NitroFlare Udemy - Introduction to Machine Learning in Python

Discussion in 'E-Books & Tutorials' started by kocogi, Oct 2, 2015.

  1. kocogi

    kocogi Active Member

    May 29, 2012
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    Udemy - Introduction to Machine Learning in Python
    MP4 | Video: 1280x720 | 54 kbps | 44 KHz | Duration: 5 Hours | 864 MB
    Genre: eLearning | Language: English

    Learn the most up to date techniques in data mining from regression to neural networks

    This course is about the fundamental concepts of machine learning, facusing on neural networks, SVM and decision trees. These topics are getting very hot nowadays because these learning algorithms can be used in several fields from software engineering to investment banking. Learning algorithms can recognize patterns which can help detect cancer for example or we may construct algorithms that can have a very very good guess about stock prices movement in the market.

    In each section we will talk about the theoretical background for all of these algorithms then we are going to implement these problems together.

    The first chapter is about regression: very easy yet very powerful and widely used machine learning technique. We will talk about Naive Bayes classification and tree based algorithms such as decision trees and random forests. These are more sophisticated algorithms, sometimes works sometimes not. The last chapters will be about SVM and Neural Networks: the most important approaches in machine learning.
    What are the requirements?

    Basic python

    What am I going to get from this course?

    Over 42 lectures and 4.5 hours of content!
    Solving regression problems
    Solving classification problems
    Using neural networks
    The most up to date machine learning techniques used by firms such as Google or Facebook

    What is the target audience?

    This course is meant for newbies who are not familiar with machine learning or students looking for a quick refresher
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