Data Analysis

Novel Graph Neural Network Framework for Single-Cell RNA-Seq

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Novel Graph Neural Network Framework for Single-Cell RNA-Seq

Single-cell RNA sequencing (scRNA-seq) technology enables gene expression detection across the transcriptome within individual cells, which can be used to study somatic clonal structures and characterize cellular heterogeneity in complex diseases. However, the data from scRNA-seq analysis are characterized by complexity, uncertain distributions, large data volumes, and high missing rates, making scRNA-seq analysis for biological … Read more

Understanding K-Nearest Neighbors Algorithm

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Understanding K-Nearest Neighbors Algorithm

1 Introduction Our lives are always filled with various small choices. Although these choices may not have a significant impact on us, they can still cause some frustration. For example, what to eat for lunch, where to travel during the holidays, etc. How do you usually solve such problems? If you were to choose a … Read more

Introduction to Machine Learning for Beginners

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Introduction to Machine Learning for Beginners

This session shares as the title: What Exactly Is Machine Learning A Beginner’s Tutorial to Understand Machine Learning //// //// First Steps in Machine Learning Of course, it’s to understand its basic concepts This article summarizes insights from the internet, personal learning notes✍ What is machine learning, and why does it have such great power? … Read more

Introduction to Machine Learning: Knowledge Sharing

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Introduction to Machine Learning: Knowledge Sharing

Definition of Machine Learning Machine Learning essentially allows computers to learn patterns from data and predict future data based on the learned patterns. Machine Learning includes algorithms such as clustering, classification, decision trees, Bayesian methods, neural networks, and deep learning (Deep Learning). The basic idea of Machine Learning is to mimic the process of human … Read more

Understanding Machine Learning in Simple Terms

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Understanding Machine Learning in Simple Terms

Machine learning is a hot topic, but aside from the experts, very few people can explain it clearly. If you read articles about machine learning online, you are likely to encounter two situations: heavy academic works filled with various theorems (I can barely handle half a theorem), or dazzling stories about artificial intelligence, data science … Read more

23 Effective Machine Learning Projects for Practice

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|Artificial Intelligence has permeated every aspect of our lives, and the machine learning and deep learning technologies behind AI have become synonymous with ‘high salaries.’ So, how can an ordinary programmer ride the wave of AI and reach the peak of salary in this era? |“Practical Application of Machine Learning Algorithms” project materials include six … Read more

21 Sentences To Get Started With Machine Learning

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21 Sentences To Get Started With Machine Learning

Source: CSDN Blog Algorithm Advancement This article is about 9700 words, and it is recommended to read in 5 minutes. Today, I will introduce a great beginner article about machine learning. For programmers, the importance of machine learning goes without saying. Maybe you haven’t started yet, or maybe you’ve failed before, but it doesn’t matter, … Read more

What Is Machine Learning?

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What Is Machine Learning?

Machine Learning Definition: The process by which computers acquire knowledge through automatic analysis and synthesis of data, facts, or their own experiences. Discipline: Computer Science Technology _ Artificial Intelligence _ Machine Learning Related Terms: Artificial Intelligence, Big Data, Pattern Recognition, Deep Learning Image Source: Visual China [Further Reading] Machine learning is a branch of artificial … Read more

Recommended Read: Machine Learning

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Recommended Read: Machine Learning

We often see many powerful artificial intelligences: In science fiction movies, it is the terminator from the future. In the real world, it is AlphaGo, which easily defeated a nine-dan Go player. We can’t help but ask, where does the immense intelligence potential of computers come from? How does it become increasingly “smart”? The answer … Read more

Why Natural Language Processing Is The Future Of Business Intelligence

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Source: AI Scientist Summary: As hierarchical control accumulates more wealth, the rise of automation is leading to fewer jobs for the working class. How will the working class survive in the future? A university professor had a brilliant idea; his logic is clear: players with RMB are the financial backers of gaming companies, and to … Read more