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Anuj Tongse

“Learning, building,... • 21d

Day 3/60: "Perceptron ek Jugaad " Good morning my name is Anuj Tongse and, Today is day 3 of understanding Ai Deep learning Today was all about the "Perceptron jugaad(trick)" :-the actual mechanism that allows a model to learn from its mistakes. It's one thing to see a decision boundary; it's another to understand how it moves. What I covered today: Perceptron Tricks & Transformation: Understanding how weights and bias shift the line to classify points correctly. : Labeling Regions: How we mathematically define which side of the line is "Class O" vs. "Class 1" using the step function. The Reality Check :- While the Perceptron is the grandfather of Neural Networks, it's not perfect. It struggles with: Non-linearly separable data:- If the points are mixed, it never stops looping. Lack of convergence: It doesn't tell us how confident it is; it just gives a hard Yes or No. #DeepLearning #ArtificialIntelligence #60DayChallenge #MachineLearning #Neural Networks #Day3

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