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  • Ch. 1: Neural Networks - What's Happening? An Intuitive Introduction to Machine Learning
    LearnData Science, Neural Networks, Science and Technology by manisar in 2021 (Jan 06) updated: 2023, Dec 22.
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    In this chapter, we will be looking at the basics - the idea of prediction, using traditional regression and moving towards learning based methods.

    From traditional regression to neural networks - it's not that big a leap as you might think. In this book, let's get a peek into this transition while appreciating how animal kingdom is already using this strategy. We will be taking help from our friend - intuition - time and again.

    Location: All Content / Science and Technology / Information Technology / Neural Networks - What's Happening? …
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    Chapter 1: The Idea - Why Machine Leaning? What makes it different from linear and other simple regressions?
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  • Ch. 1.1: Neural Networks - What's Happening? An Intuitive Introduction to Machine Learning
    LearnData Science, Neural Networks, Science and Technology by manisar in 2021 (Aug 28) updated: 2023, Oct 21.
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    Location: All Content / Science and Technology / Information Technology / Neural Networks - What's Happening? …
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    MNIST: The 'Hello World' of Machine Learning Programming
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  • Ch. 4.2: Neural Networks - What's Happening? An Intuitive Introduction to Machine Learning
    LearnData Science, Machine Learning, Science and Technology by manisar in 2021 (Sep 09) updated: 2021, Oct 04.
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    Learn about LSTMs, and see why they work the way they do by interacting with one!
    It's astonishing to see that by using a very simple mechanism, we can somewhat generate the pattern long and short term memory are supposed to follow.

    Location: All Content / Science and Technology / Information Technology / Neural Networks - What's Happening? … / Types of Neural Networks
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    LSTM or Long-Short Term Memory - Learn by Interacting
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  • Ch. 3: Neural Networks - What's Happening? An Intuitive Introduction to Machine Learning
    LearnData Science, Neural Networks, Science and Technology by manisar in 2021 (Jan 06) updated: 2021, Sep 26.
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    After constructing the theoretical framework in the last chapter, we will now be dealing with some of the practical difficulties.

    From traditional regression to neural networks - it's not that big a leap as you might think. In this book, let's get a peek into this transition while appreciating how animal kingdom is already using this strategy. We will be taking help from our friend - intuition - time and again.

    Location: All Content / Science and Technology / Information Technology / Neural Networks - What's Happening? …
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    Let's Look at some of the Practical Difficulties
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  • Information Theory - Rationale Behind Using Logarithm for Entropy, and Other Explanations
    LearnData Science, Machine Learning, Mathematics by manisar in 2021 (Jan 13) updated: 2021, Sep 10.

    See the Information Theory in a new light. Understand intuitively how the information of an event naturally relates to its probability and encoding
    And, it's nice to know that understanding information theory helps in getting some of the aspects of machine learning as well.

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  • Neural Networks - What's Happening? An Intuitive Introduction to Machine Learning
    LearnData Science, Neural Networks by manisar in 2020 (Dec 28) updated: 2021, Jul 28.

    From traditional regression to neural networks - it's not that big a leap as you might think. Let's get a peek into this transition while appreciating how biology has figured out this strategy and worked it to almost perfection. We will be taking help from our friend - intuition - time and again.

    Location: All Content / Science and Technology / Information Technology
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  • Ch. 4.1: Neural Networks - What's Happening? An Intuitive Introduction to Machine Learning
    LearnData Science, Neural Networks, Science and Technology by manisar in 2021 (Jul 01) updated: 2021, Jul 03.
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    In this chapter, we'll be looking at the description of recurrent neural network (RNN).

    Location: All Content / Science and Technology / Information Technology / Neural Networks - What's Happening? … / Types of Neural Networks
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    Recurrent Neural Network - RNN
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  • Types of Neural Networks
    LearnData Science, Neural Networks, Science and Technology by manisar in 2021 (Jul 02) updated: 2021, Jul 02.
    Location: All Content / Science and Technology / Information Technology / Neural Networks - What's Happening? …
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  • Ch. 2: Neural Networks - What's Happening? An Intuitive Introduction to Machine Learning
    LearnData Science, Neural Networks, Science and Technology by manisar in 2021 (Jan 06) updated: 2021, Jun 27.
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    In this chapter, we will be sharpening our theoretical tools and sneak our way into the mathematics of neural networks.

    From traditional regression to neural networks - it's not that big a leap as you might think. In this book, let's get a peek into this transition while appreciating how animal kingdom is already using this strategy. We will be taking help from our friend - intuition - time and again.

    Location: All Content / Science and Technology / Information Technology / Neural Networks - What's Happening? …
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    Chapter 2: Beating the Theoretical Difficulties and Making Gradient Descent Work
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