Machine Learning with Humans in the Loop — Lessons from StitchFix
In this video, you’ll meet Brad Klingenberg (VP of Data Science at StitchFix) and learn about Machine Learning with humans in the loop and the many lessons Brad and his team have learned. The lessons include: Lesson 0: Humans and machines are a winning combinationLesson 1: You have more than one feedback loopLesson 2: Human selection changes your objective functionLesson 3: Even humans need featur
This one weird trick will simplify your ETL workflow | Stitch Fix Technology – Multithreaded
The first and most important step towards developing a powerful machine learning model is acquiring good data. It doesn’t matter if you’re using a simple logistic regression or the fanciest state-of-the-art neural network to make predictions: If you don’t have rich input, your model will be garbage in, garbage out. This exposes an unfortunate truth that every hopeful, young data scientist has to c
Why Data Science Teams Need Generalists, Not Specialists
Summary. Most businesses organize for efficient productivity. They do this through specialization. Workers that are highly skilled at narrow tasks can perfect their skill and, when put in an assembly line, produce goods with high efficiency. Data science teams have been built this way, too, with highly specialized tasks assigned to individuals that work together to create new business capabiliti
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Client Time Series Model: a Multi-Target Recommender System based on Temporally-Masked Encoders | Stitch Fix Technology – Multithreaded
Deployment for Free -- A Machine Learning Platform for Stitch Fix's Data Scientists | Stitch Fix Technology – Multithreaded
Algo Hour - Product Understanding in Online Retail | Kshetrajna Raghavan, Shopify | Stitch Fix Technology – Multithreaded
Algorithm-Assisted Inventory Curation | Stitch Fix Technology – Multithreaded
Functions & DAGs: introducing Hamilton, a microframework for dataframe generation | Stitch Fix Technology – Multithreaded
Stanford-Final-Deployment for free: removing the need to write model deployment code at Stitch Fix
Understanding Latent Style | Stitch Fix Technology – Multithreaded
Stitching together spaces for query-based recommendations | Stitch Fix Technology – Multithreaded
Conformal Inference of Counterfactuals and Individual Treatment Effects | Lihua Lei | Stitch Fix Technology – Multithreaded
The Fault In Our Models | Stitch Fix Technology – Multithreaded
QuickGraph#9 The fashion Knowledge Graph. Inferencing with Ontologies in Neo4j
(PDF) Beyond Clothing Ontologies: Modeling Fashion with Subjective Influence Networks
(PDF) Extending Knowledge Graphs with Subjective Influence Networks for Personalized Fashion
A Folksonomy of styles, aka: other stylists also said and Subjective Influence Networks for enhancing the Fashion Knowledge Graph
Maintainable ETLs: Tips for Making Your Pipelines Easier to Support and Extend | Stitch Fix Technology – Multithreaded
Curiosity-Driven Data Science
Let Curiosity Drive: Fostering Innovation in Data Science