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Getting Started with Multimodality | by Valentina Alto | Dec, 2023

[ad_1] Image created with Microsoft DesignerUnderstanding vision capabilities of Large Multimodal Models The recent advances in Generative AI have enabled the development of Large Multimodal Models (LMMs) that can process and generate different types of data, such as text, images, audio, and video. LMMs share with “standard” Large Language Models (LLMs) the capability of generalization…

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Courage to Learn ML: An In-Depth Guide to the Most Common Loss Functions | by Amy Ma | Dec, 2023

[ad_1] MSE, Log Loss, Cross Entropy, RMSE, and the Foundational Principles of Popular Loss Functions Photo by William Warby on UnsplashWelcome back! In the ‘Courage to Learn ML’ series, where we conquer machine learning fears one challenge at a time. Today, we’re diving headfirst into the world of loss functions: the silent superheroes guiding our…

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Convolution Explained — Introduction to Convolutional Neural Networks | by Egor Howell | Dec, 2023

[ad_1] The fundamental building block of CNNs ”https://www.flaticon.com/free-icons/neural-network" title=”neural network icons.” Neural network icons created by Freepik — Flaticon.My recent articles have been a series on neural networks where we go from the simple perceptron to complicated architectures and how to deal with common problems in deep learning. If you are interested, feel free to…

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Storytelling with Visualization — Which Area Has the Highest Socio-Economic Score, and Why | by Jin Cui | Dec, 2023

[ad_1] Once in a while, for more efficient allocation of resources, the Government may collect data from individuals or households about their demographic characteristics, such as age, gender, and country of birth, as well as their socio-economic characteristics, such as income, occupation and spend. Some of these data are then aggregated by geographic regions and…

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Illuminating Insights: GPT Extracts Meaning from Charts and Tables | by Ilia Teimouri | Dec, 2023

[ad_1] Using GPT Vision to interpret and aggregate image data. Photo by David Travis on Unsplash.Integrating visual inputs like images alongside text and speech into large language models (LLMs) is considered an important new direction in AI research by many experts in the field. By augmenting these models to handle multiple modes of data beyond…

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Soft Skills Is What Sets You Apart in Your Data Science Interviews | by Tessa Xie | Dec, 2023

[ad_1] Photo by Jason Goodman on UnsplashHow to up-level your structured problem solving skills and communication skills So you have brushed up on ML concepts, practiced Python and SQL for months, you think you are done with interview prep. But you might be missing the most important and hardest-to-prepare-for part of the interview — problem-solving…

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