machinelearning
(32)Access, serving, integrity, convenience, autopilot; use what you need.
21 Feb 2021  ·  18 min  ·  teardown machinelearning engineering productivity
Design and architecture, tech stack, methodology, results, and lessons learned.
07 Feb 2021  ·  5 min  ·  machinelearning production
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
Data cleaning, transfer learning, overfitting, ensembling, and more.
22 Nov 2020  ·  10 min  ·  machinelearning career life
A personal take on their deliverables and skills, and what it means for the industry and your team.
08 Nov 2020  ·  10 min  ·  datascience machinelearning career
Setbacks she faced, overcoming them, and how writing changed her life.
01 Nov 2020  ·  10 min  ·  informalmentors career machinelearning writing
Step-by-step walkthrough on the environment, compilers, and installation for ScaNN.
14 Oct 2020  ·  2 min  ·  python machinelearning til
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
Checking for correct implementation, expected learned behaviour, and satisfactory performance.
06 Sep 2020  ·  13 min  ·  machinelearning engineering python
Examining the broad strokes of NLP progress and comparing between models
16 Aug 2020  ·  21 min  ·  machinelearning deeplearning nlp survey
Why (and why not) be more end-to-end, how to, and Stitch Fix and Netflix's experience
09 Aug 2020  ·  15 min  ·  datascience machinelearning productivity career
Part II of the previous write-up, this time on applications and frameworks of Spark in production
05 Jul 2020  ·  14 min  ·  machinelearning deeplearning spark production survey
Sharing my notes & practical knowledge from the conference for people who don't have the time.
28 Jun 2020  ·  10 min  ·  machinelearning deeplearning spark survey
Can maintaining machine learning in production be easier? I go through some practical tips.
25 May 2020  ·  15 min  ·  machinelearning engineering production
I thought deploying machine learning was hard. Then I had to maintain multiple systems in prod.
18 May 2020  ·  13 min  ·  machinelearning engineering production
What I learned about measuring diversity, novelty, surprise, and serendipity from 10+ papers.
26 Apr 2020  ·  10 min  ·  recsys machinelearning survey
Comparing baselines (matrix factorization) against novel approaches using graphs & NLP.
14 Jan 2020  ·  2 min  ·  recsys machinelearning python
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 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
In-depth sharing on how to put machine learning systems into production.
09 Oct 2019  ·  3 min  ·  machinelearning python production
OMSCS CS7646 (Machine Learning for Trading) - Don't sell your house to trade algorithmically.
11 May 2019  ·  8 min  ·  omscs learning machinelearning
How we built an ML system to predict hospitalization costs at admission; sharing at DATAx Conference.
06 Mar 2019  ·  4 min  ·  production machinelearning
OMSCS CS6601 (Artificial Intelligence) - First, start with the simplest solution, and then add intelligence.
20 Dec 2018  ·  7 min  ·  omscs learning machinelearning python
OMSCS CS7642 (Reinforcement Learning) - Landing rockets (fun!) via deep Q-Learning (and its variants).
30 Jul 2018  ·  6 min  ·  omscs learning machinelearning python
OMSCS CS7641 (Machine Learning) - Revisiting the fundamentals and learning new techniques.
27 Dec 2017  ·  4 min  ·  omscs learning machinelearning python
OMSCS CS6476 Computer Vision - Performing computer vision tasks with ONLY numpy.
15 May 2017  ·  5 min  ·  omscs learning machinelearning python
Or how to put machine learning models into production.
13 Feb 2017  ·  7 min  ·  machinelearning production python
A web app to find similar products based on image.
14 Jan 2017  ·  4 min  ·  machinelearning deeplearning python production
Cleaning up text and messing with ascii (urgh!)
11 Dec 2016  ·  7 min  ·  datascience machinelearning python
How Lazada ranks products to improve customer experience and conversion at Strata 2016.
09 Dec 2016  ·  1 min  ·  machinelearning lazada production
A simple web app to classify fashion images into Amazon categories.
27 Nov 2016  ·  2 min  ·  machinelearning deeplearning python production
Sharing about my first data science competition at DataScience SG.
20 Jun 2015  ·  1 min  ·  machinelearning