Hussein Mahdi
@hussein16mahdi.bsky.social
Research Engineer & Software Architect at Era Vision 🔬💻
.NET | Java | AI/ML | Open Source | Researcher | https://hu8ma.github.io/
.NET | Java | AI/ML | Open Source | Researcher | https://hu8ma.github.io/
What we develop needs to be reviewed ☹️
I love inventing things and breaking the mold . One day, I was planning to improve image generation models, but while browsing Pinterest, I came across images of artisans (embroidery, sewing, etc.).
#life #AcademicSky #Science #SciComm #Software
I love inventing things and breaking the mold . One day, I was planning to improve image generation models, but while browsing Pinterest, I came across images of artisans (embroidery, sewing, etc.).
#life #AcademicSky #Science #SciComm #Software
December 2, 2025 at 3:15 AM
What we develop needs to be reviewed ☹️
I love inventing things and breaking the mold . One day, I was planning to improve image generation models, but while browsing Pinterest, I came across images of artisans (embroidery, sewing, etc.).
#life #AcademicSky #Science #SciComm #Software
I love inventing things and breaking the mold . One day, I was planning to improve image generation models, but while browsing Pinterest, I came across images of artisans (embroidery, sewing, etc.).
#life #AcademicSky #Science #SciComm #Software
We learned from a young age that stars can grant wishes 🌷 Whether this happens or not, our belief in it gives us the motivation to keep moving forward.
#life #AcademicSky #Science #SciComm
#life #AcademicSky #Science #SciComm
November 30, 2025 at 11:19 PM
We learned from a young age that stars can grant wishes 🌷 Whether this happens or not, our belief in it gives us the motivation to keep moving forward.
#life #AcademicSky #Science #SciComm
#life #AcademicSky #Science #SciComm
Reposted by Hussein Mahdi
when you get data set have a significant imbalance in sample(images , recoreds, ....etc)distribution across categories, I advise him to review these two research papers; they contain a gold of information to solve this problem in AI/ML
#AI #AcademicResearch #Science #AcademicSky
#AI #AcademicResearch #Science #AcademicSky
November 29, 2025 at 6:08 PM
when you get data set have a significant imbalance in sample(images , recoreds, ....etc)distribution across categories, I advise him to review these two research papers; they contain a gold of information to solve this problem in AI/ML
#AI #AcademicResearch #Science #AcademicSky
#AI #AcademicResearch #Science #AcademicSky
when you get data set have a significant imbalance in sample(images , recoreds, ....etc)distribution across categories, I advise him to review these two research papers; they contain a gold of information to solve this problem in AI/ML
#AI #AcademicResearch #Science #AcademicSky
#AI #AcademicResearch #Science #AcademicSky
November 29, 2025 at 6:08 PM
when you get data set have a significant imbalance in sample(images , recoreds, ....etc)distribution across categories, I advise him to review these two research papers; they contain a gold of information to solve this problem in AI/ML
#AI #AcademicResearch #Science #AcademicSky
#AI #AcademicResearch #Science #AcademicSky
One of the problems with AI is that it works despite errors. My experience with it today proved to me that the results of models in many studies are nothing but a false picture that hides major problems and biases.
So, be wary of dealing with these mistakes 👇👇
#Science #SciComm #AcademicSky
So, be wary of dealing with these mistakes 👇👇
#Science #SciComm #AcademicSky
November 22, 2025 at 12:26 AM
One of the problems with AI is that it works despite errors. My experience with it today proved to me that the results of models in many studies are nothing but a false picture that hides major problems and biases.
So, be wary of dealing with these mistakes 👇👇
#Science #SciComm #AcademicSky
So, be wary of dealing with these mistakes 👇👇
#Science #SciComm #AcademicSky
After the failed development and foolish progress we are experiencing today, we have become more thirsty for nature 😔😔
#life #AcademicSky
#life #AcademicSky
November 21, 2025 at 1:05 AM
After the failed development and foolish progress we are experiencing today, we have become more thirsty for nature 😔😔
#life #AcademicSky
#life #AcademicSky
Ever wondered how Graph Neural Networks learn differently depending on what they see during training vs. test time?
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
November 14, 2025 at 1:33 PM
Reposted by Hussein Mahdi
Reposted by Hussein Mahdi
Ever wondered how Graph Neural Networks learn differently depending on what they see during training vs. test time?
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
November 13, 2025 at 6:03 PM
Ever wondered how Graph Neural Networks learn differently depending on what they see during training vs. test time?
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
Ever wondered how Graph Neural Networks learn differently depending on what they see during training vs. test time?
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
November 13, 2025 at 6:03 PM
Ever wondered how Graph Neural Networks learn differently depending on what they see during training vs. test time?
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
This quick guide covers:
Transductive vs. Inductive learning
3 types of inductive scenarios (edge/node/graph)
Transfer learning in GNNs
#AI #AcademicResearch #Science #AcademicSky
Reposted by Hussein Mahdi
A paper in Nature describes an AI system that can prove complex mathematical theories. The system, Google DeepMind’s AlphaProof, has achieved a silver medal-worthy performance at the 2024 International Mathematics Olympiad. go.nature.com/4qUObvN 🧪
November 12, 2025 at 11:18 PM
A paper in Nature describes an AI system that can prove complex mathematical theories. The system, Google DeepMind’s AlphaProof, has achieved a silver medal-worthy performance at the 2024 International Mathematics Olympiad. go.nature.com/4qUObvN 🧪
just made a quick explainer on hypergraphs vs regular graphs 📊
regular graphs connect things in pairs, hypergraphs connect multiple things at once
#AI #MachineLearning #DeepLearning #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
regular graphs connect things in pairs, hypergraphs connect multiple things at once
#AI #MachineLearning #DeepLearning #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
November 6, 2025 at 1:45 PM
just made a quick explainer on hypergraphs vs regular graphs 📊
regular graphs connect things in pairs, hypergraphs connect multiple things at once
#AI #MachineLearning #DeepLearning #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
regular graphs connect things in pairs, hypergraphs connect multiple things at once
#AI #MachineLearning #DeepLearning #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
Are you know XGBoost in ML?
#AI #MachineLearning #DeepLearning #ArtificialIntelligence #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
#AI #MachineLearning #DeepLearning #ArtificialIntelligence #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
October 28, 2025 at 10:49 AM
Are you know XGBoost in ML?
#AI #MachineLearning #DeepLearning #ArtificialIntelligence #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
#AI #MachineLearning #DeepLearning #ArtificialIntelligence #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky
October 27, 2025 at 8:43 PM
Reposted by Hussein Mahdi
October 26, 2025 at 11:58 PM
October 26, 2025 at 11:58 PM
Reposted by Hussein Mahdi
OpenAI's CISO Dane Stuckey posted an essay (on Twitter) about how their new ChatGPT Atlas browser attempts to deal with the risk of prompt injection attacks, I ended up writing a point-by-point commentary on my blog: simonwillison.net/2025/Oct/22/...
Dane Stuckey (OpenAI CISO) on prompt injection risks for ChatGPT Atlas
My biggest complaint about the launch of the ChatGPT Atlas browser the other day was the lack of details on how OpenAI are addressing prompt injection attacks. The launch post …
simonwillison.net
October 22, 2025 at 8:51 PM
OpenAI's CISO Dane Stuckey posted an essay (on Twitter) about how their new ChatGPT Atlas browser attempts to deal with the risk of prompt injection attacks, I ended up writing a point-by-point commentary on my blog: simonwillison.net/2025/Oct/22/...
October 17, 2025 at 9:36 PM
Reposted by Hussein Mahdi
And this isn’t a one-shot: results come from 3 model configs × 2 seed partitions → stable + robust.
Even vs. papers like DeepDDI, NMDADNN, SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
Even vs. papers like DeepDDI, NMDADNN, SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
October 14, 2025 at 9:49 AM
And this isn’t a one-shot: results come from 3 model configs × 2 seed partitions → stable + robust.
Even vs. papers like DeepDDI, NMDADNN, SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
Even vs. papers like DeepDDI, NMDADNN, SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
Reposted by Hussein Mahdi
Update: my second DDI network (multi-class, 86 types) is showing strong preliminary results:
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
October 14, 2025 at 9:49 AM
Update: my second DDI network (multi-class, 86 types) is showing strong preliminary results:
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
Update: my second DDI network (multi-class, 86 types) is showing strong preliminary results:
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
October 14, 2025 at 9:49 AM
Update: my second DDI network (multi-class, 86 types) is showing strong preliminary results:
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
• ~85% Top-1
• ~98% Top-3
• Just 18 mins training on free Colab ⚡
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
Reposted by Hussein Mahdi
classes, but message is clear → chemistry drives metabolism.
October 7, 2025 at 7:40 AM
classes, but message is clear → chemistry drives metabolism.
Reposted by Hussein Mahdi
And this isn’t a one-shot: results come from 3 model configs × 2 seed partitions → stable + robust.
Even vs. papers like DeepDDI, NMDADNN, Next: improve rare
SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
Even vs. papers like DeepDDI, NMDADNN, Next: improve rare
SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
October 7, 2025 at 7:40 AM
And this isn’t a one-shot: results come from 3 model configs × 2 seed partitions → stable + robust.
Even vs. papers like DeepDDI, NMDADNN, Next: improve rare
SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
Even vs. papers like DeepDDI, NMDADNN, Next: improve rare
SumGNN, HetDDI (with heavy KGs + multi-modal data), this SMILES-only design holds up.
Reposted by Hussein Mahdi
🏅Update: my second DDI network (multi-class, 86 types) is showing strong preliminary results:
• ~85% Top-1
• ~98% Top-3
• Just 25 mins training on free Colab ⚡️
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
• ~85% Top-1
• ~98% Top-3
• Just 25 mins training on free Colab ⚡️
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
October 7, 2025 at 7:40 AM
🏅Update: my second DDI network (multi-class, 86 types) is showing strong preliminary results:
• ~85% Top-1
• ~98% Top-3
• Just 25 mins training on free Colab ⚡️
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics
• ~85% Top-1
• ~98% Top-3
• Just 25 mins training on free Colab ⚡️
#AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics