Just published Part 1 of my Mastering Pandas series. Reading files, sorting, displaying data — practical reference, no fluff. If you work with data in Python, this one's for you 🐼 hussein16mahdi.medium.com/mastering-pa... #dev #AcademicSky #AI #data

The growth stages of some of my garden plants 😊 🌷 #life #AcademicSky #Science

Have a nice day everyone 🌹 😊 #life #AcademicSky #Science #dev

Ramadan Kareem, may it return to humanity with goodness and peace 🌹 🤲 🌷 #life #AcademicSky

NumPy broadcasting in action! When you add arrays with different shapes, NumPy automatically stretches the smaller one to match. #AI #AcademicResearch #Science #AcademicSky #dev #python

NumPy broadcasting in action! When you add arrays with different shapes, NumPy automatically stretches the smaller one to match. #AI #AcademicResearch #Science #AcademicSky #dev #python

From sunny weather to fresh air, away from research and technology, here are some new pictures from my garden and plants 😁😍 #life #AcademicSky#Science #dev #life

From sunny weather to fresh air, away from research and technology, here are some new pictures from my garden and plants 😁😍 #life #AcademicSky#Science #dev #life

After completing his scientific research, a researcher needs to take a trip 🏕️ to forget the fatigue of studying 😞😞. #life#AcademicSky #Science #SciComm #Software #dev

The difference between the two photos is approximately 25 days; I can see the radish plant growing. It's lovely to observe this on a sunny winter day. #life #AcademicSky #Science #SciComm

Same data. Same logic. Three ways. Filter → Count → Show values Different languages, same thinking. Once you understand the pattern, switching languages is easy. #AcademicSky #Science #SciComm #DotNet #AI #DataEngineering #SoftwareEngineering

Baghdad's most renowned religious site is the mausoleum of Imam Musa al-Kadhim and his grandson Imam Muhammad al-Jawad (peace be upon them). #life #AcademicSky #Iraq

Baghdad's most renowned religious site is the mausoleum of Imam Musa al-Kadhim and his grandson Imam Muhammad al-Jawad (peace be upon them). #life #AcademicSky #Iraq

Short course in health economics and policy at Oxford (online). Run by my friends. Recommend. #healthpolicy www.oxforduniversitystores.co.uk/conferences-...

The difference between the two pictures is just a few days. Life and nature are beautiful things; we hope others won't waste them on artificial things. #life #AcademicSky #Science #SciComm

The most beautiful thing in life is chasing our dreams—not turning money into the goal. When the means become the end, life gets extreme and loses its humanity. #AcademicSky #Science #dev #AcademicSky #SciComm #Software#dev #AI

Every person on Bluesky should know: * Every post on Bluesky is PUBLIC forever * Every post on Bluesky is archived by ICE, NSA, and many other agencies * Even if you delete a post, it’s already been captured * Judges don’t care if you were “kidding” or being ironic www.404media.co/the-200-site...

I’ve often thought that no matter how advanced artificial intelligence becomes, there may still be unseen layers beneath the surface #AcademicSky #Science #dev #AcademicSky #SciComm #Software#dev #AI

I’ve often thought that no matter how advanced artificial intelligence becomes, there may still be unseen layers beneath the surface #AcademicSky #Science #dev #AcademicSky #SciComm #Software#dev #AI

In software engineering 👨‍💻, we once relied on pen, paper, and whiteboards to brainstorm. Moving into research and deep modeling taught me that every solid idea needs five traits: patience, composure, moderation, planning, and continuous improvement. #AcademicSky #dev #csharp #SciComm #Software

In software engineering 👨‍💻, we once relied on pen, paper, and whiteboards to brainstorm. Moving into research and deep modeling taught me that every solid idea needs five traits: patience, composure, moderation, planning, and continuous improvement. #AcademicSky #dev #csharp #SciComm #Software

The beauty of our nature is better than 1000 AI-generated images. #life #AcademicSky#Science #dev #AcademicSky #SciComm #Software#dev

The beauty of our nature is better than 1000 AI-generated images. #life #AcademicSky#Science #dev #AcademicSky #SciComm #Software#dev

Number of people who go bankrupt every year because of medical bills or illness-related work loss: 🇦🇺 0 🇨🇦 0 🇩🇰 0 🇫🇮 0 🇫🇷 0 🇩🇪 0 🇮🇸 0 🇮🇪 0 🇮🇹 0 🇯🇵 0 🇳🇱 0 🇳🇴 0 🇵🇹 0 🇪🇸 0 🇸🇪 0 🇬🇧 0 🇺🇸 530,000 There’s a lesson there.

Happy New Year to all 🎊🌹2026, I hope that peace will prevail among nations ♥️🙏. Good night 😁 to every researcher or programmer, and I hope they achieve what they have been striving for. #life #AcademicSky#Science #dev #AcademicSky #Science #SciComm #Software

Simple clothes, a relaxed atmosphere, a pleasant time, and the result is a funny session 😁😂 #life #AcademicSky #Science #dev

I don't know much about it, but from what I hear, ancient China had a peaceful and simple civilization based on affection and respect. #life #AcademicSky #china

I don't know much about it, but from what I hear, ancient China had a peaceful and simple civilization based on affection and respect. #life #AcademicSky #china

"Clear, simple answers to the most common and vexing questions about climate change that we can take action on right now." @hannahritchie.bsky.social's "Clearing the Air" is a @nextbigidea.bsky.social must-read!

Winter has arrived 🗻, bringing with it the beauty of white, hot tea, and sitting in front of the fireplace with a book. #life #AcademicSky#Science #dev

Previously, schools organized field trips for students to raise awareness of different cultures and foster a spirit of adventure 😁☕. I don't see such activities anymore 😔😔 #life #AcademicSky #Science #dev

Graph theory say 😞 Circles are where logic stops being linear #life #AcademicSky #Science #SciComm #AI #MachineLearning #DeepLearning #Research #Software #dev #phylogenetics

We now revisit videos like these to remember the greatness of programming, especially after many people emerged who don't understand programming logic, and the speed of completing code became more important than its stability and cost. youtube.com/shorts/Yq_q_... #life#AcademicSky #Science #SciComm

We now revisit videos like these to remember the greatness of programming, especially after many people emerged who don't understand programming logic, and the speed of completing code became more important than its stability and cost. youtube.com/shorts/Yq_q_... #life#AcademicSky #Science #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

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

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

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