(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

(Day 151) Reading more about taxi OD matrix prediction architectures + more Scottish dataset audio included

May 31, 2024

Hello :) Today is Day 151!

A quick summary of today:

my collaborator recorder more audio and the Scottish (Glaswegian) dataset is growing
read more papers related to OD (origin-destination) matrix prediction for taxis

« 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 »