Introduction Many of us might have tried to build a RAG application and noticed it falls significantly short of addressing real-life needs. Why is that? It’s because many real-world problems require multiple steps of information retrieval and reasoning. We need our agent to perform those as humans normally do, yet most RAG applications fall short […]
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DISCLAIMER: The idea of doing Cover Letter or even Resume with AI does not obviously start with me. A lot of people have done this before (very successfully) and have built websites and even companies from the idea. This is just a tutorial on how to build your own Cover Letter AI Generator App using […]
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In the world of machine learning, we obsess over model architectures, training pipelines, and hyper-parameter tuning, yet often overlook a fundamental aspect: how our features live and breathe throughout their lifecycle. From in-memory calculations that vanish after each prediction to the challenge of reproducing exact feature values months later, the way we handle features can […]
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Since founding Towards Data Science in 2016, we’ve built the largest publication on Medium with a dedicated community of readers and contributors focused on data science, machine learning, and AI. Medium built a fantastic platform, and we wouldn’t have been able to reach our audience without its help. As of Monday, February 3, 2025, Towards […]
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Implementing one of the earliest neural image caption generator models with PyTorch.
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An in-depth exploration of the most fundamental architecture in modern AI.
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Advice from a Lead Data Scientist with 2 promotions in under 2 years
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Using Fourier Transform to detect seasonal components
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