Kayo YininTowards Data ScienceHow to Write a Successful Statement of Purpose for the Top Schools to Study AI8 tips with examples that helped me get admitted to Carnegie Mellon University, Stanford, UC Berkeley·8 min read·Jul 26, 2020--3--3
Kayo YininTowards Data ScienceOvercome Overfitting During Instance Segmentation with Mask-RCNNTraining Mask-RCNN on only 1,349 annotated images·7 min read·Dec 20, 2019--2--2
Kayo YininTowards Data ScienceStep-by-Step Signal Processing with Machine Learning: Manifold LearningTutorial on how to perform non-linear dimensionality reduction with Isomap and LLE in Python from scratch·6 min read·Dec 6, 2019--1--1
Kayo YininTowards Data ScienceHow to Train StyleGAN to Generate Realistic FacesWhy StyleGAN outperforms other models for face generation and how to train your own StyleGAN·8 min read·Nov 18, 2019--1--1
Kayo YininTowards Data ScienceStep-by-Step Signal Processing with Machine Learning: PCA, ICA, NMFTutorial on how to implement dimensionality reduction with PCA and source separation with ICA and NMF in Python from scratch·7 min read·Nov 12, 2019--3--3
Kayo YininTowards Data ScienceLatest Winning Techniques for Kaggle Image Classification with Limited DataTutorial on how to prevent your model from overfitting on a small dataset but still make accurate classifications·9 min read·Oct 21, 2019--5--5
Kayo YininIlluinUnsupervised Question AnsweringHow to train a model to answer questions when you have no annotated data·12 min read·Oct 17, 2019--2--2
Kayo YininTowards Data ScienceMaking Convolutional Networks Shift-Invariant AgainWhat’s wrong with modern convolutional networks and how can we fix them? If you use CNNs, you may want to read this.·6 min read·Oct 16, 2019----
Kayo YininIlluinCleaning Up Dirty Scanned Documents with Deep LearningCNN & CycleGAN approaches for denoising image documents·10 min read·Jul 30, 2019--2--2