Machine Learning
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Real Machine Learning β€” simple, practical, and built on experience.
Learn step by step with clear explanations and working code.

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πŸ”₯ Trending Repository: univer

πŸ“ Description: Build truly AI-native spreadsheets. Univer is a full-stack framework for creating and editing spreadsheets, documents, and slides on both web and server. With Univer MCP, Univer Sheet is driven directly through natural language.

πŸ”— Repository URL: https://github.com/dream-num/univer

🌐 Website: https://univer.ai

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πŸ“Œ Understanding Convolutional Neural Networks (CNNs) Through Excel

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2025-11-17 | ⏱️ Read time: 12 min read

Demystify the 'black box' of deep learning by exploring Convolutional Neural Networks (CNNs) with a surprising tool: Microsoft Excel. This hands-on approach breaks down the fundamental operations of CNNs, such as convolution and pooling layers, into understandable spreadsheet calculations. By visualizing the mechanics step-by-step, this method offers a uniquely intuitive and accessible way to grasp how these powerful neural networks learn and process information, making complex AI concepts tangible for developers and data scientists at any level.

#DeepLearning #CNN #MachineLearning #Excel #AI
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πŸ“Œ The Machine Learning and Deep Learning β€œAdvent Calendar” Series: The Blueprint

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-11-30 | ⏱️ Read time: 7 min read

A new "Advent Calendar" series demystifies Machine Learning and Deep Learning. Follow a step-by-step blueprint to understand the inner workings of complex models directly within Microsoft Excel, effectively opening the "black box" for a hands-on learning experience.

#MachineLearning #DeepLearning #Excel #DataScience
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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 1: k-NN Regressor in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-01 | ⏱️ Read time: 16 min read

Kick off a Machine Learning Advent Calendar series with a practical guide to the k-NN regressor. This first installment demonstrates how to implement this fundamental, distance-based model using only Microsoft Excel. It's a great hands-on approach for understanding core ML concepts from scratch, without the need for a complex coding environment.

#MachineLearning #kNN #Excel #DataScience #Regression
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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 2: k-NN Classifier in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-02 | ⏱️ Read time: 9 min read

Discover how to implement the k-Nearest Neighbors (k-NN) classifier directly in Excel. This article, part of a Machine Learning "Advent Calendar" series, explores the popular classification algorithm along with its variants and improvements. It offers a practical, hands-on approach to understanding a fundamental ML concept within a familiar spreadsheet environment, making it accessible even without a dedicated coding setup.

#MachineLearning #kNN #Excel #DataScience
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