This document discusses various techniques for analyzing social and other unstructured data through data mining including text clustering, regression trees, filtering, and identifying themes. It provides examples of analyzing personal ads from different cities, building word matrices from messages or blog posts, using clustering algorithms like hierarchical and k-means, and regression trees to model home prices. The goal is to discover patterns and insights from large collections of unstructured data.
L&D needs to be about value not cost; outcomes not activity; proven contribution to the business not audience delight. Traditional development solutions are either bespoke or off-the-shelf – the first is slow to create, expensive and lacks responsiveness; the latter tends not to be fit for purpose, a one-size approach that fits no-one.
Discover how a bite-size, modular learning approach can offer programs that allow for mass customization which can be delivered quickly, half as cheaply, and at scale.
In this 30 minute webinar recording, you will:
- Discover the Engage-Participate-Activate journey that boosts learner transfer by 17%.
- Get into the science and psychology behind bite-size.
- Revolutionize your thinking on designing interventions.
Speaker: Dr Sebastian Bailey, President, Mind Gym Inc.
Profitability of banks in India- A statistical analysisShivani Baghel
: In this research paper, we have made an attempt to identify the key determinants of profitability of all the banks in India. The analysis is based on pool regression and fixed effect regression model(in the cases of time and individual banks). We used panel data from the year 2008 to 2012. The study has brought out that the explanatory power of some variables is significantly high. Such variables include Net Spread, Non Interest Income and Cash And Reserve. However, some variables namely Profit per employee, Cash-Deposit Ratio, Operating Expense, Rate Of Equity, Offices, Non Performing Assets and Business per employee are found with low explanatory power. Hence the variables Net spread, non interest income (NII) and cash and reserve (CNR) have a significant relationship with Net Profit, where spread has the maximum influence and Cash - Deposit Ratio has the least effect on net profit. On introducing Time and Bank Dummies under the fixed effect model, we have found that only Cash And Reserve has an effect on bank profitability.
StrongView and Gigya webinar: Using Social Data to Improve Digital MarketingStrongView
Marketers have a plethora of data at their fingertips to aid in creating relevance for their customers. But as everyone with an over-sharing friend knows, there is such a thing as TMI (too much information). As marketers sort through the wealth of data, selecting the most important parts can prove daunting at best and down-right tedious at worst.
Join experts from StrongMail and Gigya for a deeper look at the types of social data that can dramatically improve the performance of your digital marketing programs. Plus, get actionable advice on how you can apply them to your business.
Key Things You Will Learn:
* How social data can impact email marketing performance
* The best types of social data to use in your email marketing
* Strategies for harnessing social data for other digital programs
* Insights from top brands like Finish Line, PACSUN, and Old Navy.
L&D needs to be about value not cost; outcomes not activity; proven contribution to the business not audience delight. Traditional development solutions are either bespoke or off-the-shelf – the first is slow to create, expensive and lacks responsiveness; the latter tends not to be fit for purpose, a one-size approach that fits no-one.
Discover how a bite-size, modular learning approach can offer programs that allow for mass customization which can be delivered quickly, half as cheaply, and at scale.
In this 30 minute webinar recording, you will:
- Discover the Engage-Participate-Activate journey that boosts learner transfer by 17%.
- Get into the science and psychology behind bite-size.
- Revolutionize your thinking on designing interventions.
Speaker: Dr Sebastian Bailey, President, Mind Gym Inc.
Profitability of banks in India- A statistical analysisShivani Baghel
: In this research paper, we have made an attempt to identify the key determinants of profitability of all the banks in India. The analysis is based on pool regression and fixed effect regression model(in the cases of time and individual banks). We used panel data from the year 2008 to 2012. The study has brought out that the explanatory power of some variables is significantly high. Such variables include Net Spread, Non Interest Income and Cash And Reserve. However, some variables namely Profit per employee, Cash-Deposit Ratio, Operating Expense, Rate Of Equity, Offices, Non Performing Assets and Business per employee are found with low explanatory power. Hence the variables Net spread, non interest income (NII) and cash and reserve (CNR) have a significant relationship with Net Profit, where spread has the maximum influence and Cash - Deposit Ratio has the least effect on net profit. On introducing Time and Bank Dummies under the fixed effect model, we have found that only Cash And Reserve has an effect on bank profitability.
StrongView and Gigya webinar: Using Social Data to Improve Digital MarketingStrongView
Marketers have a plethora of data at their fingertips to aid in creating relevance for their customers. But as everyone with an over-sharing friend knows, there is such a thing as TMI (too much information). As marketers sort through the wealth of data, selecting the most important parts can prove daunting at best and down-right tedious at worst.
Join experts from StrongMail and Gigya for a deeper look at the types of social data that can dramatically improve the performance of your digital marketing programs. Plus, get actionable advice on how you can apply them to your business.
Key Things You Will Learn:
* How social data can impact email marketing performance
* The best types of social data to use in your email marketing
* Strategies for harnessing social data for other digital programs
* Insights from top brands like Finish Line, PACSUN, and Old Navy.
This Slide was collected from a seminar "Machine Learning for Data Mining" which was arranged in Daffodil International University.The Chief Guest was Dr. Dewan Md. Farid. He made this wonderful Slide for described to us about Data Mining. He also shared his research experience which was just amazing.Totally unpredictable speech it was from Dr. Dewan Md. Farid Sir. He is one of the famous researcher.I hope , you will enjoy this slide. Details about Dr. Dewan Md. Farid sir is given below in this link
https://ai.vub.ac.be/members/dewan-md-farid
Strip Crowns Technique for Restoration of Primary Anterior Teeth: Case ReportAbu-Hussein Muhamad
Dental caries is the single most common chronic childhood disease affecting worldwide. In early childhood caries, there is early pulp involvement and gross destruction of maxillary anterior teeth as well as posterior teeth. Treatment of such caries represents a challenge to pediatric dentists especially, when teeth are badly destroyed. By the time the dentist sees the child, most of the coronal structure is lost. This case report describes challenging task of a Case of early childhood caries patients with mutilated maxillary incisors restored with a strip form composite restorations.
Presented: Thursday, February 14, 2013
Presenter: Joseph Rickert, Technical Marketing Manager, Revolution Analytics
We at Revolution Analytics are often asked “What is the best way to learn R?” While acknowledging that there may be as many effective learning styles as there are people we have identified three factors that greatly facilitate learning R. For a quick start:
Find a way of orienting yourself in the open source R world
Have a definite application area in mind
Set an initial goal of doing something useful and then build on it
In this webinar, we focus on data mining as the application area and show how anyone with just a basic knowledge of elementary data mining techniques can become immediately productive in R. We will:
Provide an orientation to R’s data mining resources
Show how to use the "point and click" open source data mining GUI, rattle, to perform the basic data mining functions of exploring and visualizing data, building classification models on training data sets, and using these models to classify new data.
Show the simple R commands to accomplish these same tasks without the GUI
Demonstrate how to build on these fundamental skills to gain further competence in R
Move away from using small test data sets and show with the same level of skill one could analyze some fairly large data sets with RevoScaleR
Data scientists and analysts using other statistical software as well as students who are new to data mining should come away with a plan for getting started with R.
CONTACTS AND CONTOURS IN CONSERVATIVE DENTISTRY / rotary endodontic courses b...Indian dental academy
Welcome to Indian Dental Academy
The Indian Dental Academy is the Leader in continuing dental education , training dentists in all aspects of dentistry and offering a wide range of dental certified courses in different formats.
Indian dental academy has a unique training program & curriculum that provides students with exceptional clinical skills and enabling them to return to their office with high level confidence and start treating patients
State of the art comprehensive training-Faculty of world wide repute &Very affordable.
My keynote talk at San Diego Superdata conference, looking at history and current state of Analytics and Data Mining, and examining the effects of Big Data
Matrices, retainers and wedges /certified fixed orthodontic courses by India...Indian dental academy
Welcome to Indian Dental Academy
The Indian Dental Academy is the Leader in continuing dental education , training dentists in all aspects of dentistry and offering a wide range of dental certified courses in different formats.
Indian dental academy has a unique training program & curriculum that provides students with exceptional clinical skills and enabling them to return to their office with high level confidence and start treating patients
State of the art comprehensive training-Faculty of world wide repute &Very affordable.
done by : ( ABCD'S &G )
alaa ba-jafar
abrar alshahranii
sahab filfilan
nada alharbi
shahd rajab
Ghadeer suwaimil
I hope that you enjoy and you benefit❤
This Slide was collected from a seminar "Machine Learning for Data Mining" which was arranged in Daffodil International University.The Chief Guest was Dr. Dewan Md. Farid. He made this wonderful Slide for described to us about Data Mining. He also shared his research experience which was just amazing.Totally unpredictable speech it was from Dr. Dewan Md. Farid Sir. He is one of the famous researcher.I hope , you will enjoy this slide. Details about Dr. Dewan Md. Farid sir is given below in this link
https://ai.vub.ac.be/members/dewan-md-farid
Strip Crowns Technique for Restoration of Primary Anterior Teeth: Case ReportAbu-Hussein Muhamad
Dental caries is the single most common chronic childhood disease affecting worldwide. In early childhood caries, there is early pulp involvement and gross destruction of maxillary anterior teeth as well as posterior teeth. Treatment of such caries represents a challenge to pediatric dentists especially, when teeth are badly destroyed. By the time the dentist sees the child, most of the coronal structure is lost. This case report describes challenging task of a Case of early childhood caries patients with mutilated maxillary incisors restored with a strip form composite restorations.
Presented: Thursday, February 14, 2013
Presenter: Joseph Rickert, Technical Marketing Manager, Revolution Analytics
We at Revolution Analytics are often asked “What is the best way to learn R?” While acknowledging that there may be as many effective learning styles as there are people we have identified three factors that greatly facilitate learning R. For a quick start:
Find a way of orienting yourself in the open source R world
Have a definite application area in mind
Set an initial goal of doing something useful and then build on it
In this webinar, we focus on data mining as the application area and show how anyone with just a basic knowledge of elementary data mining techniques can become immediately productive in R. We will:
Provide an orientation to R’s data mining resources
Show how to use the "point and click" open source data mining GUI, rattle, to perform the basic data mining functions of exploring and visualizing data, building classification models on training data sets, and using these models to classify new data.
Show the simple R commands to accomplish these same tasks without the GUI
Demonstrate how to build on these fundamental skills to gain further competence in R
Move away from using small test data sets and show with the same level of skill one could analyze some fairly large data sets with RevoScaleR
Data scientists and analysts using other statistical software as well as students who are new to data mining should come away with a plan for getting started with R.
CONTACTS AND CONTOURS IN CONSERVATIVE DENTISTRY / rotary endodontic courses b...Indian dental academy
Welcome to Indian Dental Academy
The Indian Dental Academy is the Leader in continuing dental education , training dentists in all aspects of dentistry and offering a wide range of dental certified courses in different formats.
Indian dental academy has a unique training program & curriculum that provides students with exceptional clinical skills and enabling them to return to their office with high level confidence and start treating patients
State of the art comprehensive training-Faculty of world wide repute &Very affordable.
My keynote talk at San Diego Superdata conference, looking at history and current state of Analytics and Data Mining, and examining the effects of Big Data
Matrices, retainers and wedges /certified fixed orthodontic courses by India...Indian dental academy
Welcome to Indian Dental Academy
The Indian Dental Academy is the Leader in continuing dental education , training dentists in all aspects of dentistry and offering a wide range of dental certified courses in different formats.
Indian dental academy has a unique training program & curriculum that provides students with exceptional clinical skills and enabling them to return to their office with high level confidence and start treating patients
State of the art comprehensive training-Faculty of world wide repute &Very affordable.
done by : ( ABCD'S &G )
alaa ba-jafar
abrar alshahranii
sahab filfilan
nada alharbi
shahd rajab
Ghadeer suwaimil
I hope that you enjoy and you benefit❤
This is my slides that I used within the last backend developers meetup - https://www.meetup.com/Cape-Town-Backend-Developers/
This presentation covers sections from Sandi Metz's - Practical Object-Oriented Design in ruby. This presentation comes with a small workshop that focuses on refactoring some poorly written legacy code.
We start by looking at the dependencies and by managing them correctly it will cascade a series of changes that will eventually change the way we interact with the code and the way the code interacts with the system.
Elevating Tactical DDD Patterns Through Object CalisthenicsDorra BARTAGUIZ
After immersing yourself in the blue book and its red counterpart, attending DDD-focused conferences, and applying tactical patterns, you're left with a crucial question: How do I ensure my design is effective? Tactical patterns within Domain-Driven Design (DDD) serve as guiding principles for creating clear and manageable domain models. However, achieving success with these patterns requires additional guidance. Interestingly, we've observed that a set of constraints initially designed for training purposes remarkably aligns with effective pattern implementation, offering a more ‘mechanical’ approach. Let's explore together how Object Calisthenics can elevate the design of your tactical DDD patterns, offering concrete help for those venturing into DDD for the first time!
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes?
All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Generating a custom Ruby SDK for your web service or Rails API using Smithyg2nightmarescribd
Have you ever wanted a Ruby client API to communicate with your web service? Smithy is a protocol-agnostic language for defining services and SDKs. Smithy Ruby is an implementation of Smithy that generates a Ruby SDK using a Smithy model. In this talk, we will explore Smithy and Smithy Ruby to learn how to generate custom feature-rich SDKs that can communicate with any web service, such as a Rails JSON API.
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
14. Getting the content
The
Six
Degrees
Hypothesis
Experienced
It
Is
When
You
Travel
15. Building a Word Matrix
The
Six
Degrees
Six
Hypothesis Six 3
Degrees
Experienced Degrees 3
Hypothesis
Hypothesis 1
It
Experienced
Experienced 5
Is
Travel
Travel 6
When
You
Travel
30. K-Means Clustering
Divides data into distinct clusters
User determines how many
Algorithm
Start with arbitrary centroids
Assign points to centroids
Move the centroids
Repeat
36. K-Means Results
1 2
The Viral Garden Wonkette
Copyblogger Gawker
Creating Passionate Users Gothamist
Oilman Huffington Post
ProBlogger Blog Tips
Seth's Blog
37. 2D Visualizations
Instead of Clusters, a 2D Map
Goals
Preserve distances as much as
possible
Draw in two dimensions
Dimension Reduction
Principal Components Analysis
Multidimensional Scaling
47. The Zillow API
Allows querying by address
Returns information about the
property
Bedrooms
Bathrooms
Zip Code
Price Estimate
Last Sale Price
48. A home price dataset
House Zip Bathrooms Bedrooms Built Type Price
Single 505296
A 02138 1.5 2 1847
B 02139 3.5 9 Triplex 776378
1916
C 02140 3.5 4 Duplex 595027
1894
D 02139 2.5 4 Duplex 552213
1854
E 02138 3.5 5 Duplex 947528
1909
F 02138 3.5 4 Single 2107871
1930
etc..
49. What can we learn?
A made-up houses price
How important is Zip Code?
What are the important attributes?
Can we do better than averages?
50. Introducing Regression
Trees
A B Value
10 Circle 20
11 Square 22
22 Square 8
18 Circle 6
51. Introducing Regression
Trees
A B Value
10 Circle 20
11 Square 22
22 Square 8
18 Circle 6
52. Minimizing deviation
Standard deviation is the “spread” of results
Try all possible divisions
Choose the division that decreases deviation the
most
Initially
A B Value
Average = 14
10 Circle 20
Standard Deviation = 8.2
11 Square 22
22 Square 8
18 Circle 6
53. Minimizing deviation
Standard deviation is the “spread” of results
Try all possible divisions
Choose the division that decreases deviation the
most
B = Circle
A B Value
Average = 13
10 Circle 20
Standard Deviation = 9.9
11 Square 22
22 Square 8
B = Square
18 Circle 6
Average = 15
Standard Deviation = 9.9
54. Minimizing deviation
Standard deviation is the “spread” of results
Try all possible divisions
Choose the division that decreases deviation the
most
A > 18
A B Value
Average = 8
10 Circle 20
Standard Deviation = 0
11 Square 22
22 Square 8
A <= 20
18 Circle 6
Average = 16
Standard Deviation = 8.7
55. Minimizing deviation
Standard deviation is the “spread” of results
Try all possible divisions
Choose the division that decreases deviation the
most
A > 11
A B Value
Average = 7
10 Circle 20
Standard Deviation = 1.4
11 Square 22
22 Square 8
A <= 11
18 Circle 6
Average = 21
Standard Deviation = 1.4
56. CART Algoritm
A B Value
10 Circle 20
11 Square 22
22 Square 8
18 Circle 6
57. CART Algoritm
A B Value
10 Circle 20
11 Square 22
22 Square 8
18 Circle 6
58. CART Algoritm
10 Circle 20 22 Square 8
11 Square 22 18 Circle 6
64. Supervised and
Unsupervised
Clustering methods are unsupervised
There are no answers
Methods just characterize the data
Show interesting patterns
Regression Trees are supervised
“answers” are in the dataset
Tree models predict answers
67. Bayesian filter
If you listen to NPR, watch Hardball,
and love the Red Sox, you may be the Sox 0.4
guy for me. Red 0.35
Boston
Grad 0.2
Please email me back.
Professional 0.1
I'm a professional with a grad school Humor 0.1
degree who has a sense of humor and
loves the Sox.
68. Bayesian filter
P( C | W ) = P (C & W) / P (W)
How often do the word and the city appear together?
How often does the word appear overall…
Rank these, and you have a list of the words most particular to a given city
69. Results
New York Boston Chicago
Mets Pink Cubs
Lounges Sox Burbs
Offense Poetry Bears
Desires Intellectually Girlie
Musical Punk Insecure
Submissive Appreciation Cheat
Create Exercise Importance
Song Winter Blunt
Oral Education Mouth
70. Results
Los Angeles San Francisco
Excellent Tee
Vegas Employment
Meaningful Picnic
Star STD
Lame Tasting
Industry Hikes
Heat French
Fitness .com
Entertainment Kayaking
Latino Cycling
83. Other ideas
Finance
Analysts already drowning in info
Stories sometimes broken on blogs
Message boards show sentiment
Extremely low signal-to-noise ratio
84. Other ideas
Product problems/ideas
Use support message boards
Extract themes
Understand recurring issues
Learn what features people want
85. Other ideas
Entertainment
How much buzz is a movie
generating?
What psychographic profiles like this
type of movie?
Of interest to studios and media
investors