Archive

「Where Does The Time Go」
2022

Data Analysis: 因果推断

因果推断方法介绍

Machine Learning: NLP with RNN and Attention

Char-RNN, Sentiment analysis, Bidirectional RNN, Attention

Machine Learning: RNN

RNN Introduction, LSTM, GRU, WaveNet

Machine Learning: CNN

CNN introduction and Common Architectures

Machine Learning: Training DNN

Initialization, optimization, transfer learning

Machine Learning: Artificial Neural Networks

Artificial Neural Network with Keras

Machine Learning: 知识点汇总

面试各类问题知识点整理

Machine Learning: Interview Questions

重点机器学习相关面试问题

Machine Learning: Unsupervised Learning

Introduction to unsupervised learning models

Machine Learning: Dimensionality Reduction Techniques

Introduction to dimensionality reduction and python implementation

Machine Learning: Ensemble Learning and Random Forest

A thorough introduction to Ensemble learning

Machine Learning: Decision Tree

A thorough introduction to Decision Tree

Machine Learning: Support Vector Machine

A thorough introduction to SVM

SQL For Interview (Strings)

A collection of string operations

Machine Learning: Classification Problem

A guide to classification algorithm and metrics

Machine Learning: Model Training Algorithms

A guide to different training algorithms

Machine Learning: Deal with imbalanced data

A guide to handling imbalanced data in python

Machine Learning: Types and Challenges

An overall introduction to machine learning

SQL For Interview (Common Key Points)

Study notes of Liuge's blogs

Data Analysis Methods

Study notes of Liuge's blogs

SQL For Interview (Window Functions)

Study notes of Liuge's blogs

2021

AB Testing Study Notes(1)

AB Testing Overview and Important Ethics