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WHO WE ARE
Morris & Opazo is an Advanced AWS Partner, with more than 15 years of experience in Custom Software Development, and 4 years of experience operating with AWS Cloud-based services.
We are a company specialized in providing business solutions in the area of Information Technology
Our goal is to facilitate the adoption of modern technologies,that add value to our clients' business solutions
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SKILLS OF OUR LEADERSWe are ready to face any great challenges that lie ahead
Experts in Cloud-based Technologies
Experts in Solutions Architecture
Experts in Agile Methodologies
Experts in Infrastructure
Experts in Data Science
Carnegie Mellon UniversityMaster of Information Systems ManagementBusiness Intelligence and Data Analytics
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Big Data & Analytics: Social Networks Insights
SUCCESS STORIES
Big Data & Analytics: Rimac – Data Lake Aguas Altiplano - Data Lake Aguas Araucania – Image and Video Recognition using Machine Learning
Aguas Magallanes – Real-Time Sentiment Analysis in Social Networks
Aguas Chañar – Analyzing Call Center Calls with Machine Learning
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● Proof-Of-Concept (POC) implementations.
● Training to learn more about the possibilities AWS Cloud can offer you.
● Optimize your monthly billing.
● Consulting on the many services of AWS with our experienced staff.
● Design and validate your solutions with our Certified Architects.
BENEFITS OF WORKING WITH US
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BIG DATA
● What is Big Data?
● Am I in a Big Data scenery?
● How Big Data tools help me?
● What AWS services can I use in a Big Data scenery?
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Big data is like teenage sex: everyone talks about it,
nobody really knows how to do it, everyone thinks everyone else is doing it,
so everyone claims they are doing it…
(Dan Ariely, Duke University)
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is a broad term to describe such large or complex data sets that traditional tools and solutions are inadequate to process and perform analyzes.
Defining Big Data
Big Data
The Key Features of Big Data: The 3 “V”s
Volume Velocity Variety
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The Features of Big Data
The three V’s
Volume Velocity Variety
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Volume
Data is increasing at a fast speed
Terabytes of data Petabytes of data
Solutions must work efficiently in distributed systems and must be easily expandable to accommodate peaks in traffic
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Velocity
Increased speed of users, devices, applications
75 billion connected devices by 2020
Solutions must be able to manage this speed efficiently, and the processing systems must be able to return results in an acceptable time range
MB/s is normal, GB/s is common
One million transactions per second
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Variety
Solutions need to be sophisticated enough to manage all different types of data, and at the same time provide accurate analysis
Various data sets, multiple sources
Most sources are in the Cloud
'Legacy' systems are still present
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The Evolution of Data Analysis
Descriptive
Why did "X" happen? The Descriptive Analysis uses data aggregation and data mining techniques to provide insight in the past to provide answers.
Descriptive Predictive Prescriptive
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The Evolution of Data Analysis
Predictive
What is the probability that "X" will happen? Predictive Analysis uses statistical models and forecasting technologies to understand what might happen in the future.
Descriptive Predictive Prescriptive
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The Evolution of Data Analysis
Prescriptive
What to do if "X" happens? This type of analysis uses optimization and simulation algorithms to advise possible results and answer "What should be done?"
Descriptive Predictive Prescriptive
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- Tracie Kambies, Nitin Mittal, Paul Roma, Sandeep Kumar SharmaTech Trends 2017, from https://www2.deloitte.com/content/dam/Deloitte/au/Documents/technology/deloitte-au-technology-dark-analytics-061017.pdf
What is Dark Data?
In this age of technology-driven enlightenment, data is our competitive currency.
Buried within raw information generated in mind-boggling volumes by transactionalsystems, social media, search engines, and countless other technologies are criticalstrategic, customer, and operational insights that, once illuminated by analytics, canvalidate or clarify assumptions, inform decision making, and help chart new paths tothe future
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Three Types of Risks of Dark Data
Regulatory RiskLeak or loss of sensitive information, latent data and Personal IdentificationInformation (PII)
Intellectual Property RiskFailure to protect Intellectual Property
Opportunity RiskLosing opportunities for improvement
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The Value of Big Data
Big Data is not just about data, it's about the value that organizations can get from it and the real-life decisions that can be made based on this data.
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Big Data Workflow
Raw data
Ingest / Collect Storage Process / AnalyzeConsume /
Visualization
Answers & Findings
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Big Data Simplified Workflow
Ingest / Collect
Storage
Process / Analyze
Consume / Visualization
Big Data Solution
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Big Data Workflow: Data Types
Data
Ingest / Collect Storage Process / Analyze
Consume / Visualization
Answers & Findings
File Stream Transactional
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Collect Data – Files Data
Data Files
CSV Files Logs Transcripts Pictures Audio Files
Data
Ingest / Collect Storage Process / Analyze
Consume / Visualization
Answers & Findings
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Collect Data – Streaming Data
Datos
Ingesta / Recolección
Almacenamiento Procesamiento / Análisis
Consumo / Visualización
Respuestas & Hallazgos
Data Stream
Web Applications
Mobile Devices PortableApplications and Services
Industrial Sensors
Data
Ingest / Collect Storage Process / Analyze
Consume / Visualization
Answers & Findings
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Collect Data – Transactional Data
Datos
Ingesta / Recolección
Almacenamiento Procesamiento / Análisis
Consumo / Visualización
Respuestas & Hallazgos
This type of data are usually managed by database services
Financial Logistic Buy ordersWork-related
dataShipping
informationDeliveries
Data
Ingest / Collect Storage Process / Analyze
Consume / Visualization
Answers & Findings
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ACCELERATING THE BUILDING OF A DATA LAKE IN AWS
● What is a Data Lake?
● What are the benefits of a Data Lake?
● What AWS services can I use with my Data Lake?
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A data lake is not intended to replace existing data warehouses, but rather to complement them. If youare already using a data warehouse, or you are looking to implement one, a data lake can be used as asource for both structured and unstructured data, which can be easily converted to a well-definedschema before being consumed in the data warehouse
A data lake is an architectural approach that allows you to store massive amounts of data in a centrallocation, so that they are easily available to be categorized, processed, analyzed and consumed byvarious groups within an organization.
Since data - structured and unstructured - can be stored as they are, there is no need to convert them toa predefined schema and you no longer need to know in advance what questions are going to be askedabout the data.
What is a Data Lake?
Decouple of Data Storage and Data Processing
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A Data Lake should support the following capabilities
• Collect and store any type of data, at any scale and at low cost
• Secure and protect all data stored in the central repository
• Search and find the relevant data in the central repository
• Administration frameworks to govern data, including moving, transforming and cataloging data
• Quickly and easily perform new types of data analysis on data sets
• Advanced engines to consult and analyze data; and build, test and execute models in a variety of ways, including Machine Learning and Artificial Intelligence.
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Benefits of a Data Lake on AWS
• Data Storage at Low Cost
• Security and Compliance
• Easy Collection and Data Ingestion
• Categorize and Manage Your Data
• Built for Analytics
• Artificial intelligence
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Parquet is a file format for storing data in a columnar and compressed form, designed to query large amounts of data,independent of the processing platform, the data model, or the programming language. Compared with traditional non-refined formats such as CSV, JSON or TXT, Parquet can reduce the storage space required, improve the performance ofqueries significantly, and immensely reduce the costs of queries for AWS services, which are charged for the amount ofdata scanned.
Amazon tests comparing the CSV and Parquet formats using 1 TB of log data stored in CSV format against the Parquetformat showed the following:
● Space savings of 87% with Parquet (1 TB of log data stored in compressed CSV format against 130 GB with Parquet)
● A response time for a representative query in Athena was 34 times faster with Parquet (237 seconds for CSV vs. 5.13seconds for Parquet), and the amount of data scanned for that Athena query was 99% lower (1.15TB scanned for CSV).against 2.69GB for Parquet)
● The cost to run that Athena query was 99.7% lower ($ 5.75 for CSV versus $ 0.013 for Parquet)
Parquet has the additional benefit of being an open data format that can be used by multiple query tools and analytics ina data lake based on Amazon S3, particularly Amazon Athena, Amazon EMR, Amazon Redshift, and Amazon RedshiftSpectrum.
Cost and Performance Optimization
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Cloud Architecture Best Practices
• Think in parallel.
• Losing coupling frees you.
• Deployment Automation.
• Automate the Infrastructure.
• Embrace hardware restrictions.
• Design for failure and Nothing will fail.
• Implement Elasticity
• Design stateless applications.
• Take advantage of different storage options.
• Build security in each layer.
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Big Data Use Cases
Media / Advertising
• Processing of images and video.
• Digital advertising / advertising offers.
• Customer Support
Financial Services
• Portfolio / Trade Analysis
• Fraud Detection
• Risk Analysis
Oil / Gas
• Gas meters
• Pipe sensors
Consumer's Health
• Bio-sensors
• Clinical data analytics
Retail
• Recommendations
• Transaction analysis
Social Networks
• Demographics
• Usage Analysis
• Metrics in-game
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Big Data Services Ecosystem
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Building a Big Data Solution
DEMOReal-Time Sentiment Analysis in Social
Networks
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Real-Time Sentiment Analysis in Social Networks
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Data Source: Social Networks Stream
● A Stream is a flow of Data that, in a manner analogous to a television or radio signal,transmits constantly data packets allowing a continuous diffusion and reading of thecontent, without interruptions
● It is usually used for audio and / or video broadcasting, but can be used for any type ofcontent
● The data is transmitted only once, and only the clients connected at that moment receivethe transmission
● Popular social networks such as Facebook and Twitter provide an excellent opportunityto test the concept of Data Stream, as they are constantly producing new data, whenevera user writes a new post or message
● A client (program) connected to the Stream to capture the data and redirect it to anotherdestination (for example Kinesis) is known as Data Producer
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Data Ingestion: Amazon Kinesis
● Amazon Kinesis allows to collect, process, and analyze in real time data from a DataStream
● It is the ideal mechanism for ingesting data that requires a quick reaction by the user ofthe information
● Examples of use for Kinesis are video, audio, application logs, website clickstreams, IoTtelemetry, among others.
● It allows operating in real-time working modes (Kinesis Streams) over a predefined timewindow (eg: 24 hours), and also batch processing (Kinesis Firehose) that can be definedaccording to the time and / or size of each lot
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Serverless Processing: Lambda
● Lambda is a serverless computing service that allows executing code implemented in avariety of languages in response to AWS platform events
● An event indicates the occurrence of activity of some kind, which can be attended by theLambda function to achieve some objective in relation to the event (eg: someone uploadsa file to S3, and Lambda reacts by sending an alert to the administrator through a systemof notifications like SNS)
● Automatically manages the computing resources necessary to execute the implementedlogic
● Ideal to respond to real-time processing scenarios with variable workload, and whosetasks can be executed in a short time
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● With Amazon Comprehend it is possible to analyze the content of text written by humans, for humans, and extract metadata indicating factors such as
○ Language○ Keyphrases○ Places
● Through the Comprehend APIs it is possible to perform this processing quickly, associated with processes in real time or near-real time
● Multiple languages supported○ German○ English○ Spanish
Natural Language Processing:
Amazon Comprehend
○ People○ Trademarks○ Events
○ Feeling○ Topic○ Etc...
○ French○ Italian○ Portuguese
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Storage: S3
● Unlimited storage of objects, which allows storing, retrieving, consulting and analyzingunlimited amounts of data
● Designed to provide the highest durability and availability of data, while incorporatingthe most extensive list of compliance and security certifications, able to meet the mostdemanding requirements and regulations
● It offers different levels of storage, to operate according to the temperature of the data,thus achieving significant cost savings for cold data storage scenarios
● Widely supported by solution providers around the world● In the AWS ecosystem, it represents the cornerstone of the Big Data scenario, since it is
able to interact with all the data processing and analysis services, managing tocompletely decouple the storage of the computation. This service ultimately hosts theData Lake
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We add value to your business
BI Visualization: QuickSight
● Consumption and visualization service for Data Analytics and Business Intelligence● It facilitates the creation of graphics and panels that allow to deliver visualizations of the
information● Excellent integration with AWS data storage services, as well as traditional Databases and
Archives● Serverless platform, able to scale automatically to adapt to the level of use and activity
![Page 42: We add value to your business - Morris & OpazoO... · We add value to your business WHO WE ARE Morris & Opazo is an Advanced AWS Partner, with more than 15 years of experience in](https://reader035.vdocuments.mx/reader035/viewer/2022081607/5f01bcf47e708231d400cc37/html5/thumbnails/42.jpg)
www.morrisopazo.com / [email protected] - Temuco - Santiago
We add value to your business
Analyzing Call Center Calls with Machine Learning
Image and Video Recognition using Machine Learning
EXTRA CONTENTS
![Page 43: We add value to your business - Morris & OpazoO... · We add value to your business WHO WE ARE Morris & Opazo is an Advanced AWS Partner, with more than 15 years of experience in](https://reader035.vdocuments.mx/reader035/viewer/2022081607/5f01bcf47e708231d400cc37/html5/thumbnails/43.jpg)
www.morrisopazo.com / [email protected] - Temuco - Santiago
We add value to your business
Analyzing Call Center Calls with Machine Learning
![Page 44: We add value to your business - Morris & OpazoO... · We add value to your business WHO WE ARE Morris & Opazo is an Advanced AWS Partner, with more than 15 years of experience in](https://reader035.vdocuments.mx/reader035/viewer/2022081607/5f01bcf47e708231d400cc37/html5/thumbnails/44.jpg)
www.morrisopazo.com / [email protected] - Temuco - Santiago
We add value to your business
Image and Video Recognition using Machine Learning