You Are Totally Going To Love My 2020 USA Candidates' Speeches Analysis

_Like my articles? Feel free to vote for me_ as ML Writer of the year here_._

It takes no political analysis expertise to tell that public opinion is much influenced by what and how the politicians speak in public. In this article we have used 30 videos from the two politicians, relatively uniformly spread from January 2020 until today (September 2020), to demonstrate how speech analytics can be used to extract valuable conclusions from such data.

Our goal is to illustrate WHAT and HOW the two candidates have been speaking about during the last year

Method

  • Data: 35 videos from speeches from both candidates (around 2 speeches per month on average) have been used to extract our analytics.
  • Text data were retrieved through Automatic Speech Recognition (ASR). This information will help us to visualize what the two candidates talked about. ASR, of course is not totally error-free, the ASR model used in this particular use-case have a word-error-rate around 25% on the particular data. However, in this article we have used simple aggregates to analyze our final texts (such as word clouds), and so the error of this final representation should be much lower.
  • The raw audio data from the speeches, were analyzed in terms of the speakers emotions and behaviors using Behavioral Signals Oliver API. In particular, we focused on the speech emotional strength (arousal) and the speech emotional positivity (also known as valence). This second level of analysis will provide a metric on how the two candidates have spoken during that period.

#machine-learning #speech-recognition #text-mining #us-election #donald-trump #joe-biden

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You Are Totally Going To Love My 2020 USA Candidates' Speeches Analysis
Brain  Crist

Brain Crist

1594753020

Citrix Bugs Allow Unauthenticated Code Injection, Data Theft

Multiple vulnerabilities in the Citrix Application Delivery Controller (ADC) and Gateway would allow code injection, information disclosure and denial of service, the networking vendor announced Tuesday. Four of the bugs are exploitable by an unauthenticated, remote attacker.

The Citrix products (formerly known as NetScaler ADC and Gateway) are used for application-aware traffic management and secure remote access, respectively, and are installed in at least 80,000 companies in 158 countries, according to a December assessment from Positive Technologies.

Other flaws announced Tuesday also affect Citrix SD-WAN WANOP appliances, models 4000-WO, 4100-WO, 5000-WO and 5100-WO.

Attacks on the management interface of the products could result in system compromise by an unauthenticated user on the management network; or system compromise through cross-site scripting (XSS). Attackers could also create a download link for the device which, if downloaded and then executed by an unauthenticated user on the management network, could result in the compromise of a local computer.

“Customers who have configured their systems in accordance with Citrix recommendations [i.e., to have this interface separated from the network and protected by a firewall] have significantly reduced their risk from attacks to the management interface,” according to the vendor.

Threat actors could also mount attacks on Virtual IPs (VIPs). VIPs, among other things, are used to provide users with a unique IP address for communicating with network resources for applications that do not allow multiple connections or users from the same IP address.

The VIP attacks include denial of service against either the Gateway or Authentication virtual servers by an unauthenticated user; or remote port scanning of the internal network by an authenticated Citrix Gateway user.

“Attackers can only discern whether a TLS connection is possible with the port and cannot communicate further with the end devices,” according to the critical Citrix advisory. “Customers who have not enabled either the Gateway or Authentication virtual servers are not at risk from attacks that are applicable to those servers. Other virtual servers e.g. load balancing and content switching virtual servers are not affected by these issues.”

A final vulnerability has been found in Citrix Gateway Plug-in for Linux that would allow a local logged-on user of a Linux system with that plug-in installed to elevate their privileges to an administrator account on that computer, the company said.

#vulnerabilities #adc #citrix #code injection #critical advisory #cve-2020-8187 #cve-2020-8190 #cve-2020-8191 #cve-2020-8193 #cve-2020-8194 #cve-2020-8195 #cve-2020-8196 #cve-2020-8197 #cve-2020-8198 #cve-2020-8199 #denial of service #gateway #information disclosure #patches #security advisory #security bugs

Fannie  Zemlak

Fannie Zemlak

1599854400

What's new in the go 1.15

Go announced Go 1.15 version on 11 Aug 2020. Highlighted updates and features include Substantial improvements to the Go linker, Improved allocation for small objects at high core counts, X.509 CommonName deprecation, GOPROXY supports skipping proxies that return errors, New embedded tzdata package, Several Core Library improvements and more.

As Go promise for maintaining backward compatibility. After upgrading to the latest Go 1.15 version, almost all existing Golang applications or programs continue to compile and run as older Golang version.

#go #golang #go 1.15 #go features #go improvement #go package #go new features

You Are Totally Going To Love My 2020 USA Candidates' Speeches Analysis

_Like my articles? Feel free to vote for me_ as ML Writer of the year here_._

It takes no political analysis expertise to tell that public opinion is much influenced by what and how the politicians speak in public. In this article we have used 30 videos from the two politicians, relatively uniformly spread from January 2020 until today (September 2020), to demonstrate how speech analytics can be used to extract valuable conclusions from such data.

Our goal is to illustrate WHAT and HOW the two candidates have been speaking about during the last year

Method

  • Data: 35 videos from speeches from both candidates (around 2 speeches per month on average) have been used to extract our analytics.
  • Text data were retrieved through Automatic Speech Recognition (ASR). This information will help us to visualize what the two candidates talked about. ASR, of course is not totally error-free, the ASR model used in this particular use-case have a word-error-rate around 25% on the particular data. However, in this article we have used simple aggregates to analyze our final texts (such as word clouds), and so the error of this final representation should be much lower.
  • The raw audio data from the speeches, were analyzed in terms of the speakers emotions and behaviors using Behavioral Signals Oliver API. In particular, we focused on the speech emotional strength (arousal) and the speech emotional positivity (also known as valence). This second level of analysis will provide a metric on how the two candidates have spoken during that period.

#machine-learning #speech-recognition #text-mining #us-election #donald-trump #joe-biden

Top Game Development Companies in USA 2020 – TopDevelopers.co

Looking for efficiently examined top Game Development companies in USA with ratings & reviews to help find the best Game Development solution providers in USA.

The success of VR and AR embedded technology has become a prime example of gaming turning out to be the next big thing in mobile app development. TopDevelopers.co has exclusive expertise in listing the prime game app companies from the US that deliver multiple kinds of services related to the enhancement of mobile gaming. Mobile gaming is not just limited to leisure purposes these days, therefore TopDevelopers lays special attention on the mobile game app development companies in the US that provide other facilities related to business expansion and customer integration.

#best game development solution providers in usa #game development service providers in usa #top game development companies in usa #usa based mobile game developers #mobile game development in usa #game developers in usa

Top Mobile App Development Companies in USA 2020

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