if interested in pattern mining, feel free to download our journal article on sequential pattern mining from this freely accessible link (within Dec 18, 2021):
After 2.5 years of rigorous journey, we (with Hasibul Haque Moon) h…lnkd.in/gnf2HBqN lnkd.in/gfDcR-id
[#IJCNN2021 Paper] Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network by researchers from @iubedu @forkkr @Saif_M_Dhrubo #paperswithvideo #deeplearning #neuralnetwork #graph
bit.ly/3oQnuIP
Kashob Roy retweeted
As @NeurIPSConf #NeurIPS2021 deadline approaches, I've consolidated some technical writing tips.
Succinct answers to each of the questions,
Voila, you have a crisp Introduction!
Expand on prior work, intuition/tech details, & expts for the rest ensuring the why is always clear
Accepted at IJCNN 2021 (3/3)
With @AmitRoy778, @aminahsanali
Node Embedding using Mutual Information and Self-Supervision based Bi-level Aggregation
deepai.org/publication/node-…
by Kashob Kumar Roy et al. including @AmitRoy7781
#Estimator #Statistics
Accepted at IJCNN 2021 (2/3).
With @AmitRoy7781, @aminahsanali
Structure-Aware Hierarchical Graph Pooling using Information Bottleneck
deepai.org/publication/struc…
by Kashob Kumar Roy et al. including @AmitRoy7781
#NeuralNetwork #ComputerScience
Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network
deepai.org/publication/unifi…
by @AmitRoy7781 et al.
#NeuralNetwork #RecurrentNeuralNetwork
Kashob Roy retweeted
SST-GNN: Simplified Spatio-temporal Traffic forecasting model using Graph Neural Network
deepai.org/publication/sst-g…
by @AmitRoy7781 et al.
#RecurrentNeuralNetwork #NeuralNetwork
Kashob Roy retweeted
The recording of my talk on Theoretical Foundations of Graph Neural Networks is now live (+slides in desc.)! 🕸️
Join me as I derive GNNs from first principles, motivate their use in the sciences, and explain how they emerged along several research lines.
youtube.com/watch?v=uF53xsT7…
In summer 2020, I started writing a blog on #GraphML in @TDataScience
towardsdatascience.com/graph…
It was a new and rewarding experience, from which I learned a lot. I was surprised that such a technical topic would attract >200K views and >6K claps in less than half a year.
Kashob Roy retweeted
📘 The draft 2021 edition of Kevin Murphy's comprehensive machine learning book is out now.
Along with a shiny new graph embeddings section (V.23) wonderfully curated by @phanein! Should be a wonderful read :)
probml.github.io/pml-book/bo…
Kashob Roy retweeted
997-page book "Dive into #DeepLearning" teaches the ideas, #mathematics, and #coding that power it.
Learn more: bit.ly/3nbWf9c
★★★★FREE Download: d2l.ai/d2l-en.pdf
#BigData #DataScience #AI #MachineLearning #Algorithms #NeuralNetworks #DataScientists #Python
A good blog post to read.
New blog post: "Reflections on my (Machine Learning) PhD Journey" maithraraghu.com/blog/2020/R…
2020 has marked the end of my six year PhD journey, filled with struggles, success and evolution of personal & research perspectives. In the post I share experiences and lessons learned ⬇️
To me it’s a terrible year, except for January because of having done with undergrad & had a Rag Tour. Apart from that, Nothing good happened at all. Finally it’s over. Looking forward to having great years ahead. “Leave all negatives behind, take with all positives onwards.”
Kashob Roy retweeted
Hey Old/New Followers👋
This tweet is a thread of every important/useful Threads I have ever tweeted🧵
I guess I have a useful thread for everyone (Specially programmers)
Check it out and share with others if you feel like it is useful.
🧵👇
Your start never determines how you're going to finish!
This Post is from a suspended account. Learn more
Most glorious day, the day to be proud of as Bangladeshi, Today 50th #VictoryDay of #Bangladesh. May all our heroes rest in peace in heaven. 🙏🥰
















