All Stories
NLP course Week 2 - Vectorization
Continuing with the release of some of the notebooks from my upcoming course at Harvard Extension, here is week 2, focusing on going from tokens to vectors.
In NLP Course, NLP, tutorials, Mar 31, 2020NLP course Week 1 - Tokenization
As I mentioned in a previous post, I’m going to be teaching a course at Harvard Extension this summer. I figured I’d begin posting some of the material here on the blog in case peopl...
In NLP Course, NLP, tutorials, Mar 10, 2020Terraform tutorials - Set up with GCP
Something a little different here. I’ve found that I often am setting up a lot of infrastructure to serve applications and models and usually my approach is a bit ad-hoc. I have som...
In Mar 04, 2020MIT Statistical Learning Lecture 3 Features and Kernels
All apologies for the long delay here. Lots of stuff going on including, but not limited to: A 3-week journey to China The revival of the Boston chapter of PyData Various work-rel...
In Dec 06, 2019MIT Statistical Learning Lecture 2 - Regularized Least Squares
So we’re back with more Statistical Learning. In this class, we introduce the idea of regularization and some of the statistical underpinnings there.
In Oct 04, 2019MIT Statistical Learning Lecture 1 - Overview
Recently I started attending a class at MIT on Statistical Learning Theory and Applications. The course is basically a deep dive into the statistical underpinnings of Machine Learnin...
In Sep 25, 2019Sentiment analysis with spaCy-PyTorch Transformers
Trying another new thing here: There’s a really interesting example making use of the shiny new spaCy wrapper for PyTorch transformer models that I was excited to dive into. I figure...
In Sep 18, 2019Featured
-
LLM Apps Part 5 - Even finer tuning - Quantization and LoRA
In LLM App Series, LLM, tutorials, -
LLM Apps Part 4 - Only the finest tuning
In LLM App Series, LLM, tutorials, -
LLM Apps Part 3 - RAGs to riches
In LLM App Series, LLM, tutorials, -
LLM technology for dermatology
In Dermatology, research, -
The Embiggening of NLP - Part 3 - Fine-tuning
In LLM Intro Series, LLM, tutorials, -
The Embiggening of NLP - Part 2 - LARGE Language Models
In LLM Intro Series, LLM, tutorials,