• Articles

    Deep Learning Lecture 1: Getting Started and Prerequisites

    It’s hard to think of a hotter topic than Deep Learning and that’s what we’re going to talk about in-depth and hands-on for the next few hours. I´m oing to show you how neural networks work, artificial neural networks, perceptrons, multi-layer perceptrons and then we’re going to talk into some more advanced topics like convolutional neural networks and recurrent neural networks. None of that probably means anything to you right now, but the bottom line is if you’ve been curious about how Deep Learning and artificial neural networks work, you’re going to understand that by the end of these next few hours, so think of it as Deep Learning for…

  • Articles

    What is a Neural Network – Ep. 2 (Deep Learning SIMPLIFIED)

    If you’ve been ignoring neural nets cuz you think they’re too hard to understand or you think you don’t need them…boy do I have a treat for you! In this video you’ll learn about neural nets without any of the math or code – just an intro to what they are and how they work. My hope is that you’ll get an idea for why they’re such an important tool. Let’s get started. The first thing you need to know is that deep learning is about neural networks. The structure of a neural network is like any other kind of network; there is an interconnected web of nodes, which are…

  • Linear Regression Algorithm | Linear Regression in Python | Machine Learning Algorithm | Edureka
    Articles,  Blog

    Linear Regression Algorithm | Linear Regression in Python | Machine Learning Algorithm | Edureka

    A linear regression is one of the easiest algorithm in machine learning. It is a statistical model that attempts to show the relationship between two variables. with the linear equation. Hello everyone. This is Atul from Edureka and in today’s session will learn about linear regression algorithm. But before we drill down to linear regression algorithm in depth, I’ll give you a quick overview of today’s agenda. So we’ll start a session with a quick overview of what is regression as linear regression is one of a type of regression algorithm. Once we learn about regression, it’s use case the various types of it next. We’ll learn about the algorithm…

  • Deep Learning SIMPLIFIED: The Series Intro – Ep. 1
    Articles,  Blog

    Deep Learning SIMPLIFIED: The Series Intro – Ep. 1

    If you’re like most beginners, trying to learn about Deep Learning feels like taking a drink from a firehose you’re hit with too much complicated info too quickly, and most of it ends up seeping out of your mind If you’re tired of all that, then you’re gonna love the series I’ve created for you! My goal is to simplify everything so that you know just enough to make sense out of all those technical details If you’ve ever tried to look into Deep Learning in the past, you probably immediately came across terms like Deep Belief Nets Convolutional Nets, Backpropagation, non-linearity, Image recognition, and so on Or maybe you…

  • How to Make a Neural Network – Intro to Deep Learning #2
    Articles,  Blog

    How to Make a Neural Network – Intro to Deep Learning #2

    How do we learn? Although times may change, some concepts stay the same. Unchanging, information outlasts the body. It’s stored in our brain, but can be passed down from generation to generation. Our brain is capable of synthesizing the diverse set of inputs we call our five senses, and from them, creating a hierarchy of concepts. If we’re lucky, we can learn a task while being supervised by a teacher directly. While interacting with our environment, we can feel our surroundings, see our obstacles and try to predict the next steps. If we try at first and fail, that’s okay. Through the process of trial and error, we can learn…

  • Deep Learning Frameworks Compared
    Articles,  Blog

    Deep Learning Frameworks Compared

    hello world it’s Siraj in this video we’re going to compare the most popular deep learning frameworks out there right now to see what works best the deep-learning space is exploding with frameworks right now ,it’s like every single week some major tech company decides to open source their own deep learning library and that’s not including the dozens of deep learning frameworks being released every single week on github by cowboy developers how *how many layers you have?* let’s start off with scikit-learn scikit it was made to provide an easy-to-use interface for developers to use off-the-shelf general-purpose machine learning algorithms for both supervised and unsupervised learning , scikit…

  • Gradient descent, how neural networks learn | Deep learning, chapter 2
    Articles,  Blog

    Gradient descent, how neural networks learn | Deep learning, chapter 2

    Last video I laid out the structure of a neural network I’ll give a quick recap here just so that it’s fresh in our minds And then I have two main goals for this video. The first is to introduce the idea of gradient descent, which underlies not only how neural networks learn, but how a lot of other machine learning works as well Then after that we’re going to dig in a little more to how this particular network performs And what those hidden layers of neurons end up actually looking for As a reminder our goal here is the classic example of handwritten digit recognition the hello world…

  • What Is Supervised Learning (What Is Machine Learning | Machine Learning Basics)
    Articles,  Blog

    What Is Supervised Learning (What Is Machine Learning | Machine Learning Basics)

    Artificial Intelligence, Machine Learning – these words lately have been used synonymously – but should they be? In this third video in our artificial intelligence series and as for the purpose of this machine learning series, I’ll seek to answer that question, so sit back, relax, and join me on an exploration into the field of machine learning! To answer the question posed at the start of this video, we first need to acquire an understanding of what machine learning is. Machine learning is an immense topic, and many fields have adopted it and/or spawned from it, and this rate of adoption is only increasing. Some such fields include natural…