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#xai

8 posts8 participants1 post today
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The main objective of #xai in #healthcare is to improve AI-enabled clinical DSS adoption by increasing transparency. Hence, it enables system developers to validate the decision-making process, identify pitfalls, and improve model performance. Additionally, through building reliable and effective models, it supplies providers as end-users with evidence for each prediction and enables novel biomarker exploration.

datatofu.wordpress.com

Tags: #ai #linux #tech #rstats #python #datascience

Digestible Data Analytics (DDA)Digestible Data Analytics (DDA)Serving you digestible big data analysis and analytics systems.
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The differences in #xai models are reflected in the model operations. For example, the two primary categories of XAI that apply to #healthcare are the intrinsic and post-hoc models. The intrinsic, model-based interpretability implies an interpretable model through structure and component adjustment. The post-hoc model aims to provide an explanation by analyzing the trained model and an additional one.

datatofu.wordpress.com

Tags: #ai #linux #python #tech #rstats #datascience #opensource

Digestible Data Analytics (DDA)Digestible Data Analytics (DDA)Serving you digestible big data analysis and analytics systems.
Continued thread

Most users are not math, stats, or tech inclined. E.g., consider #healthcare cases or otherwise predominantly med / biomed folk. Hence, users want reassurance that the model is performing as expected and considering the relevant characteristics in the decision-making process. For example, dominant features, correlations, why does the model return the predictions it does, or any other feature of #XAI

datatofu.wordpress.com

Tags: #ai #linux #python #datascience #tech #rstats #opensource

Digestible Data Analytics (DDA)Digestible Data Analytics (DDA)Serving you digestible big data analysis and analytics systems.

#Corruption, #graft, illegal #commerce w #enemy powers - #musk is all about adding more #billions to his fortune by #exploiting his illegal role in destruction of federal government while at the same time profiting from international investments funneling who knows how much into his businesses. #Chinese investors privately take stakes in Musk’s companies. #Asset managers have been promoting tech mogul’s ties to #Trump to lure #capital to #xAI, #Neuralink and #SpaceX ft.com/content/66857e1e-a217-4

Financial Times · Chinese investors privately take stakes in Elon Musk’s companiesBy Sun Yu

"Wealthy Chinese investors are quietly funnelling tens of millions of dollars into private companies controlled by Elon Musk using an arrangement that shields their identities from public view, according to asset managers and investors involved in the transactions.

Since Musk was named a key figure in US President Donald Trump’s drive to remake the US government, China-based asset managers have been promoting the pair’s relationship as an enticement to raise capital from rich Chinese. The money is flowing into Musk’s non-public ventures including xAI, Neuralink and SpaceX, the world’s most valuable private company.

The investments are being placed through opaque structures known as special-purpose vehicles, which have the benefit of concealing the investors’ identities, to avoid the ire of US authorities and companies wary of Chinese capital during a nadir in relations between the two countries.

Asset managers behind the deals have told investors that the entities are specifically designed to avoid disclosure."

ft.com/content/66857e1e-a217-4

Financial Times · Chinese investors privately take stakes in Elon Musk’s companiesBy Sun Yu
#China#Musk#xAI

While there are concerns about plagiarism, copyright infringement, and power consumption AI isn't inherently evil, it is the people who create and use it for malicious intent that make AI truly evil.

Source: @TheConversationUS

From the article: "The Department of Government Efficiency, or DOGE, has secured unprecedented access to at least seven sensitive federal databases, including those of the Internal Revenue Service and Social Security Administration. This access has sparked fears about cybersecurity vulnerabilities and privacy violations. Another concern has received far less attention: the potential use of the data to train a private company’s artificial intelligence systems.

"The White House press secretary said government data that DOGE has collected isn’t being used to train Musk’s AI models, despite Elon Musk’s control over DOGE. However, evidence has emerged that DOGE personnel simultaneously hold positions with at least one of Musk’s companies.

"At the Federal Aviation Administration, SpaceX employees have government email addresses. This dual employment creates a conduit for federal data to potentially be siphoned to Musk-owned enterprises, including xAI. The company’s latest Grok AI chatbot model conspicuously refuses to give a clear denial about using such data.

"As a political scientist and technologist who is intimately acquainted with public sources of government data, I believe this potential transmission of government data to private companies presents far greater privacy and power implications than most reporting identifies. A private entity with the capacity to develop artificial intelligence technologies could use government data to leapfrog its competitors and wield massive influence over society."

#AI #xAI #DOGE #Privacy #Security
#USPolitics #ThePoliticsOfHate #ThePoliticsOfGreed #Oligarchy #Corruption #AbuseOfPower
#Discrimination #Racism

theconversation.com/doge-threa

The ConversationDOGE threat: How government data would give an AI company extraordinary power
More from The Conversation U.S.

Jan 9 Musk gives interview & states data for training AI is exhausted: theguardian.com/technology/202

In Feb he hires thousands of new data annotators for his secretive xAI company
businessinsider.com/xai-elon-m

Within a week of hiring, DOGE was blocked from Treasury. The next day he suddenly asks investors for $10B. In addition to his Memphis data center, it turns out he also quietly built a second one in ATL. Any chance he's not monetizing data?

businessinsider.com/xai-elon-m

The Guardian · Elon Musk says all human data for AI training ‘exhausted’By Dan Milmo
#xAI#Musk#Data

Elimination of federal climate tools, some used to inquire in to #Musk’s firms, sparks alarm - theguardian.com/us-news/2025/f "Environment justice advocates say tools to study pollution in vulnerable communities by companies, including #xAI and #SpaceX, have disappeared"

The Guardian · Elimination of federal climate tools, some used to inquire in to Musk’s firms, sparks alarmBy Delaney Nolan