August 1, 2021 Transformer

Cross Attention in Vision Transformer with python

CAT: Cross Attention in Vision Transformer This is official implement of “CAT: Cross Attention in Vision Transformer”. Abstract Since Transformer has found widespread use in NLP, the potential of Transformer in CV has been realized and has inspired many new approaches. However, the computation required for replacing word tokens with image patches for Transformer after the tokenization of the image is vast(e.g., ViT), which bottlenecks model training and inference. In this paper, we propose a new attention mechanism in Transformer […]

August 1, 2021 Deep Learning

Monocular Depth Estimation Using Laplacian Pyramid-Based Depth Residuals

LapDepth-release This repository is a Pytorch implementation of the paper “Monocular Depth Estimation Using Laplacian Pyramid-Based Depth Residuals” Minsoo Song, Seokjae Lim, and Wonjun Kim*IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) Requirements Python >= 3.7 Pytorch >= 1.6.0 Ubuntu 16.04 CUDA 9.2 cuDNN (if CUDA available) some other packages: geffnet, path, IPython, blessings, progressbar Pretrained models You can download pre-trained model Demo images (Single Test Image Prediction) Make sure you download the pre-trained model and placed it […]

August 1, 2021 Advanced, Libraries, NLP, Python, Text

Why must text data be pre-processed ?

This article was published as a part of the Data Science Blogathon Introduction Language is a structured medium we humans use to communicate with each other. Language can be in the form of speech or text. “Blah blah”, “Meh”, “zzzz…” Yup, we can understand these words. But the question is, “Can computers understand these?” Nop, machines can’t understandthese. In fact, machines can’t understand any text data at all, be it the word “blah” or the word “machine”. They only understand numbers. […]

July 31, 2021 NLP

Beyond Offline Mapping: Learning Cross-lingual Word Embeddings through Context Anchoring

July 31, 2021 By: Aitor Ormazabal, Mikel Artetxe, Aitor Soroa, Gorka Labaka, Eneko Agirre Abstract Recent research on cross-lingual word embeddings has been dominated by unsupervised mapping approaches that align monolingual embeddings. Such methods critically rely on those embeddings having a similar structure, but it was recently shown that the separate training in different languages causes departures from this assumption. In this paper, we propose an alternative approach that does not have this limitation, while requiring a weak seed dictionary […]

July 30, 2021 Discord

Discord Bot for League of Legends live match tracker

SABot Dicord Bot for League of Legends match auto tracker. Features: Search Summoners statistics in League of Legends. Auto-notifications provide when summoner starts a match, and provide information of participations. Commands: *General commands !help !commands *LOL Search-informations !l match ‘SummonerName’ // live match info *LOL live-match-tracker !l setup !l add ‘SummonerName’ !l remove ‘SummonerName’ !l list !l start // start live-match-tracker !l stop // stop live-match-tracker How to set up your own bot: You need to install python packages with […]

July 30, 2021 tensorflow

Run object detection model on the Raspberry Pi

Raspberry-Pi-TF-Lite-Object-Detection Using TensorFlow Lite with Python is great for embedded devices based on Linux, such as Raspberry Pi. This is the guide for installing TensorFlow Lite on the Raspberry Pi and running pre-trained object detection models on it. Step 1. Setting up Rasperry Pi Upgrade Raspbian Stretch to Buster (If you on Buster, skip this step and simply run sudo apt-get update and sudo apt-get dist-upgrade) $ sudo apt-get update && sudo apt-get upgrade -y Verify nothing is wrong. Verify […]

July 30, 2021 Raspberrypi

A E-ink ticker that shows usefull information about bitcoin

bitcoin-ticker bitcoin-ticker is a E-ink ticker that shows usefull information about bitcoin. Due to the limited refresh lifetime, new information is currently shown every 5 minutes and whenever a new block arrives. Hardware I’m currently working on a 7.5 inch version with the following e-Paper: The config.ini needs the following settings when using the 7.5 inch: epd_type = 7in5_V2 orientation = 270 Usage Ticker view The Tickers the following information: Block height, Mean block intervall in minutes, Time Minimal Block […]

July 30, 2021 Tool

Toolkit for collecting and applying templates of prompting instances

PromptSource Toolkit for collecting and applying templates of prompting instances. WIP Setup Download the repo Navigate to root directory of the repo Install requirements with pip install -r requirements.txt Running From the root directory of the repo, you can launch the editor with streamlit run promptsource/promptsource.py There are 3 modes in the app: Helicopter view: aggregate high level metrics on the current state of the sourcing Prompted dataset viewer: check the templates you wrote or already written on entire dataset […]

July 30, 2021 Automation

A Simplified Automated CLI tool for GIT

GitFun A Simplified Automated CLI tool for GIT, It’s for Lazy Developers and Newbies Installation It’s simple step to install Pre-requisites: Python > = 3.7 Python Package Installer(PyPI) pip install gitfun For initial push to the remote Repository fun pushbranch -url -m commit message -b branch name For checking the git status fun status For checking the remote fun remote For getting a pull from the branch fun pullbranch -url -b branch name for development setup clone the repository git […]

July 30, 2021 Hardware

Upgrade MIB2 STD ZR Firmware without Navigation

mib2std-zr-firmware-upgrade This repository contains some scripts and documentation how to upgrade the MIB2 firmware to a different HW train (e.g.: 02xx -> 03xx, 04xx). The documentation is for the Technisat MIB2 STD unit without navigation. It describes how to patch the swdownload binary, that the unit accepts updates for a higher HW train.In addition to this repository it’s required to have access to the MIB Solutions folder on MEGA.nz (Link can be found in various forums and is changing from […]

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