(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

(Day 157) GNN design choices and starting an MLOps book on manning.com

June 6, 2024

Hello :) Today is Day 157!

A quick summary of today:

read about design choices for GNNs
started reading a book about MLOps on manning.com
registered for Korea summer workshop on causal inference

« Prev 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 Next »