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Introduction to Minimum Cost Flow Optimization in Python

Introduction to Minimum Cost Flow Optimization in Python

by Dr. Owns | Feb 6, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Minimum cost flow optimization minimizes the cost of moving flow through a network of nodes and edges. Nodes include sources (supply) and sinks (demand), with different costs and capacity limits. The aim is to find the least costly way to move volume from sources to...
A Visual Guide to How Diffusion Models Work

A Visual Guide to How Diffusion Models Work

by Dr. Owns | Feb 6, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

This article is aimed at those who want to understand exactly how Diffusion Models work, with no prior knowledge expected. I’ve tried to use illustrations wherever possible to provide visual intuitions on each part of these models. I’ve kept mathematical notation and...
Myths vs. Data: Does an Apple a Day Keep the Doctor Away?

Myths vs. Data: Does an Apple a Day Keep the Doctor Away?

by Dr. Owns | Feb 5, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction “Money can’t buy happiness.” “You can’t judge a book by its cover.” “An apple a day keeps the doctor away.” You’ve probably heard these sayings several times, but do they actually hold up when we look at the data? In this article series, I want to take...
Training Large Language Models: From TRPO to GRPO

Training Large Language Models: From TRPO to GRPO

by Dr. Owns | Feb 5, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Deepseek has recently made quite a buzz in the AI community, thanks to its impressive performance at relatively low costs. I think this is a perfect opportunity to dive deeper into how Large Language Models (LLMs) are trained. In this article, we will focus on the...
Supercharge Your RAG with Multi-Agent Self-RAG

Supercharge Your RAG with Multi-Agent Self-RAG

by Dr. Owns | Feb 5, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction Many of us might have tried to build a RAG application and noticed it falls significantly short of addressing real-life needs. Why is that? It’s because many real-world problems require multiple steps of information retrieval and reasoning. We need our...
From Resume to Cover Letter Using AI and LLM, with Python and Streamlit

From Resume to Cover Letter Using AI and LLM, with Python and Streamlit

by Dr. Owns | Feb 4, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

DISCLAIMER: The idea of doing Cover Letter or even Resume with AI does not obviously start with me. A lot of people have done this before (very successfully) and have built websites and even companies from the idea. This is just a tutorial on how to build your own...
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