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👋 keywords:

  • Machine Learning/ Deep Learning/ Data Science/ Statistics
  • Graphs/ Knowledge Graphs
  • Embedding/ Representation Learning
  • Bioinformatics/ Cheminformatics/ Drug Discovery -->

Mabel Q. Y's Projects

d2l-en icon d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 300 universities from 55 countries including Stanford, MIT, Harvard, and Cambridge.

data-mining icon data-mining

Lecture slides and quizzes for Leskovec, Rajaraman, and Ullman's "Mining of Massive Datasets" Stanford course

data-structures-algorithms-python icon data-structures-algorithms-python

This tutorial playlist covers data structures and algorithms in python. Every tutorial has theory behind data structure or an algorithm, BIG O Complexity analysis and exercises that you can practice on.

deep-learning-computer-vision icon deep-learning-computer-vision

My assignment solutions for Stanford’s CS231n (CNNs for Visual Recognition) and Michigan’s EECS 498-007/598-005 (Deep Learning for Computer Vision), version 2020.

deepembeding icon deepembeding

图像检索和向量搜索,similarity learning,compare deep metric and deep-hashing applying in image retrieval

dft-book icon dft-book

A book on modeling materials using VASP, ase and vasp

dog-breed-classification icon dog-breed-classification

Classification project for recognition of the dog breed based on a dog image and recommendation system for similar breeds

fastbook icon fastbook

The fastai book, published as Jupyter Notebooks

feature-selector icon feature-selector

Feature selector is a tool for dimensionality reduction of machine learning datasets

fucking-algorithm icon fucking-algorithm

刷算法全靠套路,认准 labuladong 就够了!English version supported! Crack LeetCode, not only how, but also why.

graph-embeddings-for-recommender-systems icon graph-embeddings-for-recommender-systems

In this project, we will revisit the problem central to recommender systems: predicting a user’s preference for some item they have not yet rated. Like the Spark recommender from the first project, we will use a collaborative filtering model to explore this problem. Recall that in this model, the goal is to find the sentiment of a user about a particular item Unlike the the first project that used the ALS method, however, we will perform this task using a graphbased technique called DeepWalk.

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