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Author: Vinod Chugani

A multimodal AI guide covering vision, voice, and text
Categories Machine Learning

The Multimodal AI Guide: Vision, Voice, Text, and Beyond – KDnuggets

  • By Vinod Chugani
  • January 28, 2026

Image by Author #Introduction For decades, artificial intelligence (AI) meant text. You typed a question, got a text response. Even as language models grew…

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2026 Time Series Foundation Models Autonomous Forecasting
Categories Artificial intelligence

The 2026 Time Series Toolkit: 5 Foundation Models for Autonomous Forecasting – MachineLearningMastery.com

  • By Vinod Chugani
  • January 22, 2026

The 2026 Time Series Toolkit: 5 Foundation Models for Autonomous ForecastingImage by Author Introduction Most forecasting work involves building custom models for each dataset…

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Beyond Short-term Memory: 3 Types Long-term Memory AI Agents Need
Categories Artificial intelligence

Beyond Short-term Memory: The 3 Types of Long-term Memory AI Agents Need – MachineLearningMastery.com

  • By Vinod Chugani
  • December 30, 2025

In this article, you will learn why short-term context isn’t enough for autonomous agents and how to design long-term memory that keeps them reliable…

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Shannon Modern AI
Categories Artificial intelligence

From Shannon to Modern AI: A Complete Information Theory Guide for Machine Learning – MachineLearningMastery.com

  • By Vinod Chugani
  • November 20, 2025

This article shows how Shannon’s information theory connects to the tools you’ll find in modern machine learning. We’ll address entropy and information gain, then…

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From Problem Production Complete AI Agent Decision Framework
Categories Artificial intelligence

The Complete AI Agent Decision Framework – MachineLearningMastery.com

  • By Vinod Chugani
  • November 17, 2025

In this article, you will learn a practical, repeatable way to choose the right AI agent framework and orchestration pattern for your specific problem,…

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Building ReAct Agents LangGraph Beginners Guide
Categories Artificial intelligence

Building ReAct Agents with LangGraph: A Beginners Guide – MachineLearningMastery.com

  • By Vinod Chugani
  • November 12, 2025

In this article, you will learn how the ReAct (Reasoning + Acting) pattern works and how to implement it with LangGraph — first with…

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The Machine Learning Practitioner’s Guide to Agentic AI Systems
Categories Artificial intelligence

The Machine Learning Practitioners Guide to Agentic AI Systems – MachineLearningMastery.com

  • By Vinod Chugani
  • October 10, 2025

In this article, you will learn how practitioners can evolve from traditional machine learning workflows to designing, building, and shipping production-ready agentic AI systems.…

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5 Reasons Vibe Coding Threatens Secure Data App Development
Categories Machine Learning

5 Reasons Why Vibe Coding Threatens Secure Data App Development – KDnuggets

  • By Vinod Chugani
  • September 7, 2025

Image by Author | ChatGPT #Introduction AI-generated code is everywhere. Since early 2025, “vibe coding” (letting AI write code from simple prompts) has exploded…

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