#Grokking

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#Grokking Reel by @aibutsimple - Grokking in large language models (LLMs) refers to a phase where a model obtains a deep, general understanding of a task after extended training. Be
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@aibutsimple
Grokking in large language models (LLMs) refers to a phase where a model obtains a deep, general understanding of a task after extended training. Before grokking, a model may perform well on training examples but fail to generalize; after grokking, it starts solving new cases correctly with more training data. In LLMs, signs of real understanding include stable performance on out-of-distribution data, consistent reasoning across varied prompts, and robustness to small changes in wording. This contrasts memorization of specific patterns or examples. Struggling to Understand Machine Learning? Join 7000+ Others in our Weekly AI Newsletter—educational, easy to understand, math included, and completely free (link in bio 🔗). C: Welch Labs Join our AI community for more posts like this @aibutsimple 🤖 #machinelearning #deeplearning #statistics #computerscience #coding #mathematics #math #physics #science #education
#Grokking Reel by @deeprag.ai - Grokking can be visualized as a delayed alignment between memorization and true understanding in machine learning. In large language models (LLMs), e
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@deeprag.ai
Grokking can be visualized as a delayed alignment between memorization and true understanding in machine learning. In large language models (LLMs), early training often shows the training loss converging quickly. At this stage, the model fits surface-level patterns without true generalization, and its internal activations remain noisy and unstructured. After extended training, something remarkable happens. The test loss suddenly drops, and the model reorganizes its internal representations into clear, structured patterns. This transition marks grokking the moment when generalization finally emerges. Learning isn’t always gradual. Sometimes, understanding arrives all at once. Credit: Welch Labs Follow 👉 @deeprag.AI for clear breakdowns of complex AI concepts. . . . #Grokking #MachineLearning #DeepLearning #LLMs #AIResearch
#Grokking Reel by @infusewithai - In grokking, the training cycle shows a striking gap between training and test behavior: the training loss drops very quickly as the model learns to f
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@infusewithai
In grokking, the training cycle shows a striking gap between training and test behavior: the training loss drops very quickly as the model learns to fit the examples it sees, while the test loss stays high for a long time before suddenly improving. Why is this actually occurring? Researchers have come up with many hypotheses. A likely reason is that the model first relies on shortcut solutions or memorization that work only for the training data and do not capture the true underlying structure of the task. Over extended training, implicit regularization from optimization and weight decay slowly pushes the model toward simpler, more general representations. When this internal learning finally occurs, generalization very quickly improves, causing the delayed drop in test loss that is seen in many grokking scenarios. Follow for more @infusewithai C: Welch Labs #machinelearning #deeplearning #grokking
#Grokking Reel by @shafaa.exe - i did 1,345 leetcode questions 🤖 kidding! i did 200 and got nvidia + microsoft offers. here's exactly how i prepped without annihilating my social l
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@shafaa.exe
i did 1,345 leetcode questions 🤖 kidding! i did 200 and got nvidia + microsoft offers. here’s exactly how i prepped without annihilating my social life. 1. learn patterns first, not problems. i went through 16-24 patterns using grokking the coding interview and spent 2-4 hours on each one before touching a single question. 2. my prep breakdown was 50% neetcode, 30% grokking, 20% system design and behavioral. don’t skip the last 20%, it matters more than people think. 3. 20 hours of mock behaviorals with friends and family. it was embarrassing but it worked. look up the UMPIRE method. 4. the goal is pattern fluency, not problem memorization. in the actual interview you won’t remember 1000 problems. you need to recognize what type of problem you’re looking at. comment “interview” and i’ll share my full resource list 🫶 #computersciencestudent #techinternship #softwareengineering #computerscience
#Grokking Reel by @insightforge.ai - Most machine learning models seem to fail during long AI training sessions. But neural networks often hide a secret breakthrough known as grokking. A
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@insightforge.ai
Most machine learning models seem to fail during long AI training sessions. But neural networks often hide a secret breakthrough known as grokking. At first, the model is like a student who memorizes the textbook. It finds shortcuts to get the right answer for the data it sees. The training score looks perfect, but real-world performance stays low. Then, something shifts. With more time, the model starts to simplify its own logic. It ditches the messy shortcuts and discovers the actual rules of the task. Suddenly, accuracy spikes from zero to a hundred in an instant. True AI automation requires pushing models past simple memorization to reach generalization that handles unpredictable real-world data. C: Welch Labs Comment INSIGHT if this helped you understand. #MachineLearning #GenAI #deeplearning #grokking
#Grokking Reel by @code_helping - Grokking 🧠 in AI is the moment when a model stops memorizing patterns and truly starts understanding them. . Early in training 📉, loss drops fast be
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@code_helping
Grokking 🧠 in AI is the moment when a model stops memorizing patterns and truly starts understanding them. . Early in training 📉, loss drops fast because the model fits surface-level data without real generalization. . Inside the network ⚙️, activations look messy — showing the model hasn’t formed structured knowledge yet. . After long training ⏳, representations suddenly reorganize and test accuracy jumps sharply. . This delayed breakthrough 🚀 is called grokking — when learning turns into real understanding. . C: Welch Labs . . #coding #programming #grokking #python #ai #machinelearning #deeplearning #llm #grokking #neuralnetworks #datascience #coding #programming #developers #computerscience #cse #tech #codehelping
#Grokking Reel by @manning_publications - Partial to the greedy algorithm? Not sure what it is? Learn more here. Grokking AI Algorithms, Second Edition by @rishalhurbans takes it even furthe
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@manning_publications
Partial to the greedy algorithm? Not sure what it is? Learn more here. Grokking AI Algorithms, Second Edition by @rishalhurbans takes it even further by showing you when it works, when it doesn't, and when you need something better. #aialgorithms #algorithms #greedyalgorithm #grokking
#Grokking Reel by @insidea1 - Why AI models suddenly "click" after struggling for so long When AI models are trained, they often fail again and again before suddenly improving all
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@insidea1
Why AI models suddenly “click” after struggling for so long When AI models are trained, they often fail again and again before suddenly improving all at once. This moment is called grokking, where the model shifts from memorizing examples to actually understanding patterns. Researchers found that nothing new is added at this point — the model simply reorganizes what it already learned. It’s one of the clearest clues that modern AI doesn’t just store information, it slowly discovers structure. Source: Welch Labs – YouTube Follow @InsideA1 for simple explanations of how AI really works. #insideai #ai #artificialintelligence #machinelearning #technology [futuretech innovation deeplearning aiexplained techstory]
#Grokking Reel by @genesis.io (verified account) - 6 books I recommend that have shaped my approach to coding, learning, and productivity 📚 Each one offers unique insights, from technical skills to
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@genesis.io
6 books I recommend that have shaped my approach to coding, learning, and productivity 📚 Each one offers unique insights, from technical skills to mastering focus 🤓 Grokking Algorithms: Ideal for beginners, with visuals and clear explanations that make algorithms accessible and fun! The Pragmatic Programmer: A coding classic that’s full of practical advice for building better software and advancing as a developer 🤖 Eloquent JavaScript: A friendly introduction to JavaScript fundamentals, perfect for anyone wanting to get a solid start in one of the most popular languages 👾 A Mind for Numbers: This is not exactly a programming book but It is great for mastering the art of learning. This book offers strategies to break through mental blocks, especially in math and technical fields 🧮 Algorithms to Live By: This book explores how computer algorithms can help us make better decisions in daily life, from organizing tasks to managing time 📖 Deep Work: Essential for achieving focus in a world full of distractions. It’s all about finding flow and maximizing productivity 👩‍🏫 These books have been invaluable on my journey, teaching me skills that go beyond coding. Highly recommend them for anyone in tech or looking to boost their learning game! 🖤 #developer #computerscience #latinainstem #womeninstem #techlife #freecodecamp #programmer #robotics #booklover
#Grokking Reel by @missgandhi.tech - System design Resources Master System Design for free Grokking system design interviews is a paid course but you can download for free from interne
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@missgandhi.tech
System design Resources Master System Design for free Grokking system design interviews is a paid course but you can download for free from internet . So chillaaaxxxxx Follow @missgandhi.tech for more System design resources , system design for beginners, system design interviews , system design for interviews , software engineering , engineering , engineer , tech , technology , computer science #engineering #engineer #tech #technology #systemdesign #systemdesigninterviews #interviews #softwaredeveloper #softwareengineer #computerscience #computerengineering #systemdesign #resources
#Grokking Reel by @juliecodes - grokking algorithms by Aditya Y. Bhargava I keep seeing this one pop up in people's lists of go-tos. Ready to dive in 🤓 #grok #grokkingalgorithms #s
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@juliecodes
grokking algorithms by Aditya Y. Bhargava I keep seeing this one pop up in people’s lists of go-tos. Ready to dive in 🤓 #grok #grokkingalgorithms #softwareengineer #softwareengineering #coding
#Grokking Reel by @datascience.swat - In grokking, models show a strange pattern during training. They quickly learn to fit the examples they see, so the training loss drops fast, but thei
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@datascience.swat
In grokking, models show a strange pattern during training. They quickly learn to fit the examples they see, so the training loss drops fast, but their performance on new data stays poor for a long time before suddenly getting much better. Researchers think this happens because the model first uses shortcuts and memorization that only work on the training set instead of actually understanding the real structure of the task. With enough training, optimization and weight decay gradually push the model toward simpler and more general rules. Once it finally learns the true pattern, its ability to generalize improves rapidly, which creates the delayed drop in test loss seen in grokking. credits; Welch labs

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