Medium

JAY JOSHI

he/him

13 followers

Pinned

JAY JOSHI

Oct 26

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric…

As A Postgrade Student I wonder How actually Transformer and LLM did Store Facts in Vector Spaces and How actually Mathematically and…

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric…

JAY JOSHI

Oct 30

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric Intutions Using Pytorch.Part-2 Attention Mechanism.

In the previous section, we watched Positional Encoding nudge our raw tokens in 3D space. Now, our position-encoded input tensor X enters the heart of the Transformer: Self-Attention.

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric Intutions Using Pytorch.Part-2 Attention Mechanism.

JAY JOSHI

Jun 27

Why AI Can Never Be Conscious??

Greetings to all,

JAY JOSHI

Aug 28, 2025

A New Era of AI: How RANA and RamU2+ are Creating Living, Adaptive Neural Networks In the world of…

JAY JOSHI

Sep 21, 2024

Beyond Algorithms: The Mathematical Heart of AI

Introduction

JAY JOSHI

Jun 11, 2024

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric…

As A Postgrade Student I wonder How actually Transformer and LLM did Store Facts in Vector Spaces and How actually Mathematically and…

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric Intutions Using Pytorch.Part-2 Attention Mechanism.

In the previous section, we watched Positional Encoding nudge our raw tokens in 3D space. Now, our position-encoded input tensor X enters the heart of the Transformer: Self-Attention.

Why AI Can Never Be Conscious??

Greetings to all,

A New Era of AI: How RANA and RamU2+ are Creating Living, Adaptive Neural Networks In the world of…

Beyond Algorithms: The Mathematical Heart of AI

Introduction

A Friendly Introduction to Machine Learning for Beginners

Introduction

JAY JOSHIhe/him

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric…

As A Postgrade Student I wonder How actually Transformer and LLM did Store Facts in Vector Spaces and How actually Mathematically and…

The Mathematics of a Transformer Explained With Numbers You Can Check by Hand With Geometric Intutions Using Pytorch.Part-2 Attention Mechanism.

In the previous section, we watched Positional Encoding nudge our raw tokens in 3D space. Now, our position-encoded input tensor X enters the heart of the Transformer: Self-Attention.

Why AI Can Never Be Conscious??

Greetings to all,

A New Era of AI: How RANA and RamU2+ are Creating Living, Adaptive Neural Networks ​In the world of…

Beyond Algorithms: The Mathematical Heart of AI

Introduction

A Friendly Introduction to Machine Learning for Beginners

Introduction

JAY JOSHIhe/him

A New Era of AI: How RANA and RamU2+ are Creating Living, Adaptive Neural Networks In the world of…