| Lossy Compression for Lossless Prediction: Most data is automatically collected and only ever "seen" by algorithms. Yet, data compressors preserve perceptual fidelity rather than just the information needed by algorithms performing downstream tasks. In this paper, we characterize the bit-rate required to ensure high performance on all predictive tasks that are invariant under a set of transformations, such as data augmentations. Based on our theory, we design unsupervised objectives for training neural compressors. Using these objectives, we train a generic image compressor that achieves substantial rate savings (more than $1000\times$ on ImageNet) compared to JPEG on 8 datasets, without decreasing downstream classification performance. | |
| Recent Advances in Autoencoder-Based Representation Learning: Learning useful representations with little or no supervision is a key challenge in artificial intelligence. We provide an in-depth review of recent advances in representation learning with a focus on autoencoder-b |
I feel somewhat pressed to give a negative review of this book. This comes from someone who has worked on various Lisp implementations, and written some amount of C, but that isn’t an excuse to be overly harsh. This book, however, does not provide many nice things to say, and plenty of un-nice things. My apologies in advance.
First off: God help you if you are going to write your first interpreter in C of all things. No one I know thinks it’s a good idea to start
Gremin traversal examples taken from the excellent DS330: DataStax Enterprise Graph course.
Add a Vertex
Vertex u = graph.addVertex("user");
u.property("userId","u2016");
u.property("age",36);
C++ is one of the main development languages used by many of Google's open-source projects. As every C++ programmer knows, the language has many powerful features, but this power brings with it complexity, which in turn can make code more bug-prone and harder to read and maintain.
The goal of this guide is to manage this complexity by describing in detail the dos and don'ts of writing C++ code. These rules exist to keep the code base manageable while still allowing coders to use C++ language features productively.
Style, also known as readability, is what we call the conventions that govern our C++ code. The term Style is a bit of a misnomer, since these conventions cover far more than just source file formatting.
| /** | |
| * Deletes all user's comments from a specific Instagram page. | |
| * This function automates the process of selecting and deleting user comments | |
| * from the "Your Activity" section on Instagram. | |
| * | |
| * How to use: | |
| * 1. Navigate to the Instagram comments page by going to: | |
| * https://www.instagram.com/your_activity/interactions/comments | |
| * 2. Open the developer console in your web browser: | |
| * - Chrome/Firefox: Press Ctrl+Shift+J (Windows/Linux) or Cmd+Option+J (Mac) |
| package main | |
| import ( | |
| "context" | |
| "errors" | |
| "fmt" | |
| "io" | |
| "log" | |
| "os" | |
| "runtime" |
| <!DOCTYPE html> | |
| <!-- "20 line router" --> | |
| <!-- http://joakim.beng.se/blog/posts/a-javascript-router-in-20-lines.html --> | |
| <html> | |
| <head> | |
| <meta charset="utf-8"> | |
| <title>Building a router</title> | |
| <script> | |
| // Simple JavaScript Templating | |
| // John Resig - https://johnresig.com/ - MIT Licensed |
