A BAYESIAN CLASSIFICATION APPROACH USING CLASS-SPECIFIC FEATURES FOR TEXT CAT...Nexgen Technology
TO GET THIS PROJECT COMPLETE SOURCE ON SUPPORT WITH EXECUTION PLEASE CALL BELOW CONTACT DETAILS
MOBILE: 9791938249, 0413-2211159, WEB: WWW.NEXGENPROJECT.COM,WWW.FINALYEAR-IEEEPROJECTS.COM, EMAIL:Praveen@nexgenproject.com
NEXGEN TECHNOLOGY provides total software solutions to its customers. Apsys works closely with the customers to identify their business processes for computerization and help them implement state-of-the-art solutions. By identifying and enhancing their processes through information technology solutions. NEXGEN TECHNOLOGY help it customers optimally use their resources.
The talk is an intro to Bayesian Inference from the point of view of a software developer rather than from the one of a mathematician. If we read a textbook about Bayesian Inference, we need to go through tow-three chapters about probability theory. This can be hard and pointless for who is just seeking a few practical examples or a few use cases. The talk is suitable for those that are not interested in the math behind such methods but want to apply them. When is Bayesian Inference useful? What’s its advantage? How can I implement it? The talk shows few use cases where Bayesian Inference is a killer feature through PyMC library.
A BAYESIAN CLASSIFICATION APPROACH USING CLASS-SPECIFIC FEATURES FOR TEXT CAT...Nexgen Technology
TO GET THIS PROJECT COMPLETE SOURCE ON SUPPORT WITH EXECUTION PLEASE CALL BELOW CONTACT DETAILS
MOBILE: 9791938249, 0413-2211159, WEB: WWW.NEXGENPROJECT.COM,WWW.FINALYEAR-IEEEPROJECTS.COM, EMAIL:Praveen@nexgenproject.com
NEXGEN TECHNOLOGY provides total software solutions to its customers. Apsys works closely with the customers to identify their business processes for computerization and help them implement state-of-the-art solutions. By identifying and enhancing their processes through information technology solutions. NEXGEN TECHNOLOGY help it customers optimally use their resources.
The talk is an intro to Bayesian Inference from the point of view of a software developer rather than from the one of a mathematician. If we read a textbook about Bayesian Inference, we need to go through tow-three chapters about probability theory. This can be hard and pointless for who is just seeking a few practical examples or a few use cases. The talk is suitable for those that are not interested in the math behind such methods but want to apply them. When is Bayesian Inference useful? What’s its advantage? How can I implement it? The talk shows few use cases where Bayesian Inference is a killer feature through PyMC library.
Text Classification with Lucene/Solr, Apache Hadoop and LibSVMlucenerevolution
In this session we will show how to build a text classifier using the Apache Lucene/Solr with libSVM libraries. We classify our corpus of job offers into a number of predefined categories. Each indexed document (a job offer) then belongs to zero, one or more categories. Known machine learning techniques for text classification include naïve bayes model, logistic regression, neural network, support vector machine (SVM), etc. We use Lucene/Solr to construct the features vector. Then we use the libsvm library known as the reference implementation of the SVM model to classify the document. We construct as many one-vs-all svm classifiers as there are classes in our setting, then using the Hadoop MapReduce Framework we reconcile the result of our classifiers. The end result is a scalable multi-class classifier. Finally we outline how the classifier is used to enrich basic solr keyword search.
Update: Social Harvest is going open source, see http://www.socialharvest.io for more information.
My MongoSV 2011 talk about implementing machine learning and other algorithms in MongoDB. With a little real-world example at the end about what Social Harvest is doing with MongoDB. For more updates about my research, check out my blog at www.shift8creative.com
Ed Batista, Interpersonal Dynamics (aka Touchy Feely) @StanfordBiz, Class 4: ...Ed Batista
This is a condensed slide deck from the fourth class in my section of Interpersonal Dynamics (aka Touchy Feely) at the Stanford Graduate School of Business in Winter Quarter 2017.
HTML5 presented at the Fox Valley Computing Professionals on December 14, 2010. Explores the history, philosophy, and drama behind this popular new spec for the web, and looks at some of the key new features.
Abstract
Today's job market is many things. It's demanding. It's competitive. But it shouldn't be scary. Employers get more responses to their job ads than ever, but the scattershot approach most job seekers take makes it easy to stand out from the crowd. Come learn what employers are looking for, but would never mention in their ads. Topics will include resumes, cover letters, and personal branding, from a developer who has hired developers and just completed a successful job search himself.
Bio
Dave Ross has been developing software professionally for 11 years, and currently works as a lead developer strengthening teams to build amazing web sites and applications. He's active in the local tech scene, running a PHP user group and speaking at other groups in the area. In addition, he finds time to develop plugins for Wordpress, a popular open source content management system, and volunteers at a local cat shelter.
Simulated Eye Tracking with Attention WizardDave Ross
Presentation from the 2/8/10 Fox Valley Computing Professionals meeting. I spoke about Attention Wizard, a service I love. They use algorithms to simulate the results from expensive eye-tracking hardware, at a fraction of the cost.
Presentation from the January, 2010 meeting of the Suburban Chicago PHP & Web Development Meetup on HTML5, the new "standard" for developing web sites.
Text Classification with Lucene/Solr, Apache Hadoop and LibSVMlucenerevolution
In this session we will show how to build a text classifier using the Apache Lucene/Solr with libSVM libraries. We classify our corpus of job offers into a number of predefined categories. Each indexed document (a job offer) then belongs to zero, one or more categories. Known machine learning techniques for text classification include naïve bayes model, logistic regression, neural network, support vector machine (SVM), etc. We use Lucene/Solr to construct the features vector. Then we use the libsvm library known as the reference implementation of the SVM model to classify the document. We construct as many one-vs-all svm classifiers as there are classes in our setting, then using the Hadoop MapReduce Framework we reconcile the result of our classifiers. The end result is a scalable multi-class classifier. Finally we outline how the classifier is used to enrich basic solr keyword search.
Update: Social Harvest is going open source, see http://www.socialharvest.io for more information.
My MongoSV 2011 talk about implementing machine learning and other algorithms in MongoDB. With a little real-world example at the end about what Social Harvest is doing with MongoDB. For more updates about my research, check out my blog at www.shift8creative.com
Ed Batista, Interpersonal Dynamics (aka Touchy Feely) @StanfordBiz, Class 4: ...Ed Batista
This is a condensed slide deck from the fourth class in my section of Interpersonal Dynamics (aka Touchy Feely) at the Stanford Graduate School of Business in Winter Quarter 2017.
HTML5 presented at the Fox Valley Computing Professionals on December 14, 2010. Explores the history, philosophy, and drama behind this popular new spec for the web, and looks at some of the key new features.
Abstract
Today's job market is many things. It's demanding. It's competitive. But it shouldn't be scary. Employers get more responses to their job ads than ever, but the scattershot approach most job seekers take makes it easy to stand out from the crowd. Come learn what employers are looking for, but would never mention in their ads. Topics will include resumes, cover letters, and personal branding, from a developer who has hired developers and just completed a successful job search himself.
Bio
Dave Ross has been developing software professionally for 11 years, and currently works as a lead developer strengthening teams to build amazing web sites and applications. He's active in the local tech scene, running a PHP user group and speaking at other groups in the area. In addition, he finds time to develop plugins for Wordpress, a popular open source content management system, and volunteers at a local cat shelter.
Simulated Eye Tracking with Attention WizardDave Ross
Presentation from the 2/8/10 Fox Valley Computing Professionals meeting. I spoke about Attention Wizard, a service I love. They use algorithms to simulate the results from expensive eye-tracking hardware, at a fraction of the cost.
Presentation from the January, 2010 meeting of the Suburban Chicago PHP & Web Development Meetup on HTML5, the new "standard" for developing web sites.
Mike Creuzer's presentation from the December, 2009 Suburban Chicago PHP & Web Dev Meetup. The topic is SQL injection in PHP and common PHP content management systems.
Visit Mike's blog at http://mike.creuzer.com/
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
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
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
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.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.