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/
Reposted by Hussein Mahdi
Babylon, how magnificent you are
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
December 9, 2025 at 11:11 PM
Babylon, how magnificent you are
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
Babylon, how magnificent you are
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
December 9, 2025 at 11:11 PM
Babylon, how magnificent you are
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
Land of religions and promises; land of blood and healing; land of love and war; of strength and fragility; of thrones and tyranny. Land of kings, emperors, and despots. Land of knowledge and scholars.
Victory Day anniversary for Iraq over ISIS 12/10
#life#SciComm
There is wisdom sayings is, "A person's true nature is shown in times of conflict/disagreement." Therefore, we must approach matters calmly, thoughtfully, and from different perspectives.
#life #AcademicSky #Science #SciComm
#life #AcademicSky #Science #SciComm
December 8, 2025 at 1:06 AM
There is wisdom sayings is, "A person's true nature is shown in times of conflict/disagreement." Therefore, we must approach matters calmly, thoughtfully, and from different perspectives.
#life #AcademicSky #Science #SciComm
#life #AcademicSky #Science #SciComm
Here, peace and quiet away from the noise of the phone, we need a place like this for an hour of reading every week, along with some food 🌮☕
#Science #SciComm#AcademicSky #life
#Science #SciComm#AcademicSky #life
December 5, 2025 at 11:16 PM
Here, peace and quiet away from the noise of the phone, we need a place like this for an hour of reading every week, along with some food 🌮☕
#Science #SciComm#AcademicSky #life
#Science #SciComm#AcademicSky #life
Reposted by Hussein Mahdi
The researcher's attainment of the pinnacle of success after successfully solving the question posed (by him) before the start of his research paper what we call the "problem question" is in itself proof to himself that his problem formulation was correct,
#Science #SciComm #AcademicSky #life
#Science #SciComm #AcademicSky #life
December 3, 2025 at 11:11 PM
The researcher's attainment of the pinnacle of success after successfully solving the question posed (by him) before the start of his research paper what we call the "problem question" is in itself proof to himself that his problem formulation was correct,
#Science #SciComm #AcademicSky #life
#Science #SciComm #AcademicSky #life
The researcher's attainment of the pinnacle of success after successfully solving the question posed (by him) before the start of his research paper what we call the "problem question" is in itself proof to himself that his problem formulation was correct,
#Science #SciComm #AcademicSky #life
#Science #SciComm #AcademicSky #life
December 3, 2025 at 11:11 PM
The researcher's attainment of the pinnacle of success after successfully solving the question posed (by him) before the start of his research paper what we call the "problem question" is in itself proof to himself that his problem formulation was correct,
#Science #SciComm #AcademicSky #life
#Science #SciComm #AcademicSky #life
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