Building Blocks for Big Data Project
- Working knowledge on Hadoop & Hadoop Ecosystem
- Working knowledge on Hadoop & Hadoop Ecosystem
o Be comfortable with basic Linux commands
o Dataware housing Knowledge and SQL
commands
o Programming concepts like Java, Python, R,
Pearl etc.
-
Understanding
data structure & Business objective
-
Data
visualization tools like Tableau, Qlickview, Jasper reports etc.
-
Be
comfortable with analytics tools like R, Python, Spark, SAS etc.
-
Be
comfortable with statistics (exploratory) and machine learning algorithms
What disrupted the Data Center?
Every industry is graced with more data…
• Richer transnational data from portfolio of dozens or hundreds of
business applications
• Usage and behavior data from web and mobile apps
• Social media data
• Sensor and event data from IoT devices
• Data economy – firms buying and selling data
• Derived data from analytics
What is the challenge?
• The challenges include capture, curation, storage, search, sharing
transfer, analysis and visualization
• The main challenge lies in identifying the value, the relevant information within this data, and then transforming and extracting that data for further analysis.
What is Bigdata?
• Is it technology?
• Is it solution?
• Is it problem?
• Is it platform?
• Is it statement/phrase?
Big Data – 4 V’s
- According to IDC(International Data Corporation) the size of digital universe at 4.4 zettabytes in 2013 and forecasting a tenfold growth by 2020 to 40 zettabytes
- A zetta bytes is (10)21 bytes or thousands of exabytes or one million petabytes or one billion terabytes
- The NYSE generates about 4-5 terabytes of data per day
- Facebook hosts more than 240 billion photos, growing at 7 petabytes per month
IBM’s Definition of Big Data
Big data – Myths
· It’s Big : You need to have lots of data
to talk about
big data
· You need to apply it right away
· The more granular the data, the better
· Big Data is good data
· Big Data means that analysts become
all-important
· Big Data gives you concrete answers
· Big Data predicts the future
· Big Data is a magical solution
· Big Data can create self-learning
algorithms
· Big Data is only
for big corporations
· We Have So Much Data, We Don't Need to
Worry
About Every Little
Data Flaw
· Big Data Technology Will Eliminate the
Need for
Data Integration
· It's Pointless Using a Data Warehouse for
Advanced
Analytics
· Data Lakes Will Replace the Data
Warehouse
· Hadoop is the holy grail of big data
·
Machine Learning Overcomes Human Bias
Big Data- Scenarios
What is Hadoop?
DBMS vs. HADOOP
Why Hadoop?
- Hadoop is an Open-Source Data Management framework with scale-out storage &distributed processing
Hadoop is not a database. Hadoop (from Apache Software Foundation) is a Java-based software framework for scalable,decentralized software applications that supports easy handling and analyzing of vast data volumes.
Existing Data Architecture
Limitations of Existing Data Analytics Architecture
An Emerging Data Architecture
Emerging Data Analytics Architecture
DBMS vs. HADOOP
Why Hadoop?
·
Supports
use of inexpensive, commodity hardware
-No RAID needed.
Also, the servers need not be the latest and greatest hardware.
·
Provides
for simple, massive parallelism
·
Provides
resilience by replicating data and eliminating tape backups
·
Provides
locality of execution, as it knows where the data is
·
Software
free
·
High
quality support available at modest cost
·
Certification
available
·
Easy
to support when using GUI such as Cloudera Manager or Ambari
·
Add-on
tools available at relatively low cost, or in some cases no cost
·
Evolving
technology with a high degree of interest around the world
Hadoop Ecosystem
Analytics mapping – Hadoop 1.x
Analytics mapping – Hadoop 2.x
Typical Big Data Project – Role of Hadoop Ecosystem
Opportunity and Market Outlook
Who is using Hadoop?
Which companies Implemented Hadoop?
http://wiki.apache.org/hadoop/poweredBy
Next post would be on Hadoop 2X.......
Used information from Analytic lab
Thanks for posting the useful information to my vision. This is excellent information
ReplyDeleteAwesome,
big data analytics consulting companies
big data and analytic solutions
Big data is a term that describes the large volume of data – both structured and unstructured – that inundates a business on a day-to-day basis. big data projects for students But it’s not the amount of data that’s important.Project Center in Chennai
DeleteSpring Framework has already made serious inroads as an integrated technology stack for building user-facing applications. Corporate TRaining Spring Framework the authors explore the idea of using Java in Big Data platforms.
Spring Training in Chennai
The new Angular TRaining will lay the foundation you need to specialise in Single Page Application developer. Angular Training
Nice work, your blog is concept oriented ,kindly share more blogs like this Tableau Online Course
ReplyDeleteThis blog has very effective content about Big data thanks for sharing this type of information.
ReplyDeleteHadoop big data classes in pune
Nice post.Thanks for sharing this post. Machine Learning is steadily moving away from abstractions and engaging more in business problem solving with support from AI and Deep Learning. With Big Data making its way back to mainstream business activities, to know more information visit: Pridesys IT Ltd
ReplyDeleteWell written post with worthy information. It will definitely be helpful for all. Do post more like this.
ReplyDeleteData Science Training in Chennai
Data Science Course in Chennai
Data Analytics Courses in Chennai
Machine Learning Course in Chennai
Machine Learning Training in Chennai
R Programming Training in Chennai
Data Science Training in Velachery
Data Science Course in Chennai
Big data is big business. Eleanor O'Neill takes a look at ten of the companies using data and analytics to gain a competitive edge.
ReplyDeleteThe term 'big data' refers to extremely large sets of digital data that may be analysed to reveal patterns, trends and associations relating to human behaviour and interactions.
Companies can use this information to their advantage; automating processes, gaining insight into their target market and improving overall performance using the feedback readily available.
Here we look at some of the businesses integrating big data companies and how they are using it to boost their brand success.
1. Amazon
The online retail giant has access to a massive amount of data on its customers; names, addresses, payments and search histories are all filed away in its data bank.
While this information is obviously put to use in advertising algorithms, Amazon also uses the information to improve customer relations, an area that many big data users overlook.
The next time you contact the Amazon help desk with a query, don't be surprised when the employee on the other end already has most of the pertinent information about you on hand. This allows for a faster, more efficient customer service experience that doesn't include having to spell out your name three times.
2. American Express
The American Express Company is using big data to analyse and predict consumer behaviour.
By looking at historical transactions and incorporating more than 100 variables, the company employs sophisticated predictive models in place of traditional business intelligence-based hindsight reporting.
This allows a more accurate forecast of potential churn and customer loyalty. In fact, American Express has claimed that, in their Australian market, they are able to predict 24% of accounts that will close within four months.
3. BDO
National accounting and audit firm BDO puts big data analytics to use in identifying risk and fraud during audits.
Where, in the past, finding the source of a discrepancy would involve numerous interviews and hours of manpower, consulting internal data first allows for a significantly narrowed field and streamlined process.
In one case, BDO Consulting Director Kirstie Tiernan noted, they were able to cut a list of thousands of vendors down to a dozen and, from there, review data individually for inconsistencies. A specific source was identified relatively quickly.
4. Capital One
Marketing is one of the most common uses for big data and Capital One are at the top of the game, utilising big data management to help them ensure the success of all customer offerings.
Through analysis of the demographics and spending habits of customers, Capital One determines the optimal times to present various offers to clients, thus increasing the conversion rates from their communications.
Not only does this result in better uptake but marketing strategies become far more targeted and relevant, therefore improving budget allocation.
5. General Electric (GE)
GE is using the data from sensors on machinery like gas turbines and jet engines to identify ways to improve working processes and reliability.
The resultant reports are then passed to GE's analytics team to develop tools and improvements for increased efficiency.
The company has estimated that data could boost productivity in the US by 1.5%, which, over a 20-year period, could save enough cash to raise average national incomes by as much as 30%.
Nice post and keep coming and share knowledge.
DeleteBig data analytics is the often complex process of examining large and varied data sets -- or big data -- to uncover information including hidden patterns, unknown correlations, market trends and customer preferences that can help organizations make informed business decisions.
ReplyDeleteOn a broad scale, data analytics technologies and techniques provide a means to analyze data sets and draw conclusions about them to help organizations make informed business decisions. BI queries answer basic questions about business operations and performance.
Big data analytics is a form of advanced analytics, which involves complex applications with elements such as predictive models, statistical algorithms and what-if analysis powered by high-performance analytics systems.
The importance of big data analytics in uae
Driven by specialized analytics systems and software, as well as high-powered computing systems, big data analytics companies offers various business benefits, including new revenue opportunities, more effective marketing, better customer service, improved operational efficiency and competitive advantages over rivals.
Big data analytics applications enable big data analysts, data scientists, predictive modelers, statisticians and other analytics professionals to analyze growing volumes of structured transaction data, plus other forms of data that are often left untapped by conventional business intelligence (BI) and analytics programs. That encompasses a mix of semi-structured and unstructured data -- for example, internet clickstream data, web server logs, social media content, text from customer emails and survey responses, mobile phone records, and machine data captured by sensors connected to the internet of things.
ReplyDeleteYou have discussed an interesting topic that everybody should know. Very well explained with examples. I have found a similar website
Analytics consulting firms visit the site to know more about Omdata.
I am reading your post from the beginning, it was so interesting to read & I feel thanks to you for posting such a good blog, keep updates regularly. For more info visit. data science consulting firims
ReplyDeleteNice Post Thanks For Sharing
ReplyDeleteBig Data Analytics Software
This information you provided in the blog that is really unique I love it!!
ReplyDeleteMachine Learning Training in delhi
Machine Learning Course in delhi
Excellent information with unique content and it is very useful to know about the information based on blogs . Web Development Company in Bangalore | Web Designing Company in Bangalore | Data Analytics Company in Bangalore | Web Design Company in Bangalore
ReplyDeletethe topic was interesting and informative.. thanks for sharing this article ........
ReplyDeleteSurya Informatics
interest topic
ReplyDeleteBigdata Companies in Chennai|
Bigdata analytics
Thank you a lot for providing individuals with a very spectacular possibility to read critical reviews from this site.Surya Informatics
ReplyDeleteLet us first clarify the question. There is not any easy way to become good at anything but there is an efficient way to do everything.
ReplyDeleteLet us try to understand the difference between easy and efficient here with the help of a programming question! Consider the problem of “Searching an element in a sorted array“.
Person A solves the above problem by using Linear Search algorithm.
Person B solves the above problem by using Binary Search algorithm.
So, person A here solved the problem in an easy way yet Person B solved the problem in an efficient way.
Now, the efficient way of learning Data Structures and Algorithms depends on a several factors:
Your prior knowledge of programming languages and basic DS and Algos.
The purpose for which you want to learn it.
The resources available to you.
A perfect guide!
Let us now take a deeper look at each of the points highlighted above:
Prior knowledge of DS and Algo: If you are already well versed with the basic data structures like Arrays, Linked Lists etc. and some of the basic algorithms like Sorting, Searching etc. then you will comparatively take much less time than a complete newbie as you already know the basics. For example if you even don’t understand the programming example mentioned at the start of the article then you have a long way to go.
Purpose of learning DS and Algo: It also depends on the purpose for which you want to improve your knowledge of Data Structures. Some people learn them for job interviews, some for competitive programming and some for gaining knowledge. If you are preparing for Job Interviews then you have a limited set of Data Structures to learn which are most commonly asked in the interviews, if you want to become a good competetive programmer then you will have to focus on complex big data companies in dubai like Segment Trees, Fenwik Tree, Binary Indexed Trees etc.
Resources Available: Resources play a most important role in learning anything. You need a set of good tutorials which are descriptive enough to clear all of the concepts from basics to advanced. You must also have a popular set of questions to practice the knowledge you have gained.
A Guide: Let’s just say you have figured out all of the above three points. You know the things you want to learn, you know the purpose for which you want to learn and you also have all of the resources and tutorials to do so. But you are still confused on a lot of things like “Where to Start?”, “How to Start?” etc. So, you need someone to guide you through the process. That is there must be someone to help you use the resources available in an efficient way.
Very good post thank you so much. Find the good data science training in Gurgaon
ReplyDeleteThanks for sharing such a great blog Keep posting.
ReplyDeletecompanies address with hr email ids
list of companies in delhi ncr with email address
list of mnc companies in delhi ncr with contact details
I am really happy to read such kind of post. It is very useful & thank you so much for sharing. Ecommerce Service Provider
ReplyDeletePHP Services
Web Data Extraction Services
Digital Payment Platform
Big data development company in Chennai
Big data development company in Chennai
Superfastprocessing is the hub of fast processing solutions for telecom and finance industry. It offers resilient and accurate solutions for a number of business use cases including Big Data analytics and day-to-day transaction processing in the telecom industry.
ReplyDeleteThank you for sharing this wonderful post, really very informative. keep sharing your blogs.
ReplyDeleteBest appointment scheduling software
ERP Services
Big data development company in Chennai
PHP Services
This is amazing, very rare to find these type of blogs. Must say very well written.
ReplyDeletelearn big data and hadoop
Excellent blog post. I absolutely appreciate this website. Keep writing!
ReplyDeleteUI Development Training in Bangalore
Reactjs Training Bangalore
PHP Training in Bangalore
ReplyDeleteHi, you know this article is helping for me and everyone and thanks for sharing information Big Data Training Institute in Delhi
Hi, Amazing you know this article is helping for me and everyone and thanks for sharing information Big Data Training in Delhi
ReplyDeleteGood Post. I like your blog. Thanks for Sharing.
ReplyDeleteBig Data Institute In Noida
ReplyDeleteIt is very excellent blog and useful article thank you for sharing with us , keep posting Best AngularJs Training in Pune | RPA Training in Pune | Devops Certification Pune
The article is so appealing. You should read this article before choosing the Google cloud big data services you want to learn.
ReplyDeleteNice blog. Thanks for sharing the useful information. Internship in bigdata
ReplyDeleteBig Data Training in Noida
ReplyDeleteCapsule theory is an excellent concept to talk about, but you can't ignore the relation of capsule theories with data warehouse consultant .
ReplyDeleteAmazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteSimple Linear Regression
Correlation vs covariance
data science interview questions
KNN Algorithm
Amazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteSimple Linear Regression
Correlation vs covariance
data science interview questions
KNN Algorithm
Amazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteSimple Linear Regression
Correlation vs covariance
data science interview questions
KNN Algorithm
The main motive of the data warehousing services company is to spread the knowledge so that they can give more engineers to the world.
ReplyDeleteIt is 6 years almost the article been written and we have grown to a state where AI + Big data. Artificial Intelligence Grows Rapid Rate with Big Data. Cerexio Singapore gives best solutions on AI and Robotics
ReplyDeleteI am looking for and I love to post a comment that "The content of your post is awesome" Great work!
ReplyDeleteSimple Linear Regression
Correlation vs Covariance
Amazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteCorrelation vs Covariance
Simple Linear Regression
data science interview questions
KNN Algorithm
Logistic Regression explained
Thanks for the information. keep sharing with us.
ReplyDeleteMachine Learning training in Pallikranai Chennai
Data science training in Pallikaranai
Python Training in Pallikaranai chennai
Bigdata training in Pallikaranai chennai
Spark with ML training in Pallikaranai chennai
Your content is very unique and understandable useful for the readers keep update more article like this.
ReplyDeletedata scientist certification
A Desicion Science Platform
ReplyDelete1st local data science platform offered as a service
big data analytics
big data
big data technologies
I would like to say that this blog really convinced me to do it! Thanks, very good post.
ReplyDeletespeakerdeck au blurb qiita mix musicbrainz devpost mobypicture wanelo ello visual cgsociety
The Hadoop framework allows for the distributed processing of large data sets across clusters of computers (which may be in the same datacenter or in different datacenters across the Internet). It is designed to scale up from single servers to thousands of machines, each with local storage.
ReplyDeleteThanks for posting the best information and the blog is very important.data science interview questions and answers
ReplyDeleteFantastic blog extremely good well enjoyed with the incredible informative content which surely activates the learners to gain the enough knowledge. Which in turn makes the readers to explore themselves and involve deeply in to the subject. Wish you to dispatch the similar content successively in future as well.
ReplyDeleteData Science Training in Bhilai
Informative blog
ReplyDeletedata analytics courses in hyderabad
Amazingly by and large very interesting post. I was looking for such an information and thoroughly enjoyed examining this one. Keep posting. An obligation of appreciation is all together for sharing.data analytics course in gwalior
ReplyDeleteGood post but I was wondering if you could write a litte more on this subject? I’d be very thankful if you could elaborate a little bit further. Appreciate it 안전놀이터
ReplyDeleteI am impressed by the information that you have on this blog. It shows how well you understand this subject.
ReplyDeletefull stack web development course in malaysia
The new wave of innovation that is changing the way people do business is called data science. Gain expertise in organizing, sorting, and transforming data to uncover hidden patterns Learn the essential skills of probability, statistics, and machine learning along with the techniques to break your data into a simpler format to derive meaningful information. Enroll in Data science in Bangalore and give yourself a chance to power your career to greater heights. best data science courses in chennai
ReplyDeleteI'm always looking online for articles that can help me. I think you also made some good comments on the functions. Keep up the good work!
ReplyDeletedata science training in mangalore
Data science has been a great career for most people, and many struggles to come into this field.
ReplyDeletedata science course in gurgaon
I'm always looking online for articles that can help me. I think you also made some good comments on the functions. Keep up the good work!
ReplyDeletedata science training in mangalore
Very informative message! There is so much information here that can help any business start a successful social media campaign!
ReplyDeletedata science training in london
This is a great post I saw thanks to sharing. This is really what I wanted to see, I hope they continue to share such a great article in the future.
ReplyDeletedata science certification in mangalore
Data scientists are the most valuable persons in the field. One person with prerequisites in the data science field can apply for the job of a data scientist.
ReplyDeletedata science training in kanpur
Our Data Science certification training with a unique curriculum and methodology helps you to get placed in top-notch companies.
ReplyDeleteI am a new user of this site, so here I saw several articles and posts published on this site, I am more interested in some of them, will provide more information on these topics in future articles.
ReplyDeletedata science course in london
Wow, what great information on World Day, your exceptionally nice educational article. a debt of gratitude is owed for the position.
ReplyDeletedata science training in mangalore
Get Data Science Certification from+ top-ranked universities UTM, Malaysia, and IBM. We provide extensive training for the future-ready workforce.
ReplyDeletedata analytics courses in hyderabad with placements
360DigiTMG is the best Data Science training institute with placement assistance. To know about the course fee details, click the link below: best data science courses in chennai
ReplyDeleteRegister for the Data Science certification in Bangalore and gain recognition and credibility in your organization. Learn the techniques to examine large data sets and discover patterns that are valuable to predict market trends. Learn Data Exploration and Visualizations, Neural Networks and Deep Learning, Model Evaluation and Analysis. This course will ensure that you are challenged to go from a beginner with no Data Science experience to someone who can juggle data with ease.data scientist course in delhi
ReplyDeleteAdvance your technical skills required to crack huge datasets to bring out new possibilities from data. Join the Data Science institutes in vijayawada and get access to top industry trainers, LMS, live projects, assignments, and mock interviews to skyrocket your career in the ever- evolving field of Data Science.
ReplyDeleteData Science training in vijayawada
Get a comprehensive overview of Data Science and learn all the essential skills including collecting, modeling, and interpreting data. Register with Data Science institute vijayawada and build a strong foundation for a career where you will be involved in uncovering valuable information for your organization. Learn Python, Machine Learning, Big Data, Deep Learning, and Analytics to take center stage in Data Science.
ReplyDeleteData analytics training in vijayawada
This article deals with a wide spectrum of information for aspirants and the road map to get success in careers. I have bookmarked this article and will share this with others. Keep up the good work, and keep posting more articles. Data science course programs contain a structured manner that helps students learn how to make data-driven decisions.
ReplyDeletedata analytics course in pune
This article deals with a wide spectrum of information for aspirants and the road map to get success in careers. I have bookmarked this article and will share this with others. Keep up the good work, and keep posting more articles. Data science course programs contain a structured manner that helps students learn how to make data-driven decisions.
ReplyDeletedata analytics course in pune
Great Info, Thanks For Sharing , keep it up we are here to learn more
ReplyDeleteGreat! I like to share it with all my friends and hope they will also like this information.
Power BI Training In Hyderabad
Power BI Online Training
Power BI Training
Power BI Training In Ameerpet
Power BI Training Online
power bi Training in bangalore
ReplyDeletepower bi training in marathahalli
power bi online Training in bangalore
power bi training institute in bangalore
power bi Online Training
power Bi Training
power bi Training Classes
power bi online Training in marathahalli
power bi Training institute in bangalore
power bi Course in bangalore
Thanks for sharing this informative article on Big Data understanding. If you want to Big Data Services for your project. Please visit us.
ReplyDeleteData analyst handles structured and unstructured and data that is generated at an unprecedented rate every day. Anyone with a strong statistical background and an analytical mindset enjoys the challenges of big data that involves building data models and software platforms along with creating attractive visualizations and machine learning algorithms. Sign up for the Data Science courses in chennai with Placements and get access to resume building and mock interviews that will help you get placed with top brands in this field.
ReplyDeletedata analyst course in chennai
Gain mastery over the core principles of data analytics and get ready to work with top companies. Get acquainted with the bright and exciting future of data science by enrolling in the best data analytics institute in Bangalore. Learn to empower more meaningful business decisions by representing data with tools of visualization.data analyst course in bangalore
ReplyDelete