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12 results tagged deep_learning  ✕
The matrix calculus you need for deep learning https://explained.ai/matrix-calculus/
Mon 17 Aug 2020 01:07:16 PM CEST
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Most of us last saw calculus in school, but derivatives are a critical part of machine learning, particularly deep neural networks, which are trained by optimizing a loss function. This article is an attempt to explain all the matrix calculus you need in order to understand the training of deep neural networks. We assume no math knowledge beyond what you learned in calculus 1, and provide links to help you refresh the necessary math where needed.

article deep_learning math tutorial
DeepDream: How Alexander Mordvintsev Excavated the Computer’s Hidden Layers | The MIT Press Reader https://thereader.mitpress.mit.edu/deepdream-how-alexander-mordvintsev-excavated-the-computers-hidden-layers/
Mon 03 Aug 2020 10:10:41 PM CEST
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A Google researcher looks into the mind of a computer.

article deep_learning research tech
Deep Learning for Guitar Effect Emulation | Teddy Koker https://teddykoker.com/2020/05/deep-learning-for-guitar-effect-emulation/
Mon 11 May 2020 10:57:37 PM CEST
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Since the 1940s, electric guitarists, keyboardists, and other instrumentalists have been using effects pedals, devices that modify the sound of the original audio source. Typical effects include distortion, compression, chorus, reverb, and delay. Early effects pedals consisted of basic analog circuits, often along with vacuum tubes, which were later replaced with transistors. Although many pedals today apply effects digitally with modern signal processing techniques, many purists argue that the sound of analog pedals can not be replaced by their digital counterparts. We’ll follow a deep learning approach to see if we can use machine learning to replicate the sound of an iconic analog effect pedal, the Ibanez Tube Screamer. This post will be mostly a reproduction of the work done by Alec Wright et al. in Real-Time Guitar Amplifier Emulation with Deep Learning1. Alec Wright et al., “Real-Time Guitar Amplifier Emulation with ↩

article audio deep_learning effects emulator guitar neural_networks
Deep Learning Algorithms - The Complete Guide | AI Summer https://theaisummer.com/Deep-Learning-Algorithms/
Sun 08 Mar 2020 09:19:55 AM CET
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All the essential Deep Learning Algorithms you need to know including models used in Computer Vision and Natural Language Processing.

AI deep_learning docs machine_learning tutorial
Up to two billion times acceleration of scientific simulations with deep neural architecture search https://arxiv.org/abs/2001.08055
Fri 24 Jan 2020 05:17:46 AM CET
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Computer simulations are invaluable tools for scientific discovery. However, accurate simulations are often slow to execute, which limits their applicability to extensive parameter exploration, large-scale data analysis, and uncertainty quantification. A promising route to accelerate simulations by building fast emulators with machine learning requires large training datasets, which can be prohibitively expensive to obtain with slow simulations. Here we present a method based on neural architecture search to build accurate emulators even with a limited number of training data. The method successfully accelerates simulations by up to 2 billion times in 10 scientific cases including astrophysics, climate science, biogeochemistry, high energy density physics, fusion energy, and seismology, using the same super-architecture, algorithm, and hyperparameters. Our approach also inherently provides emulator uncertainty estimation, adding further confidence in their use. We anticipate this work will accelerate research involving expensive simulations, allow more extensive parameters exploration, and enable new, previously unfeasible computational discovery.

deep_learning neural_networks open_access optimization paper research simulation
A Beginner's Guide to Deep Reinforcement Learning | Skymind https://skymind.ai/wiki/deep-reinforcement-learning
Fri 04 Oct 2019 09:51:10 PM CEST
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Reinforcement learning refers to goal-oriented algorithms, which learn how to attain a complex objective (goal) or maximize along a particular dimension over many steps.

article deep_learning machine_learning
Building Custom Deep Learning Based OCR models https://nanonets.com/blog/attention-ocr-for-text-recogntion/
Mon 16 Sep 2019 01:12:37 AM CEST
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article deep_learning ocr plates
Deep Semantic Code Search: explore a joint embedding space for code and description vectors https://github.com/chnsh/deep-semantic-code-search
Mon 15 Jul 2019 12:08:07 AM CEST
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Deep Semantic Code Search aims to explore a joint embedding space for code and description vectors and then use it for a code search application.

coding_lang:python deep_learning opensource programming semantic source_code
The 3 Tricks That Made AlphaGo Zero Work – Hacker Noon https://hackernoon.com/the-3-tricks-that-made-alphago-zero-work-f3d47b6686ef
Sat 13 Jan 2018 10:29:27 PM CET
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There were many advances in Deep Learning and AI in 2017, but few generated as much publicity and interest as DeepMind’s AlphaGo Zero.

article deep_learning machine_learning
DEEP LEARNING - YouTube https://m.youtube.com/watch?v=aaDsSluZ5mQ
Tue 25 Apr 2017 12:57:12 AM CEST
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deep_learning video
Google Green Blog: DeepMind AI reduces energy used for cooling Google data centers by 40% http://googlegreenblog.blogspot.it/2016/07/deepmind-ai-reduces-energy-used-for.html?m=1
Thu 28 Jul 2016 09:04:16 PM CEST
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deep_learning energy_efficiency
Research Blog: Teach Yourself Deep Learning with TensorFlow and Udacity http://googleresearch.blogspot.it/2016/01/teach-yourself-deep-learning-with.html
Mon 28 Mar 2016 12:55:11 AM CEST
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course deep_learning online
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