Ai Summer
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JAX for Machine Learning: how it works and why learn itJAX for Machine Learning: how it works and why learn it JAX is the new kid in Machine Learning (ML) town and it promises to make ML...
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How Positional Embeddings work in Self-Attention (code in Pytorch)How Positional Embeddings work in Self-Attention (code in Pytorch) If you are reading transformer papers, you may have noticed Positional...
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Self-supervised representation learning on videosSelf-supervised representation learning on videos Nowadays, transfer learning from pretrained models on Imagenet is the ultimate standard...
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Data preprocessing for deep learning: How to build an efficient big data pipelineData preprocessing for deep learning: How to build an efficient big data pipeline (part 1) In this article, we explore the topic of big...
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Understanding coordinate systems and DICOM for deep learning medical image analysisUnderstanding coordinate systems and DICOM for deep learning medical image analysis Sometimes you think you understand something, but you...
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Logging and Debugging in Machine Learning - How to use Python debugger and the logging module to find errors in your AI applicationLogging and Debugging in Machine Learning - How to use Python debugger and the logging module to find errors in your AI application Have...
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Understanding the receptive field of deep convolutional networksUnderstanding the receptive field of deep convolutional networks In this article, we will discuss multiple perspectives that involve the...
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How to Unit Test Deep Learning: Tests in TensorFlow, mocking and test coverageHow to Unit Test Deep Learning: Tests in TensorFlow, mocking and test coverage Programming a deep learning model is not easy (I’m not...
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Best practices to write Deep Learning code: Project structure, OOP, Type checking and documentationBest practices to write Deep Learning code: Project structure, OOP, Type checking and documentation In part 1 of the Deep Learning in...
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Deep Learning in Production: Laptop set up and system designDeep Learning in Production: Laptop setup and System Design Hello hello hello and welcome to the Deep Learning in Production course. In...
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Deepfakes: Face synthesis with GANs and AutoencodersDeepfakes: Face synthesis with GANs and Autoencoders Recently, fake news have become a major threat to human society. False information...
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GANs in computer vision - semantic image synthesis and learning a generative model from a single imageGANs in computer vision: semantic image synthesis and learning a generative model from a single image (part 6) So far we have seen...
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GANs in computer vision - self-supervised adversarial training and high-resolution image synthesis with style incorporationGANs in computer vision: self-supervised adversarial training and high-resolution image synthesis with style incorporation (part 5) An...
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GANs in computer vision - 2K image and video synthesis, and large-scale class-conditional image generationGANs in computer vision: 2K image and video synthesis, and large-scale class-conditional image generation (part 4) Computer vision is...
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GANs in computer vision - Introduction to generative learningGANs in computer vision: Introduction to generative learning (part 1) In this review article series, we will focus on a plethora of GANs...
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GANs in computer vision - Conditional image and object generationGANs in computer vision: Conditional image and object generation (part2) The previous post was more or less introductory in GANs,...
