Recent Trend

Hazel
Hazel Engine
PayloadsAllTheThings
A list of useful payloads and bypass for Web Application Security and Pentest/CTF
send
Simple, private file sharing from the makers of Firefox
windows
V2ray , Trojan, Trojan-go, NaiveProxy, shadowsocksR install tools for windows V2ray,Trojan,Trojan-go, NaiveProxy, shadowsocksR的一键安装工具windows下用(一键科学上网)
silero-models
Silero Models: pre-trained STT models and benchmarks made embarrassingly simple
vue-next
Repo for Vue 3.0 (currently in RC)
FreeCAD
This is the official source code of FreeCAD, a free and opensource multiplatform 3D parametric modeler. Issues are managed on our own bug tracker at https://www.freecadweb.org/tracker
kb
A minimalist knowledge base manager
Mask_RCNN
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
mimikatz
A little tool to play with Windows security
vagas-junior-estagio
Empresas que constantemente oferecem vagas para junior e estagiários
material-shell
A modern desktop interface for Linux. Improve your user experience and get rid of the anarchy of traditional desktop workflows. Designed to simplify navigation and reduce the need to manipulate window
dayjs
⏰ Day.js 2KB immutable date library alternative to Moment.js with the same modern API
ML_course
EPFL Machine Learning Course, Fall 2019
create-react-app
Set up a modern web app by running one command.
Background-Matting
Background Matting: The World is Your Green Screen
Kingfisher
A lightweight, pure-Swift library for downloading and caching images from the web.
istio
Connect, secure, control, and observe services.
linux-command
Linux命令大全搜索工具,内容包含Linux命令手册、详解、学习、搜集。https://git.io/linux
generative_inpainting
DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral
yearn-protocol
Yearn solidity smart contracts
pebble
RocksDB/LevelDB inspired key-value database in Go
jazzit
Laughs at your expense
moment
Parse, validate, manipulate, and display dates in javascript.
n8n
Free and open fair-code licensed node based Workflow Automation Tool. Easily automate tasks across different services.
Hero
Elegant transition library for iOS & tvOS
DAIN
Depth-Aware Video Frame Interpolation (CVPR 2019)
eat_tensorflow2_in_30_days
Tensorflow2.0 ?? is delicious, just eat it! ??
tmpmail
✉️ A temporary email right from your terminal
team-comtress-2
Team Fortress 2, but with a lot of fixes, QoL improvements and performance optimizations!
CVE-2020-1472
PoC for Zerologon - all research credits go to Tom Tervoort of Secura
DefinitelyTyped
The repository for high quality TypeScript type definitions.
rails
Ruby on Rails
stats-illustrations
R & stats illustrations by @allison_horst
pytorch-gans
My implementation of various GAN (generative adversarial networks) architectures like vanilla GAN, cGAN, DCGAN, etc.
data-science-interviews
Data science interview questions and answers
sds1

jupyter-text2code
A proof-of-concept jupyter extension which converts english queries into relevant python code
Notebooks
Learn Python for free using open-source notebooks in Hebrew.
jellyfin
The Free Software Media System
BIGTREETECH-SKR-mini-E3
BIGTREETECH SKR-mini-E3 motherboard is a ultra-quiet, low-power, high-quality 3D printing machine control board. It is launched by the 3D printing team of Shenzhen BIGTREE technology co., LTD. This bo
XiaomiADBFastbootTools
A simple tool for managing Xiaomi devices on desktop using ADB and Fastboot
fastmac
Get a MacOS or Linux shell, for free, in around 2 minutes
pipedream
Serverless integration and compute platform. Free for developers.
DeepVision
在我很多项目中用到的CV算法推理框架应用。
dive
A tool for exploring each layer in a docker image
libra
Libra’s mission is to enable a simple global payment system and financial infrastructure that empowers billions of people.
Kalman-and-Bayesian-Filters-in-Python
Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters,
kinto

CVE-2020-1472
Test tool for CVE-2020-1472
leetcode_company_wise_questions
This is a repository containing the list of company wise questions available on leetcode premium
makani
Makani was a project to develop a commercial-scale airborne wind turbine, culminating in a flight test of the Makani M600 off the coast of Norway. All Makani software has now been open-sourced. This r
Fantasy-Premier-League
Creates a .csv file of all players in the English Player League with their respective team and total fantasy points
996.ICU
Repo for counting stars and contributing. Press F to pay respect to glorious developers.
graal
GraalVM: Run Programs Faster Anywhere ?
understand-nodejs
通过源码分析nodejs原理
tensorboard
TensorFlow's Visualization Toolkit
DeepSpeed
DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.
Relativty
An open source VR headset with SteamVR supports for $200
guide-rpc-framework
A custom RPC framework implemented by Netty+Kyro+Zookeeper.(一款基于 Netty+Kyro+Zookeeper 实现的自定义 RPC 框架-附详细实现过程和相关教程。)
UTM
Virtual machines for iOS
v2ray-heroku
用于在 Heroku 上部署 V2Ray Websocket,本项目不宜做为长期使用之对策。
learning
Becoming 1% better at data science everyday
wirehole

minecraft-react

mem-doc
This is a document to help with .NET memory analysis and diagnostics.
HarmonyOS
A curated list of awesome things related to HarmonyOS. 华为鸿蒙操作系统。
radar-covid-backend-dp3t-server
DP^3T Radar COVID fork
eiten
Statistical and Algorithmic Investing Strategies for Everyone
radar-covid-backend-verification-server
Radar COVID Verification Service
radar-covid-ios
Native iOS app using DP^3T iOS sdk to handle Exposure Notification framework from Apple
radar-covid-android
Native Android app using DP^3T Android sdk to handle Exposure Notifications API from Google
react-challenge-amazon-clone

solana
Web-Scale Blockchain for fast, secure, scalable, decentralized apps and marketplaces.
cockroach
CockroachDB - the open source, cloud-native distributed SQL database.
machine-learning-for-trading
Code and resources for Machine Learning for Algorithmic Trading, 2nd edition.
hwp.js
Open source hwp viewer and parser library powered by web technology
awesome-react
A collection of awesome things regarding React ecosystem
connectedhomeip
Project Connected Home over IP is a new Working Group within the Zigbee Alliance. This Working Group plans to develop and promote the adoption of a new connectivity standard to increase compatibility
Yolo-Fastest
⚡ Yolo universal target detection model combined with EfficientNet-lite, the calculation amount is only 230Mflops(0.23Bflops), and the model size is 1.3MB
laravel
A PHP framework for web artisans
onnxruntime
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
cim
?cim(cross IM) 适用于开发者的分布式即时通讯系统
ESP32-WiFi-Hash-Monster
WiFi Hash Purple Monster, store EAPOL & PMKID packets in an SD CARD using a M5STACK / ESP32 device
react-portfolio

Algorithms
A collection of algorithms and data structures
frp
A fast reverse proxy to help you expose a local server behind a NAT or firewall to the internet.
funNLP
中英文敏感词、语言检测、中外手机/电话归属地/运营商查询、名字推断性别、手机号抽取、身份证抽取、邮箱抽取、中日文人名库、中文缩写库、拆字词典、词汇情感值、停用词、反动词表、暴恐词表、繁简体转换、英文模拟中文发音、汪峰歌词生成器、职业名称词库、同义词库、反义词库、否定词库、汽车品牌词库、汽车零件词库、连续英文切割、各种中文词向量、公司名字大全、古诗词库、IT词库、财经词库、成语词库、地名词库、历史名
GRAT2
We developed GRAT2 Command & Control (C2) project for learning purpose.
DescomplicandoKubernetes

aes-finder
Utility to find AES keys in running processes
mml-book.github.io
Companion webpage to the book "Mathematics For Machine Learning"
ultimate-python
Ultimate Python study guide for newcomers and professionals alike. ? ? ?
sushiswap-frontend

pytorch-lightning
The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate.
awesome-flutter
An awesome list that curates the best Flutter libraries, tools, tutorials, articles and more.
Interview_Question_for_Beginner
? ? Technical-Interview guidelines written for those who started studying programming. I wish you all the best. ?
free

talk
A group video call for the web. No signups. No downloads.
bitcoin
Bitcoin Core integration/staging tree
eleventy-high-performance-blog
A high performance blog template for the 11ty static site generator.
awesome-project-ideas
Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas
ghcide
A library for building Haskell IDE tooling
moon
? The minimal & fast library for functional user interfaces
jdk
JDK main-line development
Tasmota
Alternative firmware for ESP8266 with easy configuration using webUI, OTA updates, automation using timers or rules, expandability and entirely local control over MQTT, HTTP, Serial or KNX. Full docum
Server
PanDownload的个人维护版本
a32nx
The A32NX Project is a community driven open source project to create a free Airbus A320neo in Microsoft Flight Simulator that is as close to reality as possible. It aims to enhance the default A320ne
keras
Deep Learning for humans
Red-Teaming-Toolkit
A collection of open source and commercial tools that aid in red team operations.
data-engineer-roadmap
Roadmap to becoming a data engineer in 2020
hivemind
Decentralized deep learning framework in pytorch. Built to train models on thousands of volunteers across the world.
scipio
Scipio is a thread-per-core framework that aims to make the task of writing highly parallel asynchronous application in a thread-per-core architecture easier for rustaceans
hoppscotch
? A free, fast and beautiful API request builder used by 75k+ developers. https://hoppscotch.io
Wav2Lip
This repository contains the codes of "A Lip Sync Expert Is All You Need for Speech to Lip Generation In the Wild", published at ACM Multimedia 2020.
KingOfBugBountyTips

autoscraper
A Smart, Automatic, Fast and Lightweight Web Scraper for Python
100-nlp-papers
100 Must-Read NLP Papers
croc
Easily and securely send things from one computer to another ? ?
spark-nlp
State of the Art Natural Language Processing
display-switch
Turn a $30 USB switch into a full-featured multi-monitor KVM switch
surpriver
Find big moving stocks before they move using machine learning and anomaly detection
flink-learning
flink learning blog. http://www.flink-learning.com 含 Flink 入门、概念、原理、实战、性能调优、源码解析等内容。涉及 Flink Connector、Metrics、Library、DataStream API、Table API & SQL 等内容的学习案例,还有 Flink 落地应用的大型项目案例(PVUV、日志存储、百亿数据实时去重、监
deeplearning-models
A collection of various deep learning architectures, models, and tips
fes.js
Fes.js 是一个管理台应用解决方案,提供初始项目、开发调试、编译打包的命令行工具,内置布局、权限、数据字典、状态管理、Api等多个模块,文件目录结构即路由,用户只需要编写页面内容。基于Vue.js,内置管理台常用能力,让用户写的更少,更简单。经过多个项目中打磨,趋于稳定。
stitches
The modern styling library. Near-zero runtime, server-side rendering, multi-variant support, and best-in-class developer experience.
18S191
Course 18.S191 at MIT, fall 2020 - Introduction to computational thinking with Julia
grafana
The tool for beautiful monitoring and metric analytics & dashboards for Graphite, InfluxDB & Prometheus & More
fortify

jetstream

scikit-learn-tips
?⚡ Daily scikit-learn tips
12306
12306智能刷票,订票
desafio-6-2020

30-seconds-of-code
Short JavaScript code snippets for all your development needs
gdal
GDAL is an open source X/MIT licensed translator library for raster and vector geospatial data formats.
toBeTopJavaer
To Be Top Javaer - Java工程师成神之路
companies-sponsoring-visas
A list of companies that sponsor employees from other countries.
howtheytest
A collection of public resources about how software companies test their software
bicep

htop
htop - an interactive process viewer
portainer
Making Docker management easy.
gorm
The fantastic ORM library for Golang, aims to be developer friendly
SuperPower
Here you should find the best power supplies for your low-power projects
CompEcon2020
Computational Economics Course 2020 by Kenneth Judd
vimac
Vimium for macOS.
Windows10Debloater
Script to remove Windows 10 bloatware.
HowToHunt
Some Tutorials and Things to Do while Hunting That Vulnerability.
Hack-Tools
The all-in-one Red Team extension for Web Pentester ?
KingOfBugBountyTips

Showkase
? Showkase is an annotation-processor based Android library that helps you organize, discover, search and visualize Jetpack Compose UI elements
webrtc-for-the-curious
WebRTC for the Curious: Go beyond the APIs
matplotplusplus
Matplot++: A C++ Graphics Library for Data Visualization ??
Flutter-Course-Resources
Learn to Code While Building Apps - The Complete Flutter Development Bootcamp
flutter-development-roadmap
Flutter App Developer Roadmap - A complete roadmap to learn Flutter App Development. I tried to learn flutter using this roadmap. If you want to add something please contribute to the project. Happy L
objax

sushiswap
? SushiSwap smart contracts
Cloudreve
?支持多家云存储的云盘系统 (A project helps you build your own cloud in minutes)
learn-python
? Playground and cheatsheet for learning Python. Collection of Python scripts that are split by topics and contain code examples with explanations.
Python-programming-exercises
100+ Python challenging programming exercises
learn-python3
Jupyter notebooks for teaching/learning Python 3
vscode-debug-visualizer
An extension for VS Code that visualizes data during debugging.
rapier
2D and 3D physics engines focused on performances.
project-guidelines
A set of best practices for JavaScript projects
d3
Bring data to life with SVG, Canvas and HTML. ???
OpenBot
OpenBot leverages smartphones as brains for low-cost robots. We have designed a small electric vehicle that costs about $50 and serves as a robot body. Our software stack for Android smartphones suppo
speakeasy
Windows kernel and user mode emulation.
Learn-Vim
A book for learning the Vim editor
maratona-fullcycle-4

arwes
Futuristic Sci-Fi and Cyberpunk Graphical User Interface Framework for Web Apps
gitignore
A collection of useful .gitignore templates
black
The uncompromising Python code formatter
airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
shift-ctrl-f
? Search the information available on a webpage using natural language instead of an exact string match.
traefik
The Cloud Native Edge Router
TecoGAN
This repo will contain source code and materials for the TecoGAN project, i.e. code for a TEmporally COherent GAN
present
A terminal-based presentation tool with colors and effects.
gitpod
Gitpod is an open-source Kubernetes application providing prebuilt, collaborative development environments in your browser - powered by VS Code.
compose-samples

react-native-navigation
A complete native navigation solution for React Native
kubernetes-examples
Minimal self-contained examples of standard Kubernetes features and patterns in YAML
vscode
Visual Studio Code
cpp-httplib
A C++ header-only HTTP/HTTPS server and client library
AWS-SAA-C02-Course
Personal notes for SAA-C02 test from: https://learn.cantrill.io
clean-architecture-swiftui
A demo project showcasing the production setup of the SwiftUI app with Clean Architecture
Gooey
Turn (almost) any Python command line program into a full GUI application with one line
baiduwp-php
PanDownload网页复刻版
latexify_py
Generates LaTeX math description from Python functions.
open-source-cs-python

RAFT

volt-bootstrap-5-dashboard
⚡️ Volt Bootstrap 5 Admin Dashboard Template with vanilla Javascript
itlwm
Intel Wi-Fi Drivers
packer
Packer is a tool for creating identical machine images for multiple platforms from a single source configuration.
open-source-cs
Video discussing this curriculum:
nsfw-filter
A Google Chrome / Firefox extension that blocks NSFW images from the web pages that you load using TensorFlow JS.
sudoku-solver
Smart solution to solve sudoku in VR
desafio-4-2020

msfs-a320neo

mit-15-003-data-science-tools
Study guides for MIT's 15.003 Data Science Tools
CascadeTabNet
This repository contains the code and implementation details of the CascadeTabNet paper "CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documents"
certified-kubernetes-administrator-course
Certified Kubernetes Administrator - CKA Course
everyones-guide-for-starting-up-on-wechat-network
微信互联网平民创业
manim
Animation engine for explanatory math videos
CS-Notes
我的自学笔记,在学习shell和MLSys,整理C++、算法、操作系统,后续学习分布式系统,终身更新。
egua
? Linguagem de programação simples e moderna em português
talent-plan
open source training courses about distributed database and distributed systemes
godot
Godot Engine – Multi-platform 2D and 3D game engine
desafio-3-2020

optuna
A hyperparameter optimization framework
Ventoy
A new bootable USB solution.
Alt-F4
Alternative Factorio Friday Fan Facts, also known as Alt-F4
awesome-made-by-brazilians
?? A collection of amazing open source projects built by brazilian developers
zig
General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software.
cxx
Safe interop between Rust and C++
lireddit

chakra-ui
⚡️ Simple, Modular & Accessible UI Components for your React Applications
VancedManager
Vanced Installer
react-native-video
A
NYPD-Misconduct-Complaint-Database
This database is a record of NYPD misconduct complaints made by the public to the Civilian Complaint Review Board (CCRB).
awesome-django
A curated list of awesome things related to Django
Front-End-Checklist
? The perfect Front-End Checklist for modern websites and meticulous developers
fet.sh
a fetch written in posix shell without any external commands (linux only)
baiduwp
PanDownload Web, built with CloudFlare Workers
machine-learning-interview
Minimum Viable Study Plan for Machine Learning Interviews from FAAG, Snapchat, LinkedIn.
RSSHub
? Everything is RSSible
metamask-extension
? ? The MetaMask browser extension enables browsing Ethereum blockchain enabled websites
amplify-flutter
Amplify Framework provides a declarative and easy-to-use interface across different categories of cloud operations.
ent
An entity framework for Go
pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
element3
(WIP)fork from ElemeFE/element ,A Vue.js 3.0 UI Toolkit for Web
posthog
? PostHog is developer-friendly, open-source product analytics.
awesome-hpp
A curated list of awesome header-only C++ libraries
fabric
Hyperledger Fabric is an enterprise-grade permissioned distributed ledger framework for developing solutions and applications. Its modular and versatile design satisfies a broad range of industry use
insight
Repository for Project Insight: NLP as a Service
omatsuri
Browser application with 9 open source frontend focused tools
InfoSpider
INFO-SPIDER 是一个集众多数据源于一身的爬虫工具箱?,旨在安全快捷的帮助用户拿回自己的数据,工具代码开源,流程透明。支持数据源包括GitHub、QQ邮箱、网易邮箱、阿里邮箱、新浪邮箱、Hotmail邮箱、Outlook邮箱、京东、淘宝、支付宝、中国移动、中国联通、中国电信、知乎、哔哩哔哩、网易云音乐、QQ好友、QQ群、生成朋友圈相册、浏览器浏览历史、12306、博客园、CSDN博客、开源
element-plus
A Vue.js 3.0 UI Toolkit for Web
autoscaler
Autoscaling components for Kubernetes
magento2
All Submissions you make to Magento Inc. ("Magento") through GitHub are subject to the following terms and conditions: (1) You grant Magento a perpetual, worldwide, non-exclusive, no charge, royalty f
ts-migrate
A tool to help migrate JavaScript code quickly and conveniently to TypeScript
ar-cutpaste
Cut and paste your surroundings using AR
chinese-programmer-wrong-pronunciation
中国程序员容易发音错误的单词
labs_campaigns

AdGuardHome
Network-wide ads & trackers blocking DNS server
COLA
Clean Object-oriented & Layered Architecture
Godzilla
哥斯拉
diagrams
? Diagram as Code for prototyping cloud system architectures
PaddleDetection
Object detection and instance segmentation toolkit based on PaddlePaddle.
handcalcs
Python library for converting Python calculations into rendered latex.
mern-course-bootcamp
Complete Free Coding Bootcamp 2020 MERN Stack
handwritten.js
Convert typed text to realistic handwriting!
archivy
Archivy is a self-hosted knowledge repository that allows you to safely preserve useful content that contributes to your knowledge bank.
mall-swarm
mall-swarm是一套微服务商城系统,采用了 Spring Cloud Hoxton & Alibaba、Spring Boot 2.3、Oauth2、MyBatis、Docker、Elasticsearch等核心技术,同时提供了基于Vue的管理后台方便快速搭建系统。mall-swarm在电商业务的基础集成了注册中心、配置中心、监控中心、网关等系统功能。文档齐全,附带全套Spring Clou
umami
Umami is a simple, fast, website analytics alternative to Google Analytics.
nl-covid19-notification-app-android
Android sources for the Dutch Covid19 Notification App
contenidos
Material del curso IIC2233 Programación Avanzada ?
locast2plex
A very simple script to connect locast to Plex's live tv/dvr feature.
h1st
H1st AI solves the critical “cold-start” problem of Industrial AI: encoding human expertise to augment the lack of data, while building a smooth transition toward a machine-learning future. This probl
minGPT
A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
Catch2
A modern, C++-native, header-only, test framework for unit-tests, TDD and BDD - using C++11, C++14, C++17 and later (or C++03 on the Catch1.x branch)
libra
Ergonomic machine learning.
annie
? Fast, simple and clean video downloader
spotMicro
Spot Micro Quadripeg Project
LeetCode-Go
✅ Solutions to LeetCode by Go, 100% test coverage, runtime beats 100% / LeetCode 题解
bootcamp-gostack-desafios
Repositório contendo todos os desafios dos módulos do Bootcamp Gostack
NoVmp
A static devirtualizer for VMProtect x64 3.x. powered by VTIL.
fullcalendar
Full-sized drag & drop event calendar
latexify_py
Generates LaTeX math description from Python functions.
vue-nodejs-youtube-clone
This is the frontend (VueJS) of the Youtube clone called VueTube.
youtube-clone-nodejs-api
VueTube is a YouTube clone built with nodejs, expressjs & mongodb. This is the RESTful API repository.
Behinder
“冰蝎”动态二进制加密网站管理客户端
low-level-design-primer

E-commerce-Complete-Flutter-UI

handson-ml
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.
aws-machine-learning-university-accelerated-tab

aws-machine-learning-university-accelerated-cv

mogollar
A MongoDB UI built with Electron
BespokeSynth
Software modular synth
desafio-1-2020

desafio-1-2020

kosmonaut
A web browser engine for the space age ?
aws-machine-learning-university-accelerated-nlp

fastbook
Draft of the fastai book
Hierarchical-Localization
Visual localization made easy
TypeScript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
Penetration_Testing_POC
渗透测试有关的POC、EXP、脚本、提权、小工具等,欢迎补充、完善---About penetration-testing python-script poc getshell csrf xss cms php-getshell domainmod-xss penetration-testing-poc csrf-webshell cobub-razor cve rce sql sql-poc p
God-Of-BigData
大数据面试题,大数据成神之路开启...Flink/Spark/Hadoop/Hbase/Hive...
OSCPRepo
A list of commands, scripts, resources, and more that I have gathered and attempted to consolidate for use as OSCP (and more) study material. Commands in 'Usefulcommands' Keepnote. Bookmarks and readi
drogon
Drogon: A C++14/17 based HTTP web application framework running on Linux/macOS/Unix/Windows
papercups
Open-source live customer chat
jupyter-book
Build interactive, publication-quality documents from Jupyter Notebooks
awesome-java
Collection of awesome Java project on Github(Github 上非常棒的 Java 开源项目集合).
espflix
A free video streaming service that runs on a ESP32
servo
The Servo Browser Engine
halfmoon
Front-end framework with a built-in dark mode, designed for rapidly building beautiful dashboards and product pages.
eventnative
EventNative is an open-source data collection framework
go-github
Go library for accessing the GitHub API
yam-protocol
A stablizing reserve currency protocol
mmdetection3d
OpenMMLab's next-generation platform for general 3D object detection.
sherlock
? Hunt down social media accounts by username across social networks
computervision-recipes
Best Practices, code samples, and documentation for Computer Vision.
clean-code-javascript
? Clean Code concepts adapted for JavaScript
laravel-admin
Build a full-featured administrative interface in ten minutes
OpenJailbreak
GeoSn0w's OpenJailbreak Project, an open-source iOS 11 to iOS 13 Jailbreak project & vault.
azure-quickstart-templates
Azure Quickstart Templates
nodejs.dev
A new Node.js resource built using Gatsby.js with React.js, TypeScript, Emotion, and Remark.
KOOM
KOOM is an OOM killer on mobile platform by Kwai.
bevy
A refreshingly simple data-driven game engine built in Rust
eat_pytorch_in_20_days
Pytorch?? is delicious, just eat it! ??
datasets
? 2,000,000+ Unsplash images made available for research and machine learning
malwoverview
Malwoverview is a first response tool to perform an initial and quick triage in a directory containing malware samples, specific malware sample, suspect URL and domains. Additionally, it allows to dow
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eat_tensorflow2_in_30_days

Python LINK
Tensorflow2.0 ?? is delicious, just eat it! ??

How to eat TensorFlow2 in 30 days ???

Click here for Chinese Version(中文版)

《30天吃掉那只TensorFlow2》

《20天吃掉那只Pytorch》

1. TensorFlow2 ? or Pytorch?

Conclusion first:

For the engineers, priority goes to TensorFlow2.

For the students and researchers,first choice should be Pytorch.

The best way is to master both of them if having sufficient time.

Reasons:

2. Keras? and tf.keras ?

Conclusion first:

Keras will be discontinued in development after version 2.3.0, so use tf.keras.

Keras is a high-level API for the deep learning frameworks. It help the users to define and training DL networks with a more intuitive way.

The Keras libraries installed by pip implement this high-level API for the backends in tensorflow, theano, CNTK, etc.

tf.keras is the high-level API just for Tensorflow, which is based on low-level APIs in Tensorflow.

Most but not all of the functions in tf.keras are the same for those in Keras (which is compatible to many kinds of backend). tf.keras has a tighter combination to TensorFlow comparing to Keras.

With the acquisition by Google, Keras will not update after version 2.3.0 , thus the users should use tf.keras from now on, instead of using Keras installed by pip.

3. What Should You Know Before Reading This Book ??

It is suggested that the readers have foundamental knowledges of machine/deep learning and experience of modeling using Keras or TensorFlow 1.0.

For those who have zero experience of machine/deep learning, it is strongly suggested to refer to "Deep Learning with Python" along with reading this book.

"Deep Learning with Python" is written by François Chollet, the inventor of Keras. This book is based on Keras and has no machine learning related prerequisites to the reader.

"Deep Learning with Python" is easy to understand as it uses various examples to demonstrate. No mathematical equation is in this book since it focuses on cultivating the intuitive to the deep learning.

4. Writing Style ? of This Book

This is a introduction reference book which is extremely friendly to human being. The lowest goal of the authors is to avoid giving up due to the difficulties, while "Don't let the readers think" is the highest target.

This book is mainly based on the official documents of TensorFlow together with its functions.

However, the authors made a thorough restructuring and a lot optimizations on the demonstrations.

It is different from the official documents, which is disordered and contains both tutorial and guidance with lack of systematic logic, that our book redesigns the content according to the difficulties, readers' searching habits, and the architecture of TensorFlow. We now make it progressive for TensorFlow studying with a clear path, and an easy access to the corresponding examples.

In contrast to the verbose demonstrating code, the authors of this book try to minimize the length of the examples to make it easy for reading and implementation. What's more, most of the code cells can be used in your project instantaneously.

Given the level of difficulty as 9 for learning Tensorflow through official documents, it would be reduced to 3 if learning through this book.

This difference in difficulties could be demonstrated as the following figure:

5. How to Learn With This Book ⏰

(1) Study Plan

The authors wrote this book using the spare time, especially the two-month unexpected "holiday" of COVID-19. Most readers should be able to completely master all the content within 30 days.

Time required everyday would be between 30 minutes to 2 hours.

This book could also be used as library examples to consult when implementing machine learning projects with TensorFlow2.

Click the blue captions to enter the corresponding chapter.

Date Contents Difficulties Est. Time Update Status
  Chapter 1: Modeling Procedure of TensorFlow ⭐️ 0hour
Day 1 1-1 Example: Modeling Procedure for Structured Data ⭐️⭐️⭐️ 1hour
Day 2 1-2 Example: Modeling Procedure for Images ⭐️⭐️⭐️⭐️ 2hours
Day 3 1-3 Example: Modeling Procedure for Texts ⭐️⭐️⭐️⭐️⭐️ 2hours
Day 4 1-4 Example: Modeling Procedure for Temporal Sequences ⭐️⭐️⭐️⭐️⭐️ 2hours
  Chapter 2: Key Concepts of TensorFlow ⭐️ 0hour
Day 5 2-1 Data Structure of Tensor ⭐️⭐️⭐️⭐️ 1hour
Day 6 2-2 Three Types of Graph ⭐️⭐️⭐️⭐️⭐️ 2hours
Day 7 2-3 Automatic Differentiate ⭐️⭐️⭐️ 1hour
  Chapter 3: Hierarchy of TensorFlow ⭐️ 0hour
Day 8 3-1 Low-level API: Demonstration ⭐️⭐️⭐️⭐️ 1hour
Day 9 3-2 Mid-level API: Demonstration ⭐️⭐️⭐️ 1hour
Day 10 3-3 High-level API: Demonstration ⭐️⭐️⭐️ 1hour
  Chapter 4: Low-level API in TensorFlow ⭐️ 0hour
Day 11 4-1 Structural Operations of the Tensor ⭐️⭐️⭐️⭐️⭐️ 2hours
Day 12 4-2 Mathematical Operations of the Tensor ⭐️⭐️⭐️⭐️ 1hour
Day 13 4-3 Rules of Using the AutoGraph ⭐️⭐️⭐️ 0.5hour
Day 14 4-4 Mechanisms of the AutoGraph ⭐️⭐️⭐️⭐️⭐️ 2hours
Day 15 4-5 AutoGraph and tf.Module ⭐️⭐️⭐️⭐️ 1hour
  Chapter 5: Mid-level API in TensorFlow ⭐️ 0hour
Day 16 5-1 Dataset ⭐️⭐️⭐️⭐️⭐️ 2hours
Day 17 5-2 feature_column ⭐️⭐️⭐️⭐️ 1hour
Day 18 5-3 activation ⭐️⭐️⭐️ 0.5hour
Day 19 5-4 layers ⭐️⭐️⭐️ 1hour
Day 20 5-5 losses ⭐️⭐️⭐️ 1hour
Day 21 5-6 metrics ⭐️⭐️⭐️ 1hour
Day 22 5-7 optimizers ⭐️⭐️⭐️ 0.5hour
Day 23 5-8 callbacks ⭐️⭐️⭐️⭐️ 1hour
  Chapter 6: High-level API in TensorFlow ⭐️ 0hour
Day 24 6-1 Three Ways of Modeling ⭐️⭐️⭐️ 1hour
Day 25 6-2 Three Ways of Training ⭐️⭐️⭐️⭐️ 1hour
Day 26 6-3 Model Training Using Single GPU ⭐️⭐️ 0.5hour
Day 27 6-4 Model Training Using Multiple GPUs ⭐️⭐️ 0.5hour
Day 28 6-5 Model Training Using TPU ⭐️⭐️ 0.5hour
Day 29 6-6 Model Deploying Using tensorflow-serving ⭐️⭐️⭐️⭐️ 1hour
Day 30 6-7 Call Tensorflow Model Using spark-scala ⭐️⭐️⭐️⭐️⭐️ 2hours
  Epilogue: A Story Between a Foodie and Cuisine ⭐️ 0hour

(2) Software environment for studying

All the source codes are tested in jupyter. It is suggested to clone the repository to local machine and run them in jupyter for an interactive learning experience.

The authors would suggest to install jupytext that converts markdown files into ipynb, so the readers would be able to open markdown files in jupyter directly.

#For the readers in mainland China, using gitee will allow cloning with a faster speed
#!git clone https://gitee.com/Python_Ai_Road/eat_tensorflow2_in_30_days

#It is suggested to install jupytext that converts and run markdown files as ipynb.
#!pip install -i https://pypi.tuna.tsinghua.edu.cn/simple -U jupytext

#It is also suggested to install the latest version of TensorFlow to test the demonstrating code in this book
#!pip install -i https://pypi.tuna.tsinghua.edu.cn/simple  -U tensorflow
import tensorflow as tf

#Note: all the codes are tested under TensorFlow 2.1
tf.print("tensorflow version:",tf.__version__)

a = tf.constant("hello")
b = tf.constant("tensorflow2")
c = tf.strings.join([a,b]," ")
tf.print(c)
tensorflow version: 2.1.0
hello tensorflow2

6. Contact and support the author ??

If you find this book helpful and want to support the author, please give a star ⭐️ to this repository and don't forget to share it to your friends ?

Please leave comments in the WeChat official account "Python与算法之美" (Elegance of Python and Algorithms) if you want to communicate with the author about the content. The author will try best to reply given the limited time available.

image.png

30天吃掉那只 TensorFlow2

? gitbook电子书地址: https://lyhue1991.github.io/eat_tensorflow2_in_30_days

? github项目地址:https://github.com/lyhue1991/eat_tensorflow2_in_30_days

? kesci专栏地址:https://www.kesci.com/home/column/5d8ef3c3037db3002d3aa3a0

一,TensorFlow2 ? or Pytorch?

先说结论:

如果是工程师,应该优先选TensorFlow2.

如果是学生或者研究人员,应该优先选择Pytorch.

如果时间足够,最好TensorFlow2和Pytorch都要学习掌握。

理由如下:

二,Keras? and tf.keras ?

先说结论:

Keras库在2.3.0版本后将不再更新,用户应该使用tf.keras。

Keras可以看成是一种深度学习框架的高阶接口规范,它帮助用户以更简洁的形式定义和训练深度学习网络。

使用pip安装的Keras库同时在tensorflow,theano,CNTK等后端基础上进行了这种高阶接口规范的实现。

而tf.keras是在TensorFlow中以TensorFlow低阶API为基础实现的这种高阶接口,它是Tensorflow的一个子模块。

tf.keras绝大部分功能和兼容多种后端的Keras库用法完全一样,但并非全部,它和TensorFlow之间的结合更为紧密。

随着谷歌对Keras的收购,Keras库2.3.0版本后也将不再进行更新,用户应当使用tf.keras而不是使用pip安装的Keras.

三,本书?面向读者 ?

本书假定读者有一定的机器学习和深度学习基础,使用过Keras或者Tensorflow1.0或者Pytorch搭建训练过模型。

对于没有任何机器学习和深度学习基础的同学,建议在学习本书时同步参考学习《Python深度学习》一书。

《Python深度学习》这本书是Keras之父Francois Chollet所著,该书假定读者无任何机器学习知识,以Keras为工具,

使用丰富的范例示范深度学习的最佳实践,该书通俗易懂,全书没有一个数学公式,注重培养读者的深度学习直觉。

四,本书写作风格 ?

本书是一本对人类用户极其友善的TensorFlow2.0入门工具书,不刻意恶心读者是本书的底限要求,Don't let me think是本书的最高追求。

本书主要是在参考TensorFlow官方文档和函数doc文档基础上整理写成的。

但本书在篇章结构和范例选取上做了大量的优化。

不同于官方文档混乱的篇章结构,既有教程又有指南,缺少整体的编排逻辑。

本书按照内容难易程度、读者检索习惯和TensorFlow自身的层次结构设计内容,循序渐进,层次清晰,方便按照功能查找相应范例。

不同于官方文档冗长的范例代码,本书在范例设计上尽可能简约化和结构化,增强范例易读性和通用性,大部分代码片段在实践中可即取即用。

如果说通过学习TensorFlow官方文档掌握TensorFlow2.0的难度大概是9的话,那么通过学习本书掌握TensorFlow2.0的难度应该大概是3.

谨以下图对比一下TensorFlow官方教程与本教程的差异。

五,本书学习方案 ⏰

1,学习计划

本书是作者利用工作之余和疫情放假期间大概2个月写成的,大部分读者应该在30天可以完全学会。

预计每天花费的学习时间在30分钟到2个小时之间。

当然,本书也非常适合作为TensorFlow的工具手册在工程落地时作为范例库参考。

点击学习内容蓝色标题即可进入该章节。

日期 学习内容 内容难度 预计学习时间 更新状态
  一、TensorFlow的建模流程 ⭐️ 0hour
day1 1-1,结构化数据建模流程范例 ⭐️⭐️⭐️ 1hour
day2 1-2,图片数据建模流程范例 ⭐️⭐️⭐️⭐️ 2hour
day3 1-3,文本数据建模流程范例 ⭐️⭐️⭐️⭐️⭐️ 2hour
day4 1-4,时间序列数据建模流程范例 ⭐️⭐️⭐️⭐️⭐️ 2hour
  二、TensorFlow的核心概念 ⭐️ 0hour
day5 2-1,张量数据结构 ⭐️⭐️⭐️⭐️ 1hour
day6 2-2,三种计算图 ⭐️⭐️⭐️⭐️⭐️ 2hour
day7 2-3,自动微分机制 ⭐️⭐️⭐️ 1hour
  三、TensorFlow的层次结构 ⭐️ 0hour
day8 3-1,低阶API示范 ⭐️⭐️⭐️⭐️ 1hour
day9 3-2,中阶API示范 ⭐️⭐️⭐️ 1hour
day10 3-3,高阶API示范 ⭐️⭐️⭐️ 1hour
  四、TensorFlow的低阶API ⭐️ 0hour
day11 4-1,张量的结构操作 ⭐️⭐️⭐️⭐️⭐️ 2hour
day12 4-2,张量的数学运算 ⭐️⭐️⭐️⭐️ 1hour
day13 4-3,AutoGraph的使用规范 ⭐️⭐️⭐️ 0.5hour
day14 4-4,AutoGraph的机制原理 ⭐️⭐️⭐️⭐️⭐️ 2hour
day15 4-5,AutoGraph和tf.Module ⭐️⭐️⭐️⭐️ 1hour
  五、TensorFlow的中阶API ⭐️ 0hour
day16 5-1,数据管道Dataset ⭐️⭐️⭐️⭐️⭐️ 2hour
day17 5-2,特征列feature_column ⭐️⭐️⭐️⭐️ 1hour
day18 5-3,激活函数activation ⭐️⭐️⭐️ 0.5hour
day19 5-4,模型层layers ⭐️⭐️⭐️ 1hour
day20 5-5,损失函数losses ⭐️⭐️⭐️ 1hour
day21 5-6,评估指标metrics ⭐️⭐️⭐️ 1hour
day22 5-7,优化器optimizers ⭐️⭐️⭐️ 0.5hour
day23 5-8,回调函数callbacks ⭐️⭐️⭐️⭐️ 1hour
  六、TensorFlow的高阶API ⭐️ 0hour
day24 6-1,构建模型的3种方法 ⭐️⭐️⭐️ 1hour
day25 6-2,训练模型的3种方法 ⭐️⭐️⭐️⭐️ 1hour
day26 6-3,使用单GPU训练模型 ⭐️⭐️ 0.5hour
day27 6-4,使用多GPU训练模型 ⭐️⭐️ 0.5hour
day28 6-5,使用TPU训练模型 ⭐️⭐️ 0.5hour
day29 6-6,使用tensorflow-serving部署模型 ⭐️⭐️⭐️⭐️ 1hour
day30 6-7,使用spark-scala调用tensorflow模型 ⭐️⭐️⭐️⭐️⭐️ 2hour
  后记:一个吃货和一道菜的故事 ⭐️ 0hour

2,学习环境

本书全部源码在jupyter中编写测试通过,建议通过git克隆到本地,并在jupyter中交互式运行学习。

为了直接能够在jupyter中打开markdown文件,建议安装jupytext,将markdown转换成ipynb文件。

此外,本项目也与和鲸社区达成了合作,可以在和鲸专栏fork本项目,并直接在云笔记本上运行代码,避免环境配置痛苦。

?和鲸专栏地址:https://www.kesci.com/home/column/5d8ef3c3037db3002d3aa3a0

#克隆本书源码到本地,使用码云镜像仓库国内下载速度更快
#!git clone https://gitee.com/Python_Ai_Road/eat_tensorflow2_in_30_days

#建议在jupyter notebook 上安装jupytext,以便能够将本书各章节markdown文件视作ipynb文件运行
#!pip install -i https://pypi.tuna.tsinghua.edu.cn/simple -U jupytext

#建议在jupyter notebook 上安装最新版本tensorflow 测试本书中的代码
#!pip install -i https://pypi.tuna.tsinghua.edu.cn/simple  -U tensorflow
import tensorflow as tf

#注:本书全部代码在tensorflow 2.1版本测试通过
tf.print("tensorflow version:",tf.__version__)

a = tf.constant("hello")
b = tf.constant("tensorflow2")
c = tf.strings.join([a,b]," ")
tf.print(c)
tensorflow version: 2.1.0
hello tensorflow2

六,鼓励和联系作者 ??

如果本书对你有所帮助,想鼓励一下作者,记得给本项目加一颗星星star⭐️,并分享给你的朋友们喔?!

如果对本书内容理解上有需要进一步和作者交流的地方,欢迎在公众号"Python与算法之美"下留言。作者时间和精力有限,会酌情予以回复。

也可以在公众号后台回复关键字:加群,加入读者交流群和大家讨论。

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