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Deep Learning Tools

Tools for writing papers: Draw the diagram of the model.

TensorFlow 2.0 New Features

TensorFlow has launched 2.0 version, and this has some differences with the previous version, which might cause error messages when you try to run the old code with TF 2.0. In this post, I logged d...

Image Captioning Basics

The problems of BLEU. Reference: Evaluating Text Output in NLP: BLEU at your own risk It doesn’t consider meaning. It doesn’t directly consider sentence structure. It does...

UMN Google Day Notes

Note that some of the features are available only for the business account. Google Docs, Sheets, and Slides Google Sites Google Tasks Google Keep Google Apps script Google Drive Struc...

Coursera Deep Learning Notes

Python Part The input of math libarary should be real numbers, while numpy accepts vectors and matrices. So we prefer numpy. Normalizing the data will improve the performance because gradient ...

Design and Analysis of Experiments

This is my notes of the course STAT 8052 and of the book: A first Course in Design and Analysis of Experiments. Course Notes Book Notes Chapter 12 How to tell random or fixed? Do the experim...

Deep Learning Notes

Chapter 1-3 Concepts unfamiliar yet tensor, pseudoinverse of A, gradient, matrix derivatives, derivatives w.r.t. a tensor, Jacobian matrix, Hessian matrix, Shannon entropy of a random variable, Ku...

html and css

HTML Notes The notes for the edX course: Programming for the Web with Javascript can be found in the following links. Week1 html. Or you could directly view the Week1 source code. Week2 DOM ht...

Kaggle Competition--Travelers Fraud Detection

This blog is about what our group has done in the Kaggle competition for Travelers Fraud Detection and what I have learnt through this experience. Hope this would help you get some ideas when doing...

Python Data Analysis Notes

Notes in STAT 8051 project Dataset description 1 2 train_data.describe(include=["object", "category"]) train_data.info() Check the number of NA...