Xiaoye's Blog

Deep Learning Structures Summary

TOC TOC CNN AlexNet (2012) VGG (2014) NiN Network in Network (2013) GoogLeNet (2015) Batch Normanization (2015) ResNet (2015) DenseNet - Densely C...

Posted by Xiaoye's Blog on August 30, 2021

Policy Gradient

Deep Reinforcement Learning Course Note (Part 3)

TOC TOC Introduction From the Goal of RL to Policy Gradient Loss Function Variance Reduction Methods Reward to Go Discounting Baseline On-...

Posted by Xiaoye's Blog on April 2, 2021

Uplift Model

TOC TOC 总结 2020 - Free Lunch! Retrospective Uplift Modeling for Dynamic Promotions Recommendation within ROI Constraints Problem Previous & Current Method Previous Cu...

Posted by Xiaoye's Blog on January 5, 2021

Casual Inference Book Summary

Book Summary of Casual Inference - Why if (by Hernán MA / Robins JM)

TOC TOC Casual Inference Without Models Definition of Causal Inference Randomized Experimens Observational Studies Effect Modification Interaction Graph...

Posted by Xiaoye's Blog on October 20, 2020

Casual Inference Basic Concepts

TOC TOC Methodolegy Causal Inference ATE, CATE, and ITE Propensity Score： Estimation & Matching Ref Synthetic Data Sensi...

Posted by Xiaoye's Blog on October 5, 2020

Learner and Solver

The Way to General Intelligence ?

TOC TOC Model-free, Model-based and General Intelligence Background Open Challenges Main Contributions Reconcoiling Deep Learning with Symbolic Artificial Intel...

Posted by Xiaoye's Blog on September 3, 2020

From Machine Learning to Deep Learning

Deep Learning Explain Series (Part 1)

TOC TOC Introduction Why This Series? How Will This Series be Structured? Key Problem of ML or DL Taxonomy of ML or DL Introduction This post is part of Deep Lear...

Posted by Xiaoye's Blog on July 25, 2020

Attention Mechanisms

Deep Learning Course Note (Part 8)

TOC TOC Introduction Attention Mechanisms Types of Attention Layer Sequence-to-sequence with Attention Transformer Muti-head Attention Position-wise Fee...

Posted by Xiaoye's Blog on July 11, 2020

Graph Neural Network

TOC TOC Introduction Taxonomy of GNN Open Challenges Reference Introduction The core assumption of existing machine learning algorithms is that instances are independent of each other....

Posted by Xiaoye's Blog on July 4, 2020

Customer-life-time-value(CLTV) Prediction Review

TOC TOC Potential Applications Challenge & Potential Solution Features Feature Dimension Potential Important Features Paper Reading An Engagement-Ba...

Posted by Xiaoye's Blog on June 20, 2020

FEATURED TAGS
machine learning paper reading 学习笔记-course note Industry RecSys data structure & algorithms deep learning 公开课-MOOC Airbnb pricing Python causal inference deep reinforcement learning leetcode candidate generation item2vector position bias representation learning travel
ABOUT ME