🔖 Tag:
machinelearning
(32)Feature Stores - A Hierarchy of Needs
Access, serving, integrity, convenience, autopilot; use what you need.
21 Feb 2021 · 18 min · teardown machinelearning engineering productivity
DataTalksClub - Building an ML System; Behind the Scenes
Design and architecture, tech stack, methodology, results, and lessons learned.
07 Feb 2021 · 5 min · machinelearning production
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
What Machine Learning Can Teach Us About Life: 7 Lessons
Data cleaning, transfer learning, overfitting, ensembling, and more.
22 Nov 2020 · 10 min · machinelearning career life
Applied / Research Scientist, ML Engineer: What’s the Difference?
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
Chip Huyen on Her Career, Writing, and Machine Learning
Setbacks she faced, overcoming them, and how writing changed her life.
01 Nov 2020 · 10 min · informalmentors career machinelearning writing
How to Install Google Scalable Nearest Neighbors (ScaNN) on Mac
Step-by-step walkthrough on the environment, compilers, and installation for ScaNN.
14 Oct 2020 · 2 min · python machinelearning til
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
How to Test Machine Learning Code and Systems
Checking for correct implementation, expected learned behaviour, and satisfactory performance.
06 Sep 2020 · 13 min · machinelearning engineering python
NLP for Supervised Learning - A Brief Survey
Examining the broad strokes of NLP progress and comparing between models
16 Aug 2020 · 21 min · machinelearning deeplearning nlp survey
Unpopular Opinion - Data Scientists Should Be More End-to-End
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
My Notes From Spark+AI Summit 2020 (Application-Specific Talks)
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
My Notes From Spark+AI Summit 2020 (Application-Agnostic Talks)
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
A Practical Guide to Maintaining Machine Learning in Production
Can maintaining machine learning in production be easier? I go through some practical tips.
25 May 2020 · 15 min · machinelearning engineering production
6 Little-Known Challenges After Deploying Machine Learning
I thought deploying machine learning was hard. Then I had to maintain multiple systems in prod.
18 May 2020 · 13 min · machinelearning engineering production
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
DataScience SG x ODSC Meetup - Applying ML to Healthcare
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) Review and Tips
OMSCS CS7646 (Machine Learning for Trading) - Don't sell your house to trade algorithmically.
11 May 2019 · 8 min · omscs learning machinelearning
DATAx - A Production ML system for SEA's Biggest Hospital Group
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) Review and Tips
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) Review and Tips
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) Review and Tips
OMSCS CS7641 (Machine Learning) - Revisiting the fundamentals and learning new techniques.
27 Dec 2017 · 4 min · omscs learning machinelearning python
OMSCS CS6476 (Computer Vision) Review and Tips
OMSCS CS6476 Computer Vision - Performing computer vision tasks with ONLY numpy.
15 May 2017 · 5 min · omscs learning machinelearning python
Product Categorization API Part 3: Creating an API
Or how to put machine learning models into production.
13 Feb 2017 · 7 min · machinelearning production python
Image search is now live!
A web app to find similar products based on image.
14 Jan 2017 · 4 min · machinelearning deeplearning python production
Product Classification API Part 2: Data Preparation
Cleaning up text and messing with ascii (urgh!)
11 Dec 2016 · 7 min · datascience machinelearning python
Strata x Hadoop 2016 - How Lazada Ranks Products
How Lazada ranks products to improve customer experience and conversion at Strata 2016.
09 Dec 2016 · 1 min · machinelearning lazada production
Image classification API is now live!
A simple web app to classify fashion images into Amazon categories.
27 Nov 2016 · 2 min · machinelearning deeplearning python production
DataScience SG Meetup - How we got top 3% in Kaggle
Sharing about my first data science competition at DataScience SG.
20 Jun 2015 · 1 min · machinelearning