DataScienceAI Models List

本文包含了一些基于人工智能、机器学习、深度学习等技术，实现的有趣的模型、应用、案例。

• 2019-metaflow : Build and manage real-life data science projects with ease.

• 2022-paper2gui : Convert AI papers to GUI，Make it easy and convenient for everyone to use artificial intelligence technology。让每个人都简单方便的使用前沿人工智能技术

• 2022-Naas Templates : Ready to use data science templates, organized by tools to jumpstart your projects and data products in minutes. 😎 published by the Naas community.

自然语言

• 2021-500 + 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗟𝗶𝘀𝘁 𝘄𝗶𝘁𝗵 𝗰𝗼𝗱𝗲 : 500 AI Machine learning Deep learning Computer vision NLP Projects with code

对话系统

视觉与图像

• 2018-One Pixel Attack : Keras reimplementation of “One pixel attack for fooling deep neural networks” using differential evolution on cifar10.

• person-blocker : Automatically “block” people in images (like Black Mirror) using a pretrained neural network.

• cartoonify : Draw This is a polaroid camera that draws cartoons.

• 2017-Fully convolutional watermark removal attack : Fully convolutional deep neural network to remove transparent overlays from images.

• im2markup : A general-purpose, deep learning-based system to decompile an image into presentational markup.

• 2018-vid2vid : Pytorch implementation of our method for high-resolution (e.g. 2048x1024) photorealistic video-to-video translation.

• 2018-DeOldify : A Deep Learning based project for colorizing and restoring old images

• avatarify : Avatars for Zoom, Skype and other video-conferencing apps.

• first-order-model : This repository contains the source code for the paper First Order Motion Model for Image Animation

• 2019-DeepFaceLab : DeepFaceLab is the leading software for creating deepfakes.

图片处理

• CLIP: Connecting Text and Images, natural-language-image-search.

• Background Matting : The World is Your Green Screen.

• image-background-remove-tool : 🥧 A tool for removing background from photos with neural networks 🥧。

• Real-ESRGAN : Real-ESRGAN aims at developing Practical Algorithms for General Image Restoration.

• Upscayl : Free and Open Source AI Image Upscaler for Linux, MacOS and Windows built with Linux-First philosophy.

人像处理

• 2018-FastPhotoStyle : This code repository contains an implementation of our fast photorealistic style transfer algorithm.

• DeepFaceLab : DeepFaceLab is the leading software for creating deepfakes.

Generative Design & Art

• 2020-3D Generative Design : Tyler Habowski Insight AI Project | Session AI.SV.2020A. Generative Adversarial Networks and Autoencoders for 3D Shapes

• Pifuhd : High-Resolution 3D Human Digitization from A Single Image.

• ArtLine : A Deep Learning based project for creating line art portraits.

• StyleFlow : Attribute-conditioned Exploration of StyleGAN-Generated Images using Conditional Continuous Normalizing Flows

• EG3D : Efficient Geometry-aware 3D Generative Adversarial Networks.

量化交易

• 2019-TensorTrade : An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents.

RNN

• char-rnn : Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch

Others

• 2017-用深度学习对对联 : This is a project use seq2seq model to play couplets (对对联)。This project is written with Tensorflow. You can try the demo at https://ai.binwang.me/couplet.

Game | 游戏

• OpenAI Gym: OpenAI Gym is a toolkit for developing and comparing reinforcement learning algorithms. This is the gym open-source library, which gives you access to a standardized set of environments.

• Using Keras and Deep Q-Network to Play FlappyBird

Chess | 象棋

• 2018-Minigo : A minimalist Go engine modeled after AlphaGo Zero, built on MuGo.

• 2018-How to build your own AlphaZero AI using Python and Keras: Teach a machine to learn Connect4 strategy through self-play and deep learning.

Development | 开发辅助

• pix2code : pix2code: Generating Code from a Graphical User Interface Screenshot.

• SketchCode : Keras model to generate HTML code from hand-drawn website mockups. Implements an image captioning architecture to drawn source images.

• Guess.js : Libraries and tools for enabling data-driven user-experiences on the web.

• Screenshot-to-code-in-Keras : A neural network that transforms a screenshot into a static website.

• How you can train an AI to convert your design mockups into HTML and CSS

• 2018-Doodle Master : The Doodle Master seeks to turn your UI mockups into real code. Currently this repository just serves to demonstrate a Proof Of Concept of Artificially Intelligent Design Tools.

• A simple neural network for python autocompletion: This a toy project we started to see how well a simple LSTM model can autocomplete python code.