🔖 Tag:

recsys

(6)

Real-time Machine Learning For Recommendations

Why real-time? How have China & US companies built them? How to design & build an MVP?

10 Jan 2021  ·  19 min  ·  teardown machinelearning recsys production

RecSys 2020 - Takeaways and Notable Papers

Emphasis on bias, more sequential models & bandits, robust offline evaluation, and recsys in the wild.

27 Sep 2020  ·  15 min  ·  machinelearning deeplearning recsys production survey

Serendipity: Accuracy’s Unpopular Best Friend in Recommenders

What I learned about measuring diversity, novelty, surprise, and serendipity from 10+ papers.

26 Apr 2020  ·  10 min  ·  recsys machinelearning survey

DataScience SG Meetup - RecSys, Beyond the Baseline

Comparing baselines (matrix factorization) against novel approaches using graphs & NLP.

14 Jan 2020  ·  2 min  ·  recsys machinelearning python

Beating the Baseline Recommender with Graph & NLP in Pytorch

Beating the baseline using Graph & NLP techniques on PyTorch, AUC improvement of ~21% (Part 2 of 2).

13 Jan 2020  ·  15 min  ·  recsys machinelearning python learning nlp

Building a Strong Baseline Recommender in PyTorch, on a Laptop

Building a baseline recsys based on data scraped off Amazon. Warning - Lots of charts! (Part 1 of 2).

06 Jan 2020  ·  11 min  ·  recsys machinelearning python learning