Discover and read the best of Twitter Threads about #nlp

Most recents (24)

1) Several months ago I went to the local #FBI Field Office to complain about the stalking & domestic #terrorism I am subject to by #corrupt personnel operating out of that Field Office.
2) As I was sitting in the lobby of the building, I had a view of the rather remote & infrequently traveled road outside of the facility.

Within two to three minutes of sitting down, the road was suddenly swarmed with like-colored cars heading in both directions.
3) So as I was waiting to file a complaint against members of the world's largest (and most pathetic) criminal cartel, the vehicular stalking AKA NeuroLinguistic Programming (#NLP) protocol was in full swing outside of the #FBI field office.
Read 5 tweets
1/ #NLP stands for Natural Language Processing. During the #BERT algorithm update, Google introduced a machine learning component to better understand the content. They created a bunch of new metrics to analyze then to use NLP to understand what makes better content. BERT
2/ analyzes the context, entities, and sentiment of the page. The ultimate goal is to make the search engine have a more accurate understanding of the content and its context. Additionally, it recognizes the user's intent and the overall sentiment. By sentiment, we’re are
3/ talking about overall emotion for a word, sentence, and page as a whole. The general rule is it would be more challenging to rank a page that has negative sentiment if the top-ranking pages all have a positive sentiment. This is most likely how #Google understands user
Read 5 tweets
3 days participate in #CVPR2020 conference. excited about a lot of interesting subjects covered in computer vision: Adversarial Learning, Effective training and inference, representation learning...

Will do a write-up later.
#CVPR20 #computervision
Some preferred papers so far 👇
1. Dynamic Graph Message Passing Networks…
It addresses the modelling long-range dependencies problem by using feature map as a feature vector nodes and dynamically sample the neighborhood of a node from the feature graph.
2. Semantic Pyramid for Image Generation…
A generative image model that can leverage the feature space from different semantic levels learned by a pretrained classification network. many generative applications to play with
Read 10 tweets
Es un orgullo para la Comunidad de Desarrolladores de Argentina poder acompãnar iniciativas como el #ConnectDay junto a estas empresas @plataforma5la, @distillerylatam, @revistasg y @clarikagroup 💪
¡Hoy es el #ConnectDay! Desde CoDeAr estamos felices de poder acompañar a @wtmriodelaplata, @GDGCordobaARG, @gdgriodelaplata en este día de charlas y de compartir conocimiento en comunidad. Podés sumarte a la transmisión en vivo desde acá:
Comienza la primer charla sobre #DataScience y #Economía, en el contexto de las #transdisciplinas.
Read 118 tweets
Confinement oblige, l'ADEMEC propose de partager chaque jour une ressource utile dénichée par les membres du bureau 🔎⚙️📚 Déroulez ce tweet pour y trouver lectures, outils, et autres trouvailles accessibles en ligne ! L'occasion aussi de partager les vôtres ? 🤓
[Humanités numériques 💾] Pour commencer, on vous invite à consulter l’ouvrage de Pierre Mounier [@piotrr70], “Les humanités numériques” (2018), qui nous propose, de par une histoire critique des HN, une analyse des SHS aujourd'hui. À consulter en ligne :
Du même auteur, associé à @marindacos et pour une approche + institutionnelle: "Humanités numériques: état des lieux et positionnement de la recherche française dans le contexte international", 2015, ici…
Pour mieux savoir où on met les 🦶
Read 78 tweets
Here's a beginner's guide to 5 types of text annotation for #MachineLearning, including:

- Entity annotation
- Entity linking
- Text classification
- Sentiment analysis
- Linguistic annotation

#AI #NLP #DataScience
Entity Annotation:

This is the act of locating, extracting, and tagging entities in text. Examples are tagging proper names, locating and labeling key phrases, and identifying parts of speech.
Entity linking:

is the process of connecting named entities to larger repositories of data about them (Wikipedia, for example). This is helpful for disambiguating named entities, and providing further information.
Read 7 tweets
(1) .@POTUS .@realDonaldTrump No one from a solitary Racketeer-Influenced Corrupt Federal Agency (such as the FBI for example) has been locked up.

America is quickly morphing into a police state on your watch & all you do is talk about how you've been targeted & attacked by ....
(2) the #FBI and #DOJ.

What about the rest of America .@POTUS .@realDonaldTrump .@EricTrump .@DonaldJTrumpJr, which is now subject to vicious and corrupt #FBI #InfraGard and #JTTF units, coordinated thru #DHS-funded #FusionCenters with the assistance of #NSA & possibly ....
(3) #CyberCommand?

So while you keep on talking about how you are "under attack" by rogue elements in the federal government, tens of thousands of innocent Americans have been placed on bogus watch-lists, to profit retired #FBI #DHS #DEA personnel who run private security ....
Read 25 tweets
A series of tweets summarizing current major research on #FakeNews & #MisInformation in #India. Major institutes active are @iitbombay, @iiit_hyderabad, & @IIITDelhi, this list is NOT comprenehsive (part 1/n)
@iitbombay @iiit_hyderabad @IIITDelhi . @iitbombay has two active labs in this area. CFILT ( & InfoLab ( (part 2/n)
@iitbombay @iiit_hyderabad @IIITDelhi InfoLab released a portal dubbed #KauwaKaate #FactChecker…. The checker accepts articles & images, & checks them against a predefined set of India focused fact checking sites (part 3/n)
Read 7 tweets
My #CSPC2019 live tweeting #THREAD starts here!

I'll reply to this tweet w/ each panel I attend, creating a thread under each w/ live notes

My schedule: 🔗

And, ICYMI, see the new CSPC magazine for my op-ed about @DSP_SPE & #CapacityBuilding in #scipol!
I wasn't intending on tweeting the symposium, but 2 really good points on skills:

🔹 For communications, the ability to be brief (tweet length summaries!) is key

🔹 Universities should promote organic mentorship by leveraging alumni office, get alums to meet students over ☕!
🔹 Skills development has strong socio-economic dimension. Accessibility to good schooling even as early as Kindergarten can have large impacts later in life. The foundation of transferable (read: critical) skills stays with you as you later develop expertise.

#CSPC2019 #skills
Read 216 tweets
#TargetedIndividuals Calling For End To These #DARPA #NIH Programs Aimed At Mapping Human Brain Without Consent of Subjects - This Is #InvoluntaryServitude - #Congress & #MrPresident Stop Funding of These Evil Programs▫️

@POTUS @freedomcaucus @GenFlynn…
#TargetedIndividuals experience physical attacks on their body. Microwave weapons are placed in close proximity to where they live by cash bribed neighbors and where they work and are even placed in their cars if necessary for continuous torture”

Read 9 tweets
(1) #DHS #FBI #JTTF are using gang members and illegal immigrants for what #DHS refers to as #SurveillanceRolePlayers AKA civilian vigilantes.

They are offered immigration/naturalization assistance and legal assistance.

In some cases, criminal charges may be dropped if ....
(2) they agree to participate.

Illegal immigrants are told that if they participate, that in addition to naturalization assistance, #DHS #FBI #DOJ will help family members in 3rd world countries with their visa applications and they too are offered the same job upon arrival.
(3) A Google search for #SurveillanceRolePlayers (#SRPs) turns up thousands of results.

One search return reveals 368,813 open positions in the United States for #SRPs.

These individuals are indirectly funded/paid through US federal agencies ....
Read 21 tweets
Update on Part 2 of my article series discussing #NLP/data science analysis of the Mueller Report:

• new "clean" source of OCRed text found, and will be used for all further articles in the series
• I found an excellent "coreference" tool that I will demonstrate and train

"coreference": when a noun (e.g. full name) is used once in a paragraph, and that noun is referred to later using another form (e.g. last name, or pronoun). This screenshot from a web-based demo shows how three "coreferences" have been de-referenced to their root.

2/6 Screenshot showing the phrase
"Manafort" and "He" are shown with arrows pointing to "Paul Manafort", indicating that those words were de-referenced back to the full name." src="/images/1px.png" data-src="">
I have trained this particular tool using the list of references provided at the end of the report, and it works well.

• de-referencing relative dates, and how I did it
• showing only relevant tweets from the correlated timeline using simple text classification tricks

Read 6 tweets
(1) .@T_S_P_O_O_K_Y .@POTUS

When #FBI #DHS #JTTF target civilians with their #NeuroLinguisticProgramming protocol AKA #NLP, they also enter the target's workplace & coach co-workers to engage & provoke the target with specific phrases & visual stimuli ....
(1B) with which he/she has been previously conditioned by #FBI #DHS personnel, private contractors and civilian hirees referred to as "Surveillance Role Players."
(2) .@T_S_P_O_O_K_Y .@POTUS

The perpetrator of the horrific shooting of the television reporters in Roanoke, Virginia, in 2015, had previously made comments on social media (subsequently scrubbed by the #FBI) of statements & actions of co-workers which indicate he was ....
Read 13 tweets
Happy to say our @AcadMedJournal article on #wikifying clinical documentation is now in print. Time to recapitulate the Twitter explainer from a few months ago! 1/n @jefferyrlsmith
As an enthusiastic @Wikipedia user, producer of clinical docs at @VUMChealth, and deputy editor of the medical wiki, I teamed up with @jefferylsmith (VP of Public Policy at @AMIAinformatics) & Adam Wright @BrighamWomens to put out this thought piece 2/11
We came together around the groundswell of concern about the negative effects of #EHRs on the quality of clinical documents. Having delved deep into the history of clinical documentation, we began to realize how far afield from original intent we are. 3/11
Read 13 tweets
Mueller Report #NLP analysis, live update: I've started cleaning up the code, and writing my article.

For my non-tech tweeps: the article will include code, but I promise to explain it all! Plus, you'll see the promised timeline of events from the report, tweets, and more!

For my geek followers: here's what to expect: the article is being written as a Jupyter notebook running with a Python 3.7 kernel. I'll include instructions to set up a venv with a separate kernel, if that's how you roll. I'll also include the requirements.txt.

If you're using the Anaconda Python distribution (which is awesome), you can run Jupyter in a new conda environment too; instructions will be provided. The notebook and associated artifacts will be posted to GitLab.

Read 9 tweets
Some features that differentiate Shallow Medicine, as currently practiced, and the potential of #DeepMedicine, powered by #AI
Scratches the surface of the book, some supportive data in this thread
There are at least 12 million diagnostic errors/ year and the leading cause is failure to consider the diagnosis (which relates to System 1 thinking)
Humans have 185 different types of biases which leads to misdiagnosis. Example: failing to diagnose heart attacks because doctors think they don't occur in people age < 40
Read 7 tweets
Some who claim to be Democrats have stated pretty definitively that @AOC is backed, favored, influenced, or funded by Russia. Well, that was worrisome, so I just went and took a look for myself.

I Googled "Alexandria Ocasio-Cortez Russia," and the results were disturbing.
Three top results confirmed the rumors.

The only problem with that is, ALL THREE are conservatively-biased, at least two propagate both misinformation and disinformation, and one was used by the 🇷🇺Russians as a weapon in the cyber attack on the United States.
Fox News is an 👀entertainment channel. More than half of its content is false/misleading. Its bias is far right.

The article confirming the rumor that Putin favors @AOC is an 👀opinion piece:…
Read 32 tweets
It's interesting to observe the evolution of natural language processing when my own native language (Finnish) is such an adversarial case that it breaks every system. I haven't seen even a functioning spell checker. Here some reasons why this is the case. #NLP #AI

Thread 1/8
First, every word has dozens of conjugations. For example nouns are conjugated in case (15), number (2). So, in even basic situations each noun can appear in approximately thirty forms. This means that each word occurrence is extremely rare.

New words can be formed by compounding, just like in German.

For example:
tietokone = knowledge machine (literally) = computer
kämmentietokone = palm knowledge machine (literally) = tablet

This causes many word occurrences of other languages very rare.

Read 10 tweets
(1) Most of these people r engaged in #ManagedAggression which is meant to b an overt protocol

The "potential domestic threat" is being "introduced" to his "minder" as soon as he/she prepares to enter a commercial location.

That aspect of this state-funded #terrorism op ....
(2) is meant to b in one's face.

While he is active US military, he may also be coordinated by a Private Intel Agency or Private Contractor operating on US soil.

He is supposed to be a potential trigger as well. Dual function.

What they hope is that the #SemanticPriming ....
(3) & #NLP anchoring will cause reaction

This was supposed to trigger a violent reaction - instead of a really inculpating video for a #DHS employee. #USCG


We are here. We are with you when you exit your vehicle, we walk you thru the store, and we watch you as you leave
Read 7 tweets
(1) So here is my Armed Service Member escort through the grocery store. Check out the edge of the Captain America shield, upon which I based the XKeyscore shield/logo.

#SemanticPriming #NLP

.@SecNielsen Is this another of your Coasties in a #CivilianMilitaryOperation?
(2) Look at facial response when I asked him "How's work."

(3) Moment he's sees that he's been caught on video. That Oh Sh!t moment.

And again note the Captain America shield - upon which the XKeyscore logo is based.

.@threadreaderapp #Unroll unroll s'il vous plait
Read 4 tweets
(1) This blurb was in response to a comment by .@GeorgWebb a few years back in reference to "Active Shooter Creation." He made some great statements & I followed with reflections regarding the shooting at .@WDBJ7 by #BryceWilliams

He was an #FBI #NonInvestigateSubject AKA Target
(2) Bryce Williams was a target of the #FBI #DHS #JTTF #NLP #NeuroLinguisticProgramming protocol, which is coordinated through #DHS-funded #ThreatFusionCenters as part of what #DOJ refers to as #TheProgram.

William's co-workers were coached in #Zersetzung targeting ....
(3) tenets which were geared to provoke the target. What coworkers were not aware of was that (A) #FBI #DHS warnings about the shooter were actually meant to further isolate and provoke him, (B) some of the allegations against him were false, and meant to dehumanize him ....
Read 12 tweets
Great question from @pandamakes about the @AutisticaUK @turinginst #ResearchAssociate JOB that you should all be applying for (and telling your friends about).…

I'm going to answer it in a little thread 👇🏼
What do I mean by a "fine-grained consent model"? At the highest level it's pretty simple: it means I want to give all the participants control over their data.

What does that mean in practise?
In this #CitizenScience project we'll be collecting experiences about the challenges that #Autistic people have when navigate the environment.

For example, is it very stressful to take the tube? (Yes!) Are there times that are particularly bad? (Yes!) What are the workarounds?
Read 14 tweets
1/ If human brains would have worked same way and everyone had same perspective of looking at things, then it would have been much easier to build an AI conversational system.

#AI #Chatbots #voiceassitant #NLP #ArtificialIntelligence #bot
2/ Everyone would have interacted with the system the same way and hence there would not be any possibility of the conversation going in wrong direction.
3/ So its difficult to build such systems that can take same input in different possible ways as compared to any other systems which take the input in standard format.
Read 4 tweets
Read 25 tweets

Related hashtags

Did Thread Reader help you today?

Support us! We are indie developers!

This site is made by just two indie developers on a laptop doing marketing, support and development! Read more about the story.

Become a Premium Member ($3.00/month or $30.00/year) and get exclusive features!

Become Premium

Too expensive? Make a small donation by buying us coffee ($5) or help with server cost ($10)

Donate via Paypal Become our Patreon

Thank you for your support!