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Transformer models: A guide to understanding different transformer architectures and their uses

Data Science Dojo

The very common model types under this category include encoder-only, decoder-only, and encoder-decoder transformers. Some common approaches that define classification under this category include Masked Language Models (MLMs), autoregressive models, and conditional transformers.

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The game-changer in regression: unveiling rank-based encoding for surefire success

Data Science Dojo

One-hot encoding In One-hot encoding, each category value is represented as an n-dimensional, sparse vector with zero entries except for one of the dimensions. Since there are 3 cities, two bits would be enough to uniquely represent each category. Therefore, two columns will be constructed which increases dimensions.

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Exploration of Joint PMFs: Their Applications in Data Science (Part 1)

Towards AI

Joint PMFs help to understand how different variables interact with each other and identify patterns and correlations by providing the probabilities of combinations of variable outcomes. A joint probability table contains the following elements: Header Rows and Columns: These indicate the possible values or categories of each random variable.

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Pi, Woebot, and Personal.ai: Meet ChatGPT’s new AI rivals

Flipboard

These new AI assistant bots are more focused on personal help than on writing or performing other tasks for you. Beyond ChatGPT, a new category of AI assistants is emerging. Pi, Poe, Personal.ai, and Woebot are personal AI chatbots. Unlike ChatGPT, Claude, and Bard, which I’ve written about …

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New Study: 2018 State of Embedded Analytics Report

Why do some embedded analytics projects succeed while others fail? We surveyed 500+ application teams embedding analytics to find out which analytics features actually move the needle. Read the 6th annual State of Embedded Analytics Report to discover new best practices. Brought to you by Logi Analytics.

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How Are Consumers Using Generative AI?

Flipboard

But other than ChatGPT, how are consumers interacting with generative AI (GenAI) products? In which categories do incumbents dominate—and where are new companies breaking out? Thus, this ranking serves as a tool to identify and understand category trends, and not as an exhaustive ranking of all consumer AI platforms. Model hubs.

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Mastering data visualization: Simplifying complex data for better insights

Data Science Dojo

Data visualization involves using different charts, graphs, and other visual elements to represent data and information graphically and the purpose of it is to make complex and hard to understand and complex datasets easily understandable, accessible, and interpretable. Get ready to take your data analysis skills to the next level!