Detection

SWA Object Detection for python

This project hosts the scripts for training SWA object detectors, as presented in our paper: @article{zhang2020swa, title={SWA Object Detection}, author={Zhang, Haoyang and Wang, Ying and Dayoub, Feras and S{“u}nderhauf, Niko}, journal={arXiv preprint arXiv:2012.12645}, year={2020} } The full paper is available at: https://arxiv.org/abs/2012.12645. Introduction Do you want to improve 1.0 AP for your object detector without any inference cost and any change to your detector? Let us tell you such a recipe. It is surprisingly simple: train your detector for an […]

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Scrape

A universal package of scraper scripts for humans

Table of Contents About The Project Getting Started Usage Contributing Sponsors License Contact Acknowledgements About The Project Scrapera is a completely Chromedriver free package that provides access to a variety of scraper scripts for most commonly used machine learning and data science domains. Scrapera directly and asynchronously scrapes from public API endpoints, thereby removing the heavy browser overhead which makes Scrapera extremely fast and robust to DOM changes. Currently, Scrapera    

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Graph

A Generalization of Transformer Networks to Graphs

Source code for the paper “A Generalization of Transformer Networks to Graphs” by Vijay Prakash Dwivedi and Xavier Bresson, at AAAI’21 Workshop on Deep Learning on Graphs: Methods and Applications (DLG-AAAI’21). We propose a generalization of transformer neural network architecture for arbitrary graphs: Graph Transformer. Compared to the Standard Transformer, the highlights of the presented architecture are: The attention mechanism is a function of neighborhood connectivity for each node in the graph. The position encoding is represented by Laplacian eigenvectors, […]

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Neural Machine Translation (NMT), NMT Leave a comment

Machine Translation Weekly 95: Minimum Bayes Risk Decoding – the Cooler the Metric, the Cooler it gets

This week I am returning to a topic that I follow with fascination (cf. MT Weekly #20, #61, #63, and #66) without actually doing any research myself – decoding in machine learning models. The preprint I will discuss today comes from Google Research and has the title Minimum Bayes Risk Decoding with Neural Metrics of Translation Quality. It shows that Minimum Bayes Risk (MBR) decoding can outperform beam search when done properly and that there might be some serious problems […]

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Python

When you should switch to Python 3.10

Python 3.10 is now available–but should you switch to it immediately? And if not now, when? The short answer after its immediate release was, no, you probably don’t want to switch immediately; quite possibly you can’t switch immediately. Now that some time has passed, we’re getting closer to yes, or at least a maybe. To understand why, we need to consider Python packaging, the software development process, and take a look at the history of past releases. We can then […]

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Python

Buying products for your job: estimating value, convincing your boss

You’ve discovered a product that might help you with your job: perhaps a book that will teach you a new and relevant skill, or software that will speed up development. Since you do want to write software better and faster, you are considering buying this product. But, then again, the product costs money, and maybe that money is better spent on something else. So should you buy the product or not? How do you decide? And if it is worth […]

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Command-line Tools

Pymongo based CLI client, to run operation on existing databases and collections

Pymongo based CLI client, to run operation on existing databases and collections Program developed by Gustavo Wydler Azuaga – 12-01-2021 NOTE: Program screenshots can be viewed in the Screenshots folder Program description: The program is a command line interface client developed in python, which uses the pymongo libraries to connect to existing databases, and run operations and queries. It is an interactive program based on numbered options. Requirements to operate the program: Mongo server running on localhost At least one […]

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Scanner

Fast subdomain scanner, Takes arguments from a Json file (“args.json”) and outputs the subdomains

Fast subdomain scanner, Takes arguments from a Json file (“args.json”) and outputs the subdomains. File Structure core/ db/ README.md LICENCE subx.py args.json Installation ▶ git clone https://github.com/whoamisec75/subx.git ▶ cd subx ▶ python3 subx.py Usage First add domain, concurrency, wordlist in args.json: { “domain”: “google.com”, “concurrency”: 40, “wordlist”: “db/wordlist.txt” } Now run    

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Terminal

An interactive aquarium for your terminal

An interactive aquarium for your terminal, written using pytermgui. The project got its name from the Common Watersnake, also known as Nerodia Sipedon. It is meant to be an example project for the pytermgui framework, but later down the line might become its own entity as TUI game. Updates might not be too frequent, as the parent framework enjoys priority at the moment. This is a passion project of mine however, so I do not plan on abandoning it. It […]

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