Probability Distributions Review & Cheatsheet (2): Discrete Distributions, Continuous Distributions, Exponential Family Distributions, Conjugate Priors.
Bangda Sun
Practice makes perfect
Probability Review (1)
Probability Quick Review & Cheatsheet (1): Probability Axiom, Set Calculation, Counting Methods, Conditional Probability, Random Variable and its Characteristics.
Statistical Inference Review
Statistical Inference Quick Review & Cheatsheet: Law of Large Number, Central Limit Theorem, Sampling Distributions, Estimation, Hypothesis Test.
Recommender Systems Overview - From A Survey
[Paper reading]: Towards the Next Generation of Recommender Systems - A Survey of the State-of-the-Art and Possible Extensions.
DeepFM - Combining FM and Neural Nets
[Paper reading]: DeepFM: A Factorization - Machine based Neural Network for CTR Prediction.
Estimating CTR for New Ads in Search Advertising
[Paper reading]: Predicting Clicks: Estimating the Click-Through Rate for New Ads.
Practical Experiences for Ad Click Prediction
[Paper reading]: Ad Click Prediction: a View from the Trenches.
A Simple Framework for Predicting CTR in Display Advertising
[Paper reading]: Simple and Scalable Response Prediction for Display Advertising.
Wide and Deep Learning for Recommender Systems
[Paper reading] Wide & Deep Learning for Recommender Systems.
FFM - More Elaborated and Refined Factorization Machines
[Paper reading]: Field-aware Factorization Machines for CTR Prediction.