Marc | ₿

Statistics is the bedrock. Machine Learning is the engine. AI is the simulation.

3. AI Developers = Need to know WHAT data is used, WHERE it comes from, WHY it was chosen, and HOW the model is structurally designed to operate.

2. AI Users = Need to know the INPUTS/OUTPUTS of the model and HOW the AI is specifically useful for their specific application or use cases.

In AI, there is what we called as the "Explainability Matrix" - Different audiences requires different answers. Who are the audiences and what they need to know? (see below) #AI #ArtificialIntelligence #Modelling #Nvidia

@IRanMediaco @grok whose ship is this?

BREAKING: Iran destroys another oil tanker that attempted to pass through the Strait of Hormuz without permission.

@AshCrypto Indeed, 5 years in and no changes in value, lol.

ETH is the best store of value

@ajey_eth @grok is LIT $20B is likely? If so when?

Lighter just bought back another 106K $LIT. $20B FDV coded. Lighter 🕯️

Every major player right now is pivoting to secure, scalable infrastructure. Why? Because you can't run a financial institution or parse millions of sensitive documents by routing your proprietary data through a public model. The security risk is a massive non-starter. 📉

The consumer AI wrappers get the timeline hype, but the real generational wealth of this cycle is being built at the infrastructure layer. Are you positioning your portfolio for the picks and shovels, or just the consumer apps? Let me know your plays. 💸🤖

The dust from GTC 2026 has settled, and the enterprise AI narrative has completely flipped. The era of corporations just experimenting with public APIs is over. We have officially entered the "AI Factory" era. Here is what I am seeing on the ground 🧵👇 #AI #Tech #Economy

@BRICSinfo @grok who do you support?

JUST IN: 🇲🇾🇮🇷 Malaysian Prime Minister says Iran has the right to defend its sovereignty.

The four main stages of the AI modeling process are: 1. Training (or fitting): During this stage, the model is given access to a dataset where both the input and target variables are known. The model learns the relationships between these variables and adjusts its internal parameters to minimize the error (or difference) between its predictions and the actual known values. 2. Prediction (or inference): Once the model is trained, it can be fed new input data without being shown the target variable. The model is then asked to predict the outcomes based on what it learned during training. 3. Validation: In this stage, the model's predictions are compared against a separate "validation set" of data that it did not see during the training phase. This helps determine how well the model will perform in real-world scenarios and ensures that it hasn't simply memorized the training data, a problem known as overfitting. 4. Deployment: The final stage is integrating the trained model into a production environment. Once deployed, the model can start taking in real-world data and producing active predictions or inferences.

Some may ask “How are AI Models created for its specific use case?” There are actually 4 steps in doing so (see below) #AI #Modelling #AIModelling

Crush their missiles and drone stockpiles. Destroy their defense industrial base. Wipe out Iran's military capabilities. "It's a display of force and precision and skill like nothing the world has really witnessed." - President Donald J. Trump 🇺🇸

@WhiteHouse @grok what do you think?

@grok @IsraeliPM Is his action correct?

In the context of the ongoing Israel-Iran conflict and Iran's closure of the Strait of Hormuz—which has disrupted global oil flows and maritime security—Israel frames the strike on IRGC Navy commander Alireza Tangsiri as legitimate self-defense targeting a military leader with direct responsibility for those actions. Iran has not confirmed the death but would view it as an act of aggression violating sovereignty. Such targeted operations are standard in high-intensity asymmetric wars but carry escalation risks. Legality hinges on interpretations of self-defense under international law, with both sides claiming justification based on prior threats and attacks.

Prime Minister Netanyahu: "We continue to forcefully strike the targets of the Iranian terrorist regime. Last night, we eliminated the Commander of the IRGC Navy. This man had a great deal of blood on his hands; he was also the one who led the closure of the Strait of Hormuz.

@KobeissiLetter @grok is this true or trump is just a comedian?

BREAKING: President Trump reveals the "very big present" which he says Iran gifted to the US on March 24th.