Python Machine Learning Projects

Python Machine Learning Projects
Python Machine Learning Projects

English | 2016 | MP4 | AVC 1280×720 | AAC 48KHz 2ch | 3 Hours | 605 MB
eLearning | Skill level: All Levels

part 1 part 1
part 2 part 2

Get up-and-running via Machine Learning with Python’s insightful projects

Machine learning gives you unimaginably powerful insights into data. Today, implementations of machine learning have been adopted throughout Industry and its concepts are numerous. This video is a unique blend of projects that teach you what Machine Learning is all about and how you can implement machine learning concepts in practice. Six different independent projects will help you master machine learning in Python. The video will cover concepts such as classification, regression, clustering, and more, all the while working with different kinds of databases. By the end of the course, you will have learned to apply various machine learning algorithms and will have mastered Python’s packages and libraries to facilitate computation. You will be able to implement your own machine learning models after taking this course.

What You Will Learn

  • Explore and use Python’s impressive machine learning ecosystem
  • Successfully evaluate and apply the most effective models to problems
  • Learn the fundamentals of NLP—and put them into practice
  • Visualize data for maximum impact and clarity
  • Deploy machine learning models using third-party APIs
  • Get to grips with feature engineering
+ Table of Contents

1 Build an App to Find Cheap Airfares
Parsing the DOM to Extract Pricing Data – Python Machine Learning Projects
Putting It All Together – Python Machine Learning Projects
Retrieving the Fare Data with Advanced Web Scraping Techniques – Python Machine Learning Projects
Sending Real-Time Alerts Using IFTTT – Python Machine Learning Projects
Sourcing Airfare Pricing Data – Python Machine Learning Projects
The Course Overview – Python Machine Learning Projects

2 Forecast the IPO Market Using Logistic Regression
Binary Classification – Python Machine Learning Projects
Feature Engineering – Python Machine Learning Projects
Feature Importance – Python Machine Learning Projects
The IPO Market – Python Machine Learning Projects

3 Create a Custom Newsfeed
Creating a Supervised Training Set with the Pocket App – Python Machine Learning Projects
IFTTT Integration with Feeds, Google Sheets, and E-mail – Python Machine Learning Projects
Natural Language Processing Basics – Python Machine Learning Projects
Setting Up Your Daily Personal Newsletter – Python Machine Learning Projects
Support Vector Machines – Python Machine Learning Projects
Using the embed.ly API to Download Story Bodies – Python Machine Learning Projects

4 Forecasting the Stock Market with Machine Learning
Building a Model and Evaluating Its Performance – Python Machine Learning Projects
Developing a Trading Strategy – Python Machine Learning Projects
Modeling with Dynamic Time Warping – Python Machine Learning Projects
What Does Research Tell Us about the Stock Market- – Python Machine Learning Projects

5 Build an Image Similarity Engine
Building an Image Similarity Engine – Python Machine Learning Projects
Finding Similar Images – Python Machine Learning Projects
Machine Learning on Images – Python Machine Learning Projects
Working with Images – Python Machine Learning Projects

6 Building a Chatbot
Building a Chatbot – Python Machine Learning Projects
The Design of Chatbots – Python Machine Learning Projects