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Data Science from beginner to advanced level

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The MLHub Posts Organization

by Gurpreet Deol • 3 hours ago • 1 min read

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ML
Machine Learning

The Math Behind Modern AI, Derived and Then Coded in NumPy

The maths modern AI leans on, derived step by step and checked against clean NumPy. Dense layers, regression, cross-entropy gradients, …

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Gurpreet Deol

17 hours ago • 53 min read

0 0 7
ML
Computer Vision

Vision Transformers From Scratch, Then Onto the Edge (A Production Guide to ViTs, Quantisation and Jetson-Class Devices)

Build a Vision Transformer from first principles in PyTorch, work out its parameters and FLOPs by hand, then shrink it …

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Gurpreet Deol

17 hours ago • 57 min read

0 0 12
ML
Data Science

Polars Under the Hood: Why It Beats pandas, and How to Use It on Real Pipelines

A first-principles tour of Polars: Arrow memory, SIMD, Rust threads and the lazy query optimiser, then a runnable pandas-versus-Polars pipeline, …

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Gurpreet Deol

17 hours ago • 48 min read

0 0 12
ML
Machine Learning

Fine-Tune an LLM on One GPU with LoRA and QLoRA From First Principles (Math, NumPy and Production Code)

Learn how LoRA and QLoRA let you fine-tune a 7B model on a single consumer GPU, from the memory arithmetic …

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Gurpreet Deol

17 hours ago • 50 min read

0 0 8
ML
AI & Machine Learning

How Agentic AI Really Works Under the Hood: The Agent Loop, Tool Calling and the Model Context Protocol (MCP)

Build an agent from scratch in 60 lines of Python, compare the main agent architectures, watch the raw JSON-RPC messages …

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Gurpreet Deol

17 hours ago • 47 min read

0 0 13
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