Guannan Liang's repositories
Adabelief-Optimizer
Repository for NeurIPS 2020 Spotlight "AdaBelief Optimizer: Adapting stepsizes by the belief in observed gradients"
applied-ml
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
awesome-awesome-machine-learning
A curated list of awesome lists across all machine learning topics. | 机器学习/深度学习/人工智能一切主题 (学习范式/任务/应用/模型/道德/交叉学科/数据集/框架/教程) 的资源列表汇总。
Awesome-System-for-Machine-Learning
A curated list of research in machine learning systems (MLSys). Paper notes are also provided.
bypass-paywalls-chrome
Bypass Paywalls web browser extension for Chrome and Firefox.
cracking-the-data-science-interview
A Collection of Cheatsheets, Books, Questions, and Portfolio For DS/ML Interview Prep
DeepLearning
深度学习入门教程, 优秀文章, Deep Learning Tutorial
leetcode-1
LeetCode Solutions: A Record of My Problem Solving Journey.( leetcode题解，记录自己的leetcode解题之路。)
LeetCode-4
This repository contains the solutions and explanations to the algorithm problems on LeetCode. Only medium or above are included. All are written in C++/Python and implemented by myself. The problems attempted multiple times are labelled with hyperlinks.
LeetCode-Go
✅ Solutions to LeetCode by Go, 100% test coverage, runtime beats 100% / LeetCode 题解
list_of_recommender_systems
A List of Recommender Systems and Resources
machine-learning-systems-design
A booklet on machine learning systems design with exercises
Machine_Learning_Code_Implementation
Mathematical derivation and pure Python code implementation of machine learning algorithms.
ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
ml-interviews-book
https://huyenchip.com/ml-interviews-book/
ml-surveys
📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.
ml-visuals
🎨 ML Visuals contains figures and templates which you can reuse and customize to improve your scientific writing.
NLPer-Interview
该仓库主要记录 NLP 算法工程师相关的面试题
Recommend-System-tf2.0
原理解析及代码实战，推荐算法也可以很简单 🔥 想要系统的学习推荐算法的小伙伴，欢迎 Star 或者 Fork 到自己仓库进行学习🚀 有任何疑问欢迎提 Issues，也可加文末的联系方式向我询问！
Recommender-Systems
This repository contains several state-of-the-art models of recommender system created using the PyTorch framework.
RES-Interview-Notes
本项目是作者们根据个人面试和经验总结出的推荐系统(RES) 面试准备的学习笔记与资料，该资料目前包含 推荐各领域的 面试题积累。
system-design-interview
System design interview for IT companies
system-design-primer
Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.
TeachYourselfCS-CN
TeachYourselfCS 的中文翻译 | A Chinese translation of TeachYourselfCS
tech-interview-handbook
💯 Curated interview preparation materials for busy engineers
w20
Website for UCSB CS64, Z. Matni, Winter 2020