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Practical Deep Learning with Keras and Python

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MP4 | Video: AVC 1280×720 | Audio: AAC 44.1 KHz 2ch | Duration: 3 hours 26 minutes | English | 651 MB

Video Description
This course is for you if you are new to Machine Learning but want to learn it without all the math. This course is also for you if you have tried to use a machine learning course but could never figure out how to use it to solve your own problems.
In this course, we will start from scratch. So we will immediately start coding even before installation! You will see a brief bit of absolutely essential theory and then we will get into environment setup and explain almost all concepts through code. You will be using Keras, one of the easiest and most powerful machine learning tools out there.

You will start with a basic model of how machines learn and then move on to higher models, such as:

Convolutional Neural Networks
Residual connections
Google’s Inception Module
All this with only a few lines of code. All the examples used in the course come with starter code which will get you started and without the hard work.

Style and Approach
This course is based on a case study-based approach and explains why we need machine learning and how everything fits together.

Table of Contents
INTRODUCTION
A BIT OF THEORY
INSTALLATION AND SETUP
SAY HI TO KERAS
REAL WORLD CASE STUDY: PREDICTING PROTEIN FUNCTIONS
CONVOLUTIONAL NEURAL NETWORKS (CNN)
GRAPH-BASED MODELS
FINISHING TOUCHES

Practical Deep Learning with Keras and Python

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