deeplearning-notes

• CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning [arxiv]
• A systematic study of the class imbalance problem in convolutional neural networks [arxiv]
• A disciplined approach to neural network hyper-parameters: Part 1 [arxiv]
• An overview of gradient descent optimization algorithms; Sebastian Ruder [link]
• Interpretable Machine Learning (A Guide for Making Black Box Models Explainable.) [link]
• Machine Learning Yearning, Technical Strategy for AI engineers by Andrew Ng (Draft Version)
• A Systems Perspective to Reproducibility in Production Machine Learning Domain [link]