SlideShare ist ein Scribd-Unternehmen logo
1 von 7
Downloaden Sie, um offline zu lesen
Spark vs Storm
Trong-Ton PHAM
trongton@gmail.com
Batch vs Streaming
Spark
• Batch & micro-batch
processing
Storm
• Micro-batch & real-time
stream processing
Batch Streaming
Usability
Spark Storm
Production mode Since 2013 (UC Berkeley) Since 2011 (Twitter)
Implemented in Scala (In-memory processing) Clojure
API Language Java, Scala, Python Java, Scala, Clojure, others
Library components
SparkSQL
Spark Streaming
MLLib (Machine Learning)
GraphX (graph)
Stream
Spouts (read data stream)
Bolts (filters, joins)
Topologies
Hadoop compatibility
Spark Storm
Data sources HDFS, Hbase, Cassandra HDFS, Hbase, Kafka
Ressource Manager YARN, Mesos Mesos
Latency Few seconds < 1 second
Fault tolerance (every
record processed)
Exactly once At least once
Reliability
Improved reliability (Spark +
YARN)
Guarantees no data loss
(Storm + Kafka)
Supported distribution
N/A
Manual configuration needed Supported
Performance
• This is NOT an official benchmark in term of
performance of Spark and Storm
System Performance
Storm (Twitter) 10,000 records/s/node
Spark Streaming 400,000 records/s/node
Apache S4 7,000 records/s/node
Other Commericial Systems 100,000 records/s/node
http://www.cs.duke.edu/~kmoses/cps516/dstream.html
References
• http://xinhstechblog.blogspot.fr/2014/06/storm-
vs-spark-streaming-side-by-side.html
• https://www.linkedin.com/groups/Can-anyone-
share-some-experience-4158686.S.235367680
• http://www.slideshare.net/ptgoetz/apache-
storm-vs-spark-streaming
• http://www.slideshare.net/nathanmarz/storm-
distributed-and-faulttolerant-realtime-
computation
• Spark & Storm websites

Weitere ähnliche Inhalte

Was ist angesagt?

Cassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market SceinceCassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market SceinceP. Taylor Goetz
 
Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)Robert Evans
 
Real-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and StormReal-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and StormJohn Georgiadis
 
Multi-Tenant Storm Service on Hadoop Grid
Multi-Tenant Storm Service on Hadoop GridMulti-Tenant Storm Service on Hadoop Grid
Multi-Tenant Storm Service on Hadoop GridDataWorks Summit
 
Storm presentation
Storm presentationStorm presentation
Storm presentationShyam Raj
 
Storm: distributed and fault-tolerant realtime computation
Storm: distributed and fault-tolerant realtime computationStorm: distributed and fault-tolerant realtime computation
Storm: distributed and fault-tolerant realtime computationnathanmarz
 
Realtime Statistics based on Apache Storm and RocketMQ
Realtime Statistics based on Apache Storm and RocketMQRealtime Statistics based on Apache Storm and RocketMQ
Realtime Statistics based on Apache Storm and RocketMQXin Wang
 
Multi-tenant Apache Storm as a service
Multi-tenant Apache Storm as a serviceMulti-tenant Apache Storm as a service
Multi-tenant Apache Storm as a serviceRobert Evans
 
Slide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache StormSlide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache StormMd. Shamsur Rahim
 
Storm: Distributed and fault tolerant realtime computation
Storm: Distributed and fault tolerant realtime computationStorm: Distributed and fault tolerant realtime computation
Storm: Distributed and fault tolerant realtime computationFerran Galí Reniu
 
Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014P. Taylor Goetz
 
Introduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & ExampleIntroduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & ExampleDung Ngua
 
Apache Storm Concepts
Apache Storm ConceptsApache Storm Concepts
Apache Storm ConceptsAndré Dias
 
Developing Java Streaming Applications with Apache Storm
Developing Java Streaming Applications with Apache StormDeveloping Java Streaming Applications with Apache Storm
Developing Java Streaming Applications with Apache StormLester Martin
 
Storm: The Real-Time Layer - GlueCon 2012
Storm: The Real-Time Layer  - GlueCon 2012Storm: The Real-Time Layer  - GlueCon 2012
Storm: The Real-Time Layer - GlueCon 2012Dan Lynn
 

Was ist angesagt? (20)

Cassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market SceinceCassandra and Storm at Health Market Sceince
Cassandra and Storm at Health Market Sceince
 
Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)Scaling Apache Storm (Hadoop Summit 2015)
Scaling Apache Storm (Hadoop Summit 2015)
 
Real-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and StormReal-Time Analytics with Kafka, Cassandra and Storm
Real-Time Analytics with Kafka, Cassandra and Storm
 
Multi-Tenant Storm Service on Hadoop Grid
Multi-Tenant Storm Service on Hadoop GridMulti-Tenant Storm Service on Hadoop Grid
Multi-Tenant Storm Service on Hadoop Grid
 
Storm presentation
Storm presentationStorm presentation
Storm presentation
 
Storm and Cassandra
Storm and Cassandra Storm and Cassandra
Storm and Cassandra
 
Storm: distributed and fault-tolerant realtime computation
Storm: distributed and fault-tolerant realtime computationStorm: distributed and fault-tolerant realtime computation
Storm: distributed and fault-tolerant realtime computation
 
Storm
StormStorm
Storm
 
Realtime Statistics based on Apache Storm and RocketMQ
Realtime Statistics based on Apache Storm and RocketMQRealtime Statistics based on Apache Storm and RocketMQ
Realtime Statistics based on Apache Storm and RocketMQ
 
Multi-tenant Apache Storm as a service
Multi-tenant Apache Storm as a serviceMulti-tenant Apache Storm as a service
Multi-tenant Apache Storm as a service
 
Slide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache StormSlide #1:Introduction to Apache Storm
Slide #1:Introduction to Apache Storm
 
Storm: Distributed and fault tolerant realtime computation
Storm: Distributed and fault tolerant realtime computationStorm: Distributed and fault tolerant realtime computation
Storm: Distributed and fault tolerant realtime computation
 
Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014Scaling Apache Storm - Strata + Hadoop World 2014
Scaling Apache Storm - Strata + Hadoop World 2014
 
Introduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & ExampleIntroduction to Apache Storm - Concept & Example
Introduction to Apache Storm - Concept & Example
 
ElephantDB
ElephantDBElephantDB
ElephantDB
 
Resource Aware Scheduling in Apache Storm
Resource Aware Scheduling in Apache StormResource Aware Scheduling in Apache Storm
Resource Aware Scheduling in Apache Storm
 
Apache Storm Concepts
Apache Storm ConceptsApache Storm Concepts
Apache Storm Concepts
 
Developing Java Streaming Applications with Apache Storm
Developing Java Streaming Applications with Apache StormDeveloping Java Streaming Applications with Apache Storm
Developing Java Streaming Applications with Apache Storm
 
Storm: The Real-Time Layer - GlueCon 2012
Storm: The Real-Time Layer  - GlueCon 2012Storm: The Real-Time Layer  - GlueCon 2012
Storm: The Real-Time Layer - GlueCon 2012
 
Yahoo compares Storm and Spark
Yahoo compares Storm and SparkYahoo compares Storm and Spark
Yahoo compares Storm and Spark
 

Andere mochten auch

Apache storm vs. Spark Streaming
Apache storm vs. Spark StreamingApache storm vs. Spark Streaming
Apache storm vs. Spark StreamingP. Taylor Goetz
 
Spark Streaming with Cassandra
Spark Streaming with CassandraSpark Streaming with Cassandra
Spark Streaming with CassandraJacek Lewandowski
 
Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)
Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)
Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)Spark Summit
 
Distributed real time stream processing- why and how
Distributed real time stream processing- why and howDistributed real time stream processing- why and how
Distributed real time stream processing- why and howPetr Zapletal
 
Performance Comparison of Streaming Big Data Platforms
Performance Comparison of Streaming Big Data PlatformsPerformance Comparison of Streaming Big Data Platforms
Performance Comparison of Streaming Big Data PlatformsDataWorks Summit/Hadoop Summit
 
Apache Storm vs. Spark Streaming - two stream processing platforms compared
Apache Storm vs. Spark Streaming - two stream processing platforms comparedApache Storm vs. Spark Streaming - two stream processing platforms compared
Apache Storm vs. Spark Streaming - two stream processing platforms comparedGuido Schmutz
 
Introduction To HBase
Introduction To HBaseIntroduction To HBase
Introduction To HBaseAnil Gupta
 
Hadoop Summit Europe 2014: Apache Storm Architecture
Hadoop Summit Europe 2014: Apache Storm ArchitectureHadoop Summit Europe 2014: Apache Storm Architecture
Hadoop Summit Europe 2014: Apache Storm ArchitectureP. Taylor Goetz
 
TEDx Manchester: AI & The Future of Work
TEDx Manchester: AI & The Future of WorkTEDx Manchester: AI & The Future of Work
TEDx Manchester: AI & The Future of WorkVolker Hirsch
 

Andere mochten auch (12)

Apache storm vs. Spark Streaming
Apache storm vs. Spark StreamingApache storm vs. Spark Streaming
Apache storm vs. Spark Streaming
 
Spark Streaming with Cassandra
Spark Streaming with CassandraSpark Streaming with Cassandra
Spark Streaming with Cassandra
 
Cassandra & Spark for IoT
Cassandra & Spark for IoTCassandra & Spark for IoT
Cassandra & Spark for IoT
 
Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)
Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)
Towards Benchmaking Modern Distruibuted Systems-(Grace Huang, Intel)
 
Distributed real time stream processing- why and how
Distributed real time stream processing- why and howDistributed real time stream processing- why and how
Distributed real time stream processing- why and how
 
Glint with Apache Spark
Glint with Apache SparkGlint with Apache Spark
Glint with Apache Spark
 
Performance Comparison of Streaming Big Data Platforms
Performance Comparison of Streaming Big Data PlatformsPerformance Comparison of Streaming Big Data Platforms
Performance Comparison of Streaming Big Data Platforms
 
Apache Storm vs. Spark Streaming - two stream processing platforms compared
Apache Storm vs. Spark Streaming - two stream processing platforms comparedApache Storm vs. Spark Streaming - two stream processing platforms compared
Apache Storm vs. Spark Streaming - two stream processing platforms compared
 
Introduction To HBase
Introduction To HBaseIntroduction To HBase
Introduction To HBase
 
Cassandra and IoT
Cassandra and IoTCassandra and IoT
Cassandra and IoT
 
Hadoop Summit Europe 2014: Apache Storm Architecture
Hadoop Summit Europe 2014: Apache Storm ArchitectureHadoop Summit Europe 2014: Apache Storm Architecture
Hadoop Summit Europe 2014: Apache Storm Architecture
 
TEDx Manchester: AI & The Future of Work
TEDx Manchester: AI & The Future of WorkTEDx Manchester: AI & The Future of Work
TEDx Manchester: AI & The Future of Work
 

Ähnlich wie Spark vs storm

East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine Learning
 East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine Learning East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine Learning
East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine LearningChris Fregly
 
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...Helena Edelson
 
Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)
Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)
Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)Helena Edelson
 
Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014
Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014
Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014Chris Fregly
 
Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...
Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...
Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...Chris Fregly
 
Spark streaming state of the union
Spark streaming state of the unionSpark streaming state of the union
Spark streaming state of the unionDatabricks
 
Large-Scale Data Science in Apache Spark 2.0
Large-Scale Data Science in Apache Spark 2.0Large-Scale Data Science in Apache Spark 2.0
Large-Scale Data Science in Apache Spark 2.0Databricks
 
Introducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar Series
Introducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar SeriesIntroducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar Series
Introducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar SeriesAmazon Web Services
 
Best Practices for Using Apache Spark on AWS
Best Practices for Using Apache Spark on AWSBest Practices for Using Apache Spark on AWS
Best Practices for Using Apache Spark on AWSAmazon Web Services
 
The Next Generation of Streaming
The Next Generation of StreamingThe Next Generation of Streaming
The Next Generation of StreamingTimothy Spann
 
Data Science & Best Practices for Apache Spark on Amazon EMR
Data Science & Best Practices for Apache Spark on Amazon EMRData Science & Best Practices for Apache Spark on Amazon EMR
Data Science & Best Practices for Apache Spark on Amazon EMRAmazon Web Services
 
Data science with spark on amazon EMR - Pop-up Loft Tel Aviv
Data science with spark on amazon EMR - Pop-up Loft Tel AvivData science with spark on amazon EMR - Pop-up Loft Tel Aviv
Data science with spark on amazon EMR - Pop-up Loft Tel AvivAmazon Web Services
 
Getting Started with Spark Streaming
Getting Started with Spark StreamingGetting Started with Spark Streaming
Getting Started with Spark StreamingAlex Apollonsky
 
Hadoop world overview trends and topics
Hadoop world overview trends and topicsHadoop world overview trends and topics
Hadoop world overview trends and topicsValentin Kropov
 
Large scale, distributed and reliable messaging with Kafka
Large scale, distributed and reliable messaging with KafkaLarge scale, distributed and reliable messaging with Kafka
Large scale, distributed and reliable messaging with KafkaRafał Hryniewski
 
Building Realtime Data Pipelines with Kafka Connect and Spark Streaming
Building Realtime Data Pipelines with Kafka Connect and Spark StreamingBuilding Realtime Data Pipelines with Kafka Connect and Spark Streaming
Building Realtime Data Pipelines with Kafka Connect and Spark StreamingJen Aman
 
Sink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleSink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleTimothy Spann
 
Sink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleSink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleScyllaDB
 
SSR: Structured Streaming for R and Machine Learning
SSR: Structured Streaming for R and Machine LearningSSR: Structured Streaming for R and Machine Learning
SSR: Structured Streaming for R and Machine Learningfelixcss
 

Ähnlich wie Spark vs storm (20)

Spark
SparkSpark
Spark
 
East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine Learning
 East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine Learning East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine Learning
East Bay Java User Group Oct 2014 Spark Streaming Kinesis Machine Learning
 
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
Fast and Simplified Streaming, Ad-Hoc and Batch Analytics with FiloDB and Spa...
 
Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)
Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)
Streaming Big Data with Spark, Kafka, Cassandra, Akka & Scala (from webinar)
 
Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014
Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014
Kinesis and Spark Streaming - Advanced AWS Meetup - August 2014
 
Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...
Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...
Global Big Data Conference Sept 2014 AWS Kinesis Spark Streaming Approximatio...
 
Spark streaming state of the union
Spark streaming state of the unionSpark streaming state of the union
Spark streaming state of the union
 
Large-Scale Data Science in Apache Spark 2.0
Large-Scale Data Science in Apache Spark 2.0Large-Scale Data Science in Apache Spark 2.0
Large-Scale Data Science in Apache Spark 2.0
 
Introducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar Series
Introducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar SeriesIntroducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar Series
Introducing Amazon EMR Release 5.0 - August 2016 Monthly Webinar Series
 
Best Practices for Using Apache Spark on AWS
Best Practices for Using Apache Spark on AWSBest Practices for Using Apache Spark on AWS
Best Practices for Using Apache Spark on AWS
 
The Next Generation of Streaming
The Next Generation of StreamingThe Next Generation of Streaming
The Next Generation of Streaming
 
Data Science & Best Practices for Apache Spark on Amazon EMR
Data Science & Best Practices for Apache Spark on Amazon EMRData Science & Best Practices for Apache Spark on Amazon EMR
Data Science & Best Practices for Apache Spark on Amazon EMR
 
Data science with spark on amazon EMR - Pop-up Loft Tel Aviv
Data science with spark on amazon EMR - Pop-up Loft Tel AvivData science with spark on amazon EMR - Pop-up Loft Tel Aviv
Data science with spark on amazon EMR - Pop-up Loft Tel Aviv
 
Getting Started with Spark Streaming
Getting Started with Spark StreamingGetting Started with Spark Streaming
Getting Started with Spark Streaming
 
Hadoop world overview trends and topics
Hadoop world overview trends and topicsHadoop world overview trends and topics
Hadoop world overview trends and topics
 
Large scale, distributed and reliable messaging with Kafka
Large scale, distributed and reliable messaging with KafkaLarge scale, distributed and reliable messaging with Kafka
Large scale, distributed and reliable messaging with Kafka
 
Building Realtime Data Pipelines with Kafka Connect and Spark Streaming
Building Realtime Data Pipelines with Kafka Connect and Spark StreamingBuilding Realtime Data Pipelines with Kafka Connect and Spark Streaming
Building Realtime Data Pipelines with Kafka Connect and Spark Streaming
 
Sink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleSink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any Scale
 
Sink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleSink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any Scale
 
SSR: Structured Streaming for R and Machine Learning
SSR: Structured Streaming for R and Machine LearningSSR: Structured Streaming for R and Machine Learning
SSR: Structured Streaming for R and Machine Learning
 

Kürzlich hochgeladen

Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Boston Institute of Analytics
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Boston Institute of Analytics
 
knowledge representation in artificial intelligence
knowledge representation in artificial intelligenceknowledge representation in artificial intelligence
knowledge representation in artificial intelligencePriyadharshiniG41
 
Non Text Magic Studio Magic Design for Presentations L&P.pdf
Non Text Magic Studio Magic Design for Presentations L&P.pdfNon Text Magic Studio Magic Design for Presentations L&P.pdf
Non Text Magic Studio Magic Design for Presentations L&P.pdfPratikPatil591646
 
Digital Indonesia Report 2024 by We Are Social .pdf
Digital Indonesia Report 2024 by We Are Social .pdfDigital Indonesia Report 2024 by We Are Social .pdf
Digital Indonesia Report 2024 by We Are Social .pdfNicoChristianSunaryo
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxaleedritatuxx
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectBoston Institute of Analytics
 
DATA ANALYSIS using various data sets like shoping data set etc
DATA ANALYSIS using various data sets like shoping data set etcDATA ANALYSIS using various data sets like shoping data set etc
DATA ANALYSIS using various data sets like shoping data set etclalithasri22
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data VisualizationKianJazayeri1
 
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...Jack Cole
 
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdfWorld Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdfsimulationsindia
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Cathrine Wilhelmsen
 
Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...
Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...
Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...boychatmate1
 
Statistics For Management by Richard I. Levin 8ed.pdf
Statistics For Management by Richard I. Levin 8ed.pdfStatistics For Management by Richard I. Levin 8ed.pdf
Statistics For Management by Richard I. Levin 8ed.pdfnikeshsingh56
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxSimranPal17
 
Role of Consumer Insights in business transformation
Role of Consumer Insights in business transformationRole of Consumer Insights in business transformation
Role of Consumer Insights in business transformationAnnie Melnic
 
Bank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis ProjectBank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis ProjectBoston Institute of Analytics
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024Susanna-Assunta Sansone
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfblazblazml
 

Kürzlich hochgeladen (20)

Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
 
knowledge representation in artificial intelligence
knowledge representation in artificial intelligenceknowledge representation in artificial intelligence
knowledge representation in artificial intelligence
 
Non Text Magic Studio Magic Design for Presentations L&P.pdf
Non Text Magic Studio Magic Design for Presentations L&P.pdfNon Text Magic Studio Magic Design for Presentations L&P.pdf
Non Text Magic Studio Magic Design for Presentations L&P.pdf
 
Digital Indonesia Report 2024 by We Are Social .pdf
Digital Indonesia Report 2024 by We Are Social .pdfDigital Indonesia Report 2024 by We Are Social .pdf
Digital Indonesia Report 2024 by We Are Social .pdf
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis Project
 
DATA ANALYSIS using various data sets like shoping data set etc
DATA ANALYSIS using various data sets like shoping data set etcDATA ANALYSIS using various data sets like shoping data set etc
DATA ANALYSIS using various data sets like shoping data set etc
 
2023 Survey Shows Dip in High School E-Cigarette Use
2023 Survey Shows Dip in High School E-Cigarette Use2023 Survey Shows Dip in High School E-Cigarette Use
2023 Survey Shows Dip in High School E-Cigarette Use
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data Visualization
 
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
 
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdfWorld Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)
 
Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...
Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...
Introduction to Mongo DB-open-­‐source, high-­‐performance, document-­‐orient...
 
Statistics For Management by Richard I. Levin 8ed.pdf
Statistics For Management by Richard I. Levin 8ed.pdfStatistics For Management by Richard I. Levin 8ed.pdf
Statistics For Management by Richard I. Levin 8ed.pdf
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptx
 
Role of Consumer Insights in business transformation
Role of Consumer Insights in business transformationRole of Consumer Insights in business transformation
Role of Consumer Insights in business transformation
 
Bank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis ProjectBank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis Project
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
 

Spark vs storm