Artificial Intelligence
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Artificial Intelligence

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Why Data Preparation Is So Important in Machine Learning

https://machinelearningmastery.com/blog/
Fourier Features Let Networks Learn
High Frequency Functions in Low Dimensional Domains

https://people.eecs.berkeley.edu/~bmild/fourfeat/index.html
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models

Given a low-resolution input image, PULSE searches the outputs of a generative model for high-resolution images that are perceptually realistic and downscale correctly.

Github: https://github.com/adamian98/pulse

Paper: https://arxiv.org/abs/2003.03808v1
Learning Semantically Enhanced Feature for Fine-Grained Image Classification

Gitgub: https://github.com/cswluo/SEF

Paper: https://arxiv.org/abs/2006.13457v1
Building AI Trading Systems

Lessons learned building a profitable algorithmic trading system using Reinforcement Learning techniques.

https://dennybritz.com/blog/ai-trading/
Tensor Programs II: Neural Tangent Kernel for Any Architecture
which shows the tangent kernel of any randomly initialized neural network converges in the large width limit.

Github: https://github.com/thegregyang/NTK4A

Paper: https://arxiv.org/abs/2006.14548
Top 15 Cheat Sheets for Machine Learning, Data Science & Big Data

https://morioh.com/p/f7596a5a9d8e