Apuntes
FIRST CHAPTER
Contenido del apunte (5)
Página 1
FACTS - CLASS 2
- There are 2.5 quintillion data per day being generated;
- 90% of the data generated on the planet was generated in the last two years;
- 80% of data is unstructured or in different formats;
- The 4 V's of Big Data -> Volume, Variety, Speed, Veracity;
- Volume: Data Size;
- Variety: Data Format;
- Speed: Data Generation;
- Veracity: Data Reliability;
- Big data and Data Science are not the same things.
- Big Data is the raw material x Data Science is a set of techniques for analyzing data.
- When applying Data Science to Big Data, Big Data Analytics is obtained.
- Data Engineer -> Extract and store all data
- Data Scientist - Process and analyze
Página 2
Storage System - Class 3
- It is important in storing data to know how it will be accessed.
- structured data is used data warehouse.
- unstructured data is used data lake or data store.
- Relational Database has schema defined before data storage
- Data Warehouse is created by some technology DBMS - Database Management System or (SGBD in Portuguese).
- NoSQL Database cannot be unstructured data.
- Data Warehouse - stores a large amount of data from different sources.
- The goal is to feed business intelligence (The goal: Alimentar).
- DW Benefits: Better Business Analytics, Faster Queries, Data Quality Improvements, Historical View.
- Data Lake Benefits: Raw Format Storage, Real-time Data Import.
- Data Store Benefits: Flexibility.
Página 3
Parallel Storage and Processing - Class 4
- Cluster a set of computers that form a server
- Parallel Storage - Distribute storage across multiple servers
- Hadoop HDFS- Hadoop Distributed File System cluster manager
- You can build a Data Lake that runs on a Cluster and allows you to store large volumes at a low cost.
- Job Tracker manages the processing
- Task Tracker does the work in the process
Página 4
Cloud Computing - Class 5
- Delivery of services over the internet
Página 5
Machine Learning - Class 6
- Area that focuses on using data and algorithms to mimic human learning.
Información
- Descripción
- FIRST CHAPTER BIG DATA
- Creado por
- Richard Xavier
- Visitas
- 21
- Etiquetas
- Valoración