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Amazon Redshift Merge Statement – Example

Amazon Redshift Merge Statement – Example

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The MERGE command or statement in standard SQL is used to perform incremental load. i.e. load only new set of records into target table. With the help of SQL MERGE statement, you can perform UPDATE and INSERT simultaneously based on the merge condition. Link
TRANSFORMER MODELS: AN INTRODUCTION AND CATALOG

TRANSFORMER MODELS: AN INTRODUCTION AND CATALOG

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In the past few years we have seen the meteoric appearance of dozens of models of the Transformer family, all of which have funny, but not self-explanatory, names. The goal of this paper is to offer a somewhat comprehensive but simple catalog and classification of the most popular Transformer models. The paper also includes an introduction to the most important aspects and innovation in Transformer models. Link
Content Moderation & Fraud Detection - Patterns in Industry

Content Moderation & Fraud Detection - Patterns in Industry

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Content moderation is the process of learning and inferring the quality of human-generated content such as product reviews, social media posts, and ads. How do we know which are irrelevant, incorrect, or downright harmful? A related problem is detecting anomalous activity such as fraudulent transactions or malicious traffic. Link
Network Theory

Network Theory

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Scientists and engineers use diagrams of networks in many different ways. Together with many collaborators I am studying networks with the tools of modern mathematics, such as category theory. You can read blog articles, papers and a book about our research. I am collaborating with the Topos Institute to use the resulting math for scientific computation, such as quickly adaptable models of infectious disease. Link The Mathematics of Networks
2022 Top Papers in AI — A Year of Generative Models

2022 Top Papers in AI — A Year of Generative Models

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This year, we see significant progress in the field of generative models. Stable Diffusion 🎨 creates hyperrealistic art. ChatGPT 💬 answers questions to the meaning of life. Galactica 🧬 learns humanity’s scientific knowledge but also reveals the limitations of large language models. Link