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px.imshow aspect=’auto’ vs ‘equal’: Heatmap Size and Zoom

Published on: September 29, 2026 by Anup Das
The same heatmap with aspect=auto: the cells stretch to fill the whole plot

px.imshow draws square cells by default for NumPy arrays and pandas DataFrames (aspect=”equal”). With aspect=”auto”, the cells stretch …

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12 Prompt Engineering Techniques That Still Matter in 2026

Last Updated on: September 29, 2026 by Anup Das
Prompt Engineering techniques 2026

Most prompt engineering advice was written for models that no longer exist. Here’s what still works.

AgentVerse Multi-Agent Framework: Paper, Code & Setup

Last Updated on: September 29, 2026 by Anup Das
AgentVerse multi-agent framework: paper, code and setup

How multiple AI agents team up to solve problems no single LLM can handle.

How to Master LangChain Agents with ReAct: Definitive Guide

Last Updated on: September 29, 2026 by Anup Das
How to master LangChain agents with ReAct

A complete walkthrough of the ReAct pattern teaching LLMs to reason and act with LangChain.

Ultimate Guide to Data Visualization in Python: Exploring the Top 3 Libraries

Last Updated on: June 17, 2026 by Anup Das
Ultimate Guide to Data Visualization in Python Exploring the Top 3 Libraries

Turn messy datasets into clear, compelling charts with Python’s three most powerful libraries.

Stop Using Print to Debugging In Python. Use IceCream Instead

Last Updated on: June 17, 2026 by Anup Das
Stop Using Print to Debugging In Python. Use IceCream Instead

Ditch print() for good — IceCream makes Python debugging faster and far less painful.

Don’t Run Loops in Python, Instead, Use These!

Last Updated on: June 17, 2026 by Anup Das
Don’t Run Loops in Python, Instead, Use These!

Slow loops are killing your code; here are the faster, cleaner ways to transform data.

35 Best Python Tips and Tricks For Writing Better Code

Last Updated on: September 29, 2026 by Anup Das
35 Tricks To Write Better Python Code

Thirty-five practical tricks to make your Python cleaner, faster, and a pleasure to read.

Zero to Mastery Decision Tree Guide to Move in Data Science

Last Updated on: June 17, 2026 by Anup Das
Zero-to-Mastery-Guide-for-Decision-Tree-to-Move-to-Data-Science

Everything you need to understand decision trees, the simple, powerful algorithm to start with.

Grade Sorter App – Python Projects for Beginner in 2022 (Code Included)

Last Updated on: December 25, 2022 by Anup Das
Grade Shorter App – Python Projects for Beginner in 2022 (Code Included)

If you want to master Python, then it is crucial to work on live python projects. We are …

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Anup Das

I’m an Applied AI Systems Architect sharing practical deep dives on System Design, Backend Architecture, GenAI Infrastructure, and scalable Python applications.

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