(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

(Day 156) Final XCS224W - ML with Graphs homework

June 5, 2024

Hello :) Today is Day 156!

A quick summary of today:

finished and submitted the last assignment of the Stanford XCS224W: ML with graphs course
read a few more papers about spatial-temporal graph neural networks

(Day 155) Reading more about 'historic' (used as baseline) models for spatio-temporal predictions using graphs

June 4, 2024

Hello :) Today is Day 155!

A quick summary of today’s papers:

Real-time Prediction of Taxi Demand Using Recurrent Neural Networks
Graph WaveNet for Deep Spatial-Temporal Graph Modeling
GMAN: A Graph Multi-Attention Network for Traffic Prediction
DNN-Based Prediction Model for Spatio-Temporal Data

(Day 154) Diving deeper into Graph Neural Networks used in taxi demand prediction

June 3, 2024

Hello :) Today is Day 154!

A quick summary of today:

STGCN - Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting
CACRNN - Predicting taxi demands via an attention-based convolutional recurrent neural network

(Day 153) First steps into orchestration and ML pipelines (module 3 from MLOps zoomcamp)

June 2, 2024

Hello :) Today is Day 153!

A quick summary of today:

started Module 3: Orchestration and ML pipelines from the MLOps zoomcamp

(Day 152) SVR & STTCM - Two architectures for taxi demand prediction

June 1, 2024

Hello :) Today is Day 152!

A quick summary of today (papers read):

Optimization of spatial-temporal graph: A taxi demand forecasting model based on spatial-temporal tree
Predicting Taxi-Out Time at Congested Airports with Optimization-Based Support Vector Regression Methods

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