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Tutorials & Guides

How-to guides, courses, learning resources, and AI tool walkthroughs

20 articles

Tutorials & Guides

Demystifying Anthropic's J-Space: A Mathematical Primer

Clarifying the math behind Anthropic’s representation workspace The post Demystifying Anthropic's J-Space: A Mathematical Primer appeared first on Towards Data Science.

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How to 5x Your Communication Effectiveness with Claude Code

Better understand the intent of your coding agents The post How to 5x Your Communication Effectiveness with Claude Code appeared first on Towards Data Science.

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What SHAP Can't Explain About Agentic AI Fraud

Why autonomous agents expose a new explainability problem in fraud detection The post What SHAP Can't Explain About Agentic AI Fraud appeared first on Towards Data Science.

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Optimizing LLM Inference Costs in Multi-Agent Systems with Adaptive Model Routing

Moving from static model assignment to intelligent, task-level LLM selection. The post Optimizing LLM Inference Costs in Multi-Agent Systems with Adaptive Model Routing appeared first on Towards Data Science.

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Quiz: An Effective Python Environment: Making Yourself at Home

Test your understanding of Python environments, including shells, terminals, pyenv, virtual environments, and package managers like pip and poetry.

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Who Questions What Works: When Should We Retest Our Assumptions?

A model is only as reliable as the assumptions behind it The post Who Questions What Works: When Should We Retest Our Assumptions? appeared first on Towards Data Science.

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Bodhan AI Releases Four Indic Models for OCR, Translation and Speech 

A Hindi lesson can mix English terms (loan words), scanned tables and handwritten equations. Making that content searchable, translating it and reading it aloud requires several kinds of AI. Bodhan AI and AI4Bharat’s four new models targ...

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Getting started with dbt

A practical guide to building, testing, and documenting SQL transformations The post Getting started with dbt appeared first on Towards Data Science.

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The Symmetry That Breaks Neural Network Averaging

Understanding permutation symmetry in deep learning, and what it means for weight averaging and model merging The post The Symmetry That Breaks Neural Network Averaging appeared first on Towards Data Science.

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An Effective Python Development Environment

Choose a Python development environment that helps you get coding. Find tutorials and courses on editors, uv, virtual environments, and useful tools.

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Python 3.15 Preview: Lazy Imports

Learn how Python 3.15 lazy imports work, how deferring heavy modules cuts your app's startup time, and which imports still have to stay eager.

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When One Process Becomes Too Much: Splitting a Pipeline into MCP Services

How we split a tightly coupled Python pipeline into independently deployable services The post When One Process Becomes Too Much: Splitting a Pipeline into MCP Services appeared first on Towards Data Science.

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Quiz: Python 3.15 Preview: Lazy Imports

Test your understanding of Python 3.15 lazy imports, from the lazy keyword and __lazy_modules__ to the imports that have to stay eager.

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Quiz: Starting With Python IDLE

Test your grasp of Python IDLE. Run code in the shell, edit and run files, debug with breakpoints, and make the editor look the way you like.

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10 Statistical Traps We Often Overlook

Statistical thinking beyond formulas The post 10 Statistical Traps We Often Overlook appeared first on Towards Data Science.

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How to Maximize GPT-6 Astra

My first impressions of OpenAI's new frontier model The post How to Maximize GPT-6 Astra appeared first on Towards Data Science.

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The Model Validation Playbook for GenAI: Lessons from Banking

How model validation standards are changing for LLM-based systems: what breaks, what carries over, and how to test output quality The post The Model Validation Playbook for GenAI: Lessons from Banking appeared first on Towards Data Science.

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A Beginner’s Guide to World Models

Learn how to simulate reality with Python The post A Beginner’s Guide to World Models appeared first on Towards Data Science.

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Python Timer Functions

Learn how to time your Python code with the time module, then build a reusable Timer class that works as a context manager.

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Introducing ShipAI

Towards Data Science launches a video showcase for real-world AI work The post Introducing ShipAI appeared first on Towards Data Science.

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