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

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

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

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

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

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

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

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

After the failed development and foolish progress we are experiencing today, we have become more thirsty for nature 😔😔 #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

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

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

Are you know XGBoost in ML? #AI #MachineLearning #DeepLearning #ArtificialIntelligence #NeuralNetworks #DataScience #BigData #Research #AcademicResearch #Science #AcademicSky

A picture of one of the holiest places in the world #word #AcademicSky

Loved ❤️ from pintrest #Science #SciComm #Software#dev #AcademicSky

Loved ❤️ from pintrest #Science #SciComm #Software#dev #AcademicSky

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/...

Fathers of languages #Science #SciComm #Software#dev #AcademicSky

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.

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

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

classes, but message is clear → chemistry drives metabolism.

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.

🏅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

🏅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

Beyond strong benchmarks, we extended the model to multi-task learning: not only detecting interactions but also classifying their type ; especially metabolic ones vital for clinicians.

🚀 Exciting milestone at Era Vision Research Center! We reproduced and advanced a hypergraph-based neural network for drug–drug interaction (DDI) prediction. #AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics

🚀 Exciting milestone at Era Vision Research Center! We reproduced and advanced a hypergraph-based neural network for drug–drug interaction (DDI) prediction. #AI #MachineLearning #DeepLearning #Research #AcademicSky #Science #SciComm #Software #dev #AcademicSky #phylogenetics

12 experiments, 1 neural network… my Colab tabs look like NASA mission control 🚀 Each seed is fighting for the title of Best Epoch Champion 🏆😂 #AI #MachineLearning #DeepLearning #AI #ML #PharmaTech #Research #AcademicSky #Science #SciComm #Software #dev

Here's the wild part about modern drug interaction prediction: we're moving beyond simple pairwise relationships 🧐👨‍💻 New "hypergraph" approaches 🥇 #AI #ML #PharmaTech #Research #AcademicSky #Science #SciComm #Software #dev

Graph Neural Networks are transforming drug safety prediction by treating molecules like social networks - atoms as people, bonds as relationships. #AI #ML #PharmaTech #Research #AcademicSky #Science #SciComm #Software #dev

Half of all patients take multiple medications, but most don't know about dangerous drug interactions. The stats are scary: 106K deaths/year from drug reactions 20% caused by drug interactions Costs up to $180B annually #AI #ML #PharmaTech #Research #AcademicSky #Science #SciComm #Software #dev

High-level overview of the architectural design principles guiding the new game engine. #gamedev #badcatgame #catgame #softwarearchitecture

If you value a high quality, regulated food supply, contact your reps!

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Oxford's 2022 SPARSE neural network can predict dangerous drug interactions before they happen - potentially saving lives by identifying risky medication combinations early. My analysis paper github.com/Hu8MA/Papers... #AI #ML #PharmaTech #Research #AcademicSky #Science #SciComm #Software #dev

Reviewed HGDrug—hypergraph learning for drug interactions! Cool: - BRICS fragments + biological nets → multi-task predictions (DDI/DTI/DSI). - RDF-style reasoning: "Drug A → Fragment X → Side Effect Y". - 97.6% AUROC #AI #ML #PharmaTech #Research #AcademicSky #Science #SciComm #Software #dev

Reviewed HGDrug—hypergraph learning for drug interactions! Cool: - BRICS fragments + biological nets → multi-task predictions (DDI/DTI/DSI). - RDF-style reasoning: "Drug A → Fragment X → Side Effect Y". - 97.6% AUROC #AI #ML #PharmaTech #Research #AcademicSky #Science #SciComm #Software #dev

When AI Gets Too Complicated for Its Own Good 🎯 New research combines hypergraph with drug interaction prediction, basically using complex networks to predict how medicines interact. Sounds impressive, right? 🧐Review coming soon! #BookSky #AI #MachineLearning #ResearchReview #AcademicSky #Science

Why do we keep mixing up software terminology? 🤔 Just finished a research paper breaking down the actual differences between: - Programming paradigms (OOP, etc) - Architecture patterns (microservices,etc) - Development methods (TDD,etc) #SoftwareEngineering #Programming #Software/hot #Science

Just shared my guide to graph theory - from basic concepts to advanced hypergraphs! Covering everything from simple graphs to cutting-edge applications in drug interaction prediction. #GraphTheory #DataScience #MachineLearning #Research #Science #Software/Hot #AcademicSky

Research Journey Update: Drug Interaction Deep Dive Continuing my master's thesis work on "Predicting Drug-Drug Interactions Using Deep Graph Neural Networks" just hit a major milestone #DrugDiscovery #GNN #HealthcareAI #AI #DeepLearning #PharmacoGenomics #Science #academicsky #software #SciComm

Just finished my first year of master's with top honors and chose my thesis topic: using graph neural networks to predict drug-drug interactions! 🧠💊 Never worked in healthcare before but that's what makes it exciting - bridging my GNN expertise with pharmaceutical research.

📱 New open-source project: Simple UI Templates! Modern mobile interfaces for developers - calculators, weather apps, task managers & more. Pure HTML/CSS/JS, AI-assisted design. Perfect starting point for learning modern UI! ⭐ github.com/Hu8MA/Simple... #WebDev #OpenSource #UI #CSS #JavaScript

I've created a repository analyzing foundational AI/ML research papers with practical implementation insights. Currently covers YOLO, Graph Neural Networks, game theory in computer warfare, and more. #AI #MachineLearning #Research #ComputerVision #GameTheory

After 6 months researching at Era, I need to share a harsh truth: we're witnessing the systematic destruction of genuine CS innovation. We had our golden age - 2012 CNNs, 2017 Transformers. #AI #TechNews #Innovation #ComputerScience #DataScience #TechThoughts #ResearchGate