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academia

Sep 2022Ego, Identity, and Rationalization
Feb 2019Hedging Academia and Liberalizing Physics PhD Programs
Oct 2015Yet Another PhD to Data Science Post (Part III)
Sep 2015Yet Another PhD to Data Science Post (Part II)
Sep 2015Yet Another PhD to Data Science Post (Part I)

bayesian

Apr 2022Bayesian Rock Climbing Rankings

computer-vision

Nov 2021Alignimation: Differentiable, Semantic Image Registration with Kornia
Aug 2020Optimal Peanut Butter and Banana Sandwiches
Dec 2016Using Keras' Pretrained Neural Networks for Visual Similarity Recommendations

data-science

Nov 2024Why can't we separate YAML from ML?
Oct 2024Portable Quarto Reports
Feb 2022Everything Gets a Package: My Python Data Science Setup

data-science-industry

Jan 2024Big Company Bachelor's
Jan 2023Data scientists work alone and that's bad
Sep 2022Ego, Identity, and Rationalization
Feb 2021Feature Stores for Self-Service Machine Learning
Jan 2020Starting Up and Shutting Down, Quickly
Jan 2020Doing Freelance Data Science Consulting in 2019
Jul 2019Production Machine Learning Survey Results
Feb 2019Hedging Academia and Liberalizing Physics PhD Programs
Oct 2015Yet Another PhD to Data Science Post (Part III)
Sep 2015Yet Another PhD to Data Science Post (Part II)
Sep 2015Yet Another PhD to Data Science Post (Part I)

deep-learning

Apr 2023Do you actually need a vector database?
Nov 2021Alignimation: Differentiable, Semantic Image Registration with Kornia
Aug 2020Optimal Peanut Butter and Banana Sandwiches
Feb 2019Time Series for scikit-learn People (Part III): Horizon Optimization
Dec 2018spacecutter: Ordinal Regression Models in PyTorch
Jun 2017Matrix Factorization in PyTorch
Mar 2017From Analytical to Numerical to Universal Solutions
Dec 2016Using Keras' Pretrained Neural Networks for Visual Similarity Recommendations

festival-chatter

Nov 2014Festival Chatter (Part 4) - Some Simple Sentiment Analysis
Oct 2014Festival Chatter (Part 3) - Bonnaroo Analysis in the Fourth Dimension
Sep 2014Festival Chatter (Part 2) - Evaluating Band Popularity from Bonnaroo Tweets
Aug 2014Festival Chatter (Part 1) - Collecting Bonnaroo Tweets from the Streaming Twitter API

llm

Apr 2023Do you actually need a vector database?

machine-learning

Nov 2021Alignimation: Differentiable, Semantic Image Registration with Kornia
Aug 2020Optimal Peanut Butter and Banana Sandwiches
Feb 2019Time Series for scikit-learn People (Part III): Horizon Optimization
Dec 2018spacecutter: Ordinal Regression Models in PyTorch
Mar 2018Time Series for scikit-learn People (Part II): Autoregressive Forecasting Pipelines
Jan 2018Time Series for scikit-learn People (Part I): Where's the X Matrix?
Aug 2016Towards optimal personalization: synthesisizing machine learning and operations research

machine-learning-engineering

Nov 2024Why can't we separate YAML from ML?
Jul 2022ML Monitoring with Materialize
May 2022Let's Continue Bundling into the Database
Jan 2022Autoretraining is Easy if You Skip the Hard Parts
Jul 2021A Serverless Event Collector
Jan 2020Starting Up and Shutting Down, Quickly
Jul 2019Production Machine Learning Survey Results

ml-monitoring

Jul 2022ML Monitoring with Materialize
May 2022Let's Continue Bundling into the Database
Jan 2020Starting Up and Shutting Down, Quickly

mlops

Apr 2023Do you actually need a vector database?
Jul 2022ML Monitoring with Materialize
May 2022Let's Continue Bundling into the Database
Jan 2022Autoretraining is Easy if You Skip the Hard Parts
Feb 2021Feature Stores for Self-Service Machine Learning
Jan 2020Starting Up and Shutting Down, Quickly

navel-gazing

Jan 2024Big Company Bachelor's
Sep 2022Ego, Identity, and Rationalization

operations-research

Aug 2018Quick and Dirty Serverless Integer Programming
Aug 2016Towards optimal personalization: synthesisizing machine learning and operations research
Jul 2016I'm all about ML, but let's talk about OR

recommendation-systems

Jun 2017Matrix Factorization in PyTorch
Feb 2017Rec-a-Sketch: a Flask App for Interactive Sketchfab Recommendations
Dec 2016Using Keras' Pretrained Neural Networks for Visual Similarity Recommendations
Nov 2016Learning to Rank Sketchfab Models with LightFM
Oct 2016Intro to Implicit Matrix Factorization: Classic ALS with Sketchfab Models
Oct 2016Likes Out! Guerilla Dataset!
Jan 2016Explicit Matrix Factorization: ALS, SGD, and All That Jazz
Nov 2015Intro to Recommender Systems: Collaborative Filtering

sandwiches

Sep 2021Sandwich Data Science 2: Electric Boogaloo
Aug 2020Optimal Peanut Butter and Banana Sandwiches

serverless

Jul 2021A Serverless Event Collector
Aug 2018Quick and Dirty Serverless Integer Programming

time-series

Feb 2019Time Series for scikit-learn People (Part III): Horizon Optimization
Mar 2018Time Series for scikit-learn People (Part II): Autoregressive Forecasting Pipelines
Jan 2018Time Series for scikit-learn People (Part I): Where's the X Matrix?

web-development

Aug 2018Quick and Dirty Serverless Integer Programming
Feb 2017Rec-a-Sketch: a Flask App for Interactive Sketchfab Recommendations
Aug 2014Setting up a website and separate blog repository hosted on GitHub

web-scraping

Oct 2016Likes Out! Guerilla Dataset!
Sep 2014Festival Chatter (Part 2) - Evaluating Band Popularity from Bonnaroo Tweets