Ultimate Neural Network and Deep Learning Masterclasss

John Harper, Cambridge Programmer, AI engineer

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42 Videos (4h 55m)
    • Promo vid

      1:42
    • About the class

      1:59
    • How to maximise your learning

      4:03
    • What is deep learning

      11:03
    • Real world applications

      13:01
    • Linear regression

      7:44
    • Line of best fit

      10:20
    • Linear regression with big data

      5:09
    • Overfitting

      6:47
    • Cost and loss

      9:34
    • How do NNs learn

      5:08
    • Neural networks recap

      20:27
    • Training wheels off neural networks

      13:33
    • Adding an activation function

      5:43
    • First neural network

      15:28
    • Multiple inputs

      5:59
    • Hidden layers

      4:37
    • Back propagation

      12:41
    • Installing python

      5:25
    • Jupyter notebook

      6:28
    • Command line needs text for linux and mac commands

      4:41
    • AWS

      3:10
    • Hello world tensorflow

      6:02
    • Feeding data and running sessions

      8:06
    • Data structures

      3:31
    • Loading data into tensorflow

      12:14
    • Lloading data part 2

      7:20
    • One hot coding

      2:42
    • Neural network lets go

      8:17
    • Give your network a brain

      14:57
    • Running your model

      8:48
    • Using other frameworkers

      3:25
    • Loading handwritten digits

      7:39
    • Creating the model

      4:45
    • Running your model

      9:50
    • Hyperparameters

      3:35
    • Bias and variance

      4:50
    • Strategies for reducing bias and variance

      6:34
    • Activation functions

      1:55
    • What we have covered

      3:11
    • How to continue progressing

      1:55
    • Thank you

      1:03

About This Class

USED BY SOFTWARE STUDENTS AT CAMBRIDGE UNIVERSITY - WORLD CLASS DEEP LEARNING COURSE

Master practical deep learning and neural network concepts and fundamentals

My course does exactly what the title describes in a simple, relatable way. I help you to grasp the complete start to end concepts of fundamental deep learning.

Why you need this course

Coming to grips with python isn't always easy. On your own it can be quite confusing, difficult and frustrating. I've been through the process myself, and with the help of lifelong ... I want to share this with my fellow beginners, developers, AI aspirers, with you.

What you will get out of this course

I will give you straightforward examples, instructions, advice, insights and resources for you to take simple steps to create your own neural networks from scratch. By the end of the course you will be able to create neural networks to create your very own image classifier, able to work on your own images.

I personally provide support within the course, answering questions and giving feedback on what you're discovering/creating along the way. I don't just throw you in at the deep end - I provide you with the resources to learn and develop what you need at a pace to work for you and then help you stroll through to the finish line. Studies have shown that to learn effectively from online courses tutorials should last around ten minutes each. Therefore to maximise your learning experience all of the lectures in this course have been created around this amount of time. 

My course integrates all of the aspects required to get you on the road becoming a successful deep learning developer. I teach and I preach, with live, practical exercises and walkthroughs at the end of each section!

Who this is not for

This course is not for anyone looking for a one-click fix. Although I provide you with a path walked enough times that it can be a relatively smooth journey it still requires a lot of time and effort from you to make it happen. If you're not interested in putting in your energy to truly better yours skills in python then this may not be the right course for you.

What materials are included?

The majority of my lectures I have chosen to be in video format so that you can hear and see me when we're going through each and every area of the course.

I will be constantly adding more valuable content and resources to the course as time goes by. Keep checking back here if you're not sure right now and feel free to send me a message with any questions or requests you may have.

8 of 9 students recommendSee All

This guy seems rather boring, but once I put it on x2 speed and pause when needed, he is quite efficient in teaching his material. 10/10
Really great class and friendly, helpful teacher. 100% recommended!