James H Wade
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All (8)
Azure (1)
ChatGPT (1)
LLM (1)
NLP (1)
OpenAI (1)
R (5)
RDBMS (1)
TidyTuesday (1)
Web Scraping (1)
cloud (1)
data management (1)
database (1)
deep learning (1)
deployment (2)
dm (1)
learning (2)
machine learning (1)
mlops (2)
modeling (2)
pins (2)
torch (1)
tune (1)
vetiver (2)

 

WebR in Quarto HTML Documents

This is a webr-enabled code cell in a Quarto HTML document.

Teaching ChatGPT What It Doesn’t Know

ChatGPT
LLM
NLP
Web Scraping
R
OpenAI

Using a retriever (or vector database) to provide missing context to ChatGPT, similar to ChatGPT Retrieval plugin

Mar 25, 2023
James H Wade

Exploring {dm} Alone

database
RDBMS
data management
R
dm
TidyTuesday

Using data from Alone to test drive the {dm} package as part of week 4 of TidyTuesday

Jan 25, 2023
James H Wade

During the MLOps cycle, we collect data, understand and clean the data, train and evaluate a model, deploy the model, and monitor the deployed model. Monitoring can then lead back to collecting more data. There are many great tools available to understand clean data (like pandas and the tidyverse) and to build models (like tidymodels and scikit-learn). Use the vetiver framework to deploy and monitor your models.

MLOps: Moving from Posit Connect to Azure

mlops
vetiver
pins
deployment
R
cloud
Azure

Combining Posit’s open source tools and Azure for a cloudy MLOps deployment

Jan 22, 2023
James H Wade

Bayesian Optimizaiton with Tidymodels

machine learning
modeling
tune
deep learning
torch
R

Model tuning or torch models with Bayesian optimization using tune, workflows, brulee, and other friends from tidymodels

Jan 1, 2023
James H Wade

MLOps: The Whole Game

mlops
modeling
vetiver
pins
deployment
R

An example of model building, model deployment, and model monitoring with R using palmerpenguins

Dec 27, 2022
James H Wade

How to Teach Tech

Lessons on teaching and designing curriculum from Greg Wilson
learning
Much of my inspiration for this project come from Greg Wilson, founder of the Carpentries. These notes are based on…
Feb 1, 2022
James H Wade

Notes on learning

learning
I have an idea for lowering the barrier to learn new R packages. I have built a few private packages, but nothing of mine fits the bill…
Jan 30, 2022
James H Wade
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© Copyright 2023 James Wade. Unless otherwise noted, all text and images licensed with CC-BY-SA 4.0 and code with MIT License unless otherwise noted.