(Day 163) Reading about OD demand matrix prediction models
June 12, 2024
Hello :) Today is Day 163!
A quick summary of today:
- started concentrating more on OD demand matrix papers
- trying to recreate baseline models for OD demand matrix prediction
(Day 162) Deploying a mage.ai instance to aws
June 11, 2024
Hello :) Today is Day 162!
A quick summary of today:
- yes! I finally completed the 03-orchestration part from the MLOps zoomcamp
- downloaded the NYC taxi dataset and started learning how to turn it into a graph dataset
(Day 161) Learning about GANs' use in generating OD demand matrix
June 10, 2024
Hello :) Today is Day 161!
A quick summary of today:
- explored how Generative Adversarial Networks can be used for OD demand matrix generation
- found that the original graph attention network has limitations and read the paper for GATv2
(Day 160) Simple data engineering pipeline with Prefect, and... MLOps with mage.ai (tons of problems)
June 9, 2024
Hello :) Today is Day 160!
A quick summary of today:
- simple data engineering pipeline with prefect
- tons of trouble learning about orchestration with mage.ai
(Day 159) Learning and using prefect for MLOps orchestration
June 8, 2024
Hello :) Today is Day 159!
A quick summary of today:
- did Module 3 of the MLOps zoom camp from the 2023 cohort that uses Prefect
(Day 158) 50 minutes of audio in the Scottish dataset + exploring Mixture Density Networks in GNNs
June 7, 2024
Hello :) Today is Day 158!
A quick summary of today:
- created a better dataset preprocessing ‘pipeline’ for new audio files
- read a bit about Mixture density networks and their application