Oozie, Pig and Sqoop. Ambari also provides a dashboard for viewing cluster health such as heatmaps and
ability to view MapReduce, Pig and Hive applications visually alongwith features to diagnose their performance characteristics in a user-friendly manner.
• Avro™: A data serialization system.
• Cassandra™: A scalable multi-master database with no single points of failure.
• Chukwa™: A data collection system for managing large distributed systems.
• HBase™: A scalable, distributed database that supports structured data storage for large tables.
• Hive™: A data warehouse infrastructure that provides data summarization and ad hoc querying.
• Mahout™: A Scalable machine learning and data mining library.
• Pig™: A high-level data-flow language and execution framework for parallel computation.
• Spark™: A fast and general compute engine for Hadoop data. Spark provides a simple and expressive programming model that supports a wide range of
applications, including ETL, machine learning, stream processing, and graph computation.
• Submarine: A unified AI platform which allows engineers and data scientists to run Machine Learning and Deep Learning workload in distributed cluster.
• Tez™: A generalized data-flow programming framework, built on Hadoop YARN, which provides a powerful and flexible engine to execute an arbitrary DAG
of tasks to process data for both batch and interactive use-cases. Tez is being adopted by Hive™, Pig™ and other frameworks in the Hadoop ecosystem, and
also by other commercial software (e.g. ETL tools), to replace Hadoop™ MapReduce as the underlying execution engine.
• ZooKeeper™: A high-performance coordination service for distributed applications.
Cloud Computing
◦ Simply put, cloud computing is the delivery of
computing services—including servers, storage,
databases, networking, software, analytics, and
intelligence—over the Internet (“the cloud”)
◦ Ex -Gmail. Gmail users can access files and
applications hosted by Google via the internet
from any device.
Source – Amazon
Machine Learning
◦ Derive information from massive amounts of data to answer complex questions
Data Training Model Predictions
IoT – Internet of Things
◦ There are billions of electronic devices around the world that are connected to the internet, collecting,
processing and transmitting data
◦ This is possible due to use of multiple technologies like analytics, machine learning, sensors, embedded
systems, and cloud computing
Image source - AWS
Image source - Azure
AI
◦ Its an intelligence demonstrated by machines in problem solving by analyzing and processing data
◦ Advanced form of ML
◦ Dated back to 1955.
◦ Based on assumption that machines can be made to think and act like Humans
◦ Suffer crisis called AI Winter
Image source - AWS
Thank you!
Contact us for specialized coursed in Cloud and IoT
https://www.linkedin.com/company/65629746/
https://www.a2dreams.com/
http://blog.a2dreams.com/
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The world with Cloud, Big Data, ML, IoT and AI

  • 1. The world with Cloud, Big Data, ML, IoT and AI a2dreams@outlook.com
  • 2. How it started? ◦ Big Bang - Document Management One of the galaxies was Documentum . It was created in June 1990. They developed a customized system for Boeing to organize, store, maintain, and selectively publish the thousands of pages of information for the Boeing 777 training manuals.
  • 3. Information Ecosystem ◦ Types of Data ◦ Structured ◦ Unstructured ◦ Enterprise Content Management ◦ Web Content Management ◦ Parallel Computing ◦ Federated Search ◦ Data Lake Image source - Azure
  • 4. Hadoop Hadoop ecosystem: • Ambari™: A web-based tool for provisioning, managing, and monitoring Apache Hadoop clusters which includes support for Hadoop HDFS, Hadoop MapReduce, Hive, HCatalog, HBase, ZooKeeper, Oozie, Pig and Sqoop. Ambari also provides a dashboard for viewing cluster health such as heatmaps and ability to view MapReduce, Pig and Hive applications visually alongwith features to diagnose their performance characteristics in a user-friendly manner. • Avro™: A data serialization system. • Cassandra™: A scalable multi-master database with no single points of failure. • Chukwa™: A data collection system for managing large distributed systems. • HBase™: A scalable, distributed database that supports structured data storage for large tables. • Hive™: A data warehouse infrastructure that provides data summarization and ad hoc querying. • Mahout™: A Scalable machine learning and data mining library. • Pig™: A high-level data-flow language and execution framework for parallel computation. • Spark™: A fast and general compute engine for Hadoop data. Spark provides a simple and expressive programming model that supports a wide range of applications, including ETL, machine learning, stream processing, and graph computation. • Submarine: A unified AI platform which allows engineers and data scientists to run Machine Learning and Deep Learning workload in distributed cluster. • Tez™: A generalized data-flow programming framework, built on Hadoop YARN, which provides a powerful and flexible engine to execute an arbitrary DAG of tasks to process data for both batch and interactive use-cases. Tez is being adopted by Hive™, Pig™ and other frameworks in the Hadoop ecosystem, and also by other commercial software (e.g. ETL tools), to replace Hadoop™ MapReduce as the underlying execution engine. • ZooKeeper™: A high-performance coordination service for distributed applications.
  • 5. Cloud Computing ◦ Simply put, cloud computing is the delivery of computing services—including servers, storage, databases, networking, software, analytics, and intelligence—over the Internet (“the cloud”) ◦ Ex -Gmail. Gmail users can access files and applications hosted by Google via the internet from any device. Source – Amazon
  • 6. Machine Learning ◦ Derive information from massive amounts of data to answer complex questions Data Training Model Predictions
  • 7. IoT – Internet of Things ◦ There are billions of electronic devices around the world that are connected to the internet, collecting, processing and transmitting data ◦ This is possible due to use of multiple technologies like analytics, machine learning, sensors, embedded systems, and cloud computing Image source - AWS Image source - Azure
  • 8. AI ◦ Its an intelligence demonstrated by machines in problem solving by analyzing and processing data ◦ Advanced form of ML ◦ Dated back to 1955. ◦ Based on assumption that machines can be made to think and act like Humans ◦ Suffer crisis called AI Winter Image source - AWS
  • 9. Thank you! Contact us for specialized coursed in Cloud and IoT https://www.linkedin.com/company/65629746/ https://www.a2dreams.com/ http://blog.a2dreams.com/ a2dreams@outlook.com