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[FreeCoursesOnline.Me] [Packt] Machine Learning For Algorithmic Trading Bots With Python [FCO]
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By : Mustafa Qamar-ud-Din Released : Thursday, February 28, 2019 [NEW RELEASE] Torrent Contains : 33 Files, 7 Folders Course Source : https://www.packtpub.com/application-development/machine-learning-algorithmic-trading-bots-python-video
Introducing the study of machine learning and algorithmic trading for financial practitioners
Video Details
ISBN 9781789951165 Course Length 4 hours 50 minutes
Table of Contents
• BUILDING YOUR FIRST TRADING BOT • DESIGN A MACHINE LEARNING MODEL • BUILD A TRADING ALGORITHM • DESIGN ADVANCED MACHINE LEARNING MODEL • BUILD ADVANCED TRADING ALGORITHM • MODEL AND STRATEGY EVALUATION
Video Description
Have you ever wondered how the Stock Market, Forex, Cryptocurrency and Online Trading works? Have you ever wanted to become a rich trader having your computers work and make money for you while you’re away for a trip in the Maldives? Ever wanted to land a decent job in a brokerage, bank, or any other prestigious financial institution?We have compiled this course for you in order to seize your moment and land your dream job in financial sector. This course covers the advances in the techniques developed for algorithmic trading and financial analysis based on the recent breakthroughs in machine learning. We leverage the classic techniques widely used and applied by financial data scientists to equip you with the necessary concepts and modern tools to reach a common ground with financial professionals and conquer your next interview.By the end of the course, you will gain a solid understanding of financial terminology and methodology and a hands-on experience in designing and building financial machine learning models. You will be able to evaluate and validate different algorithmic trading strategies. We have a dedicated section to backtesting which is the holy grail of algorithmic trading and is an essential key to successful deployment of reliable algorithms.
The code bundle for this video course is available at - https://github.com/PacktPublishing/Machine-Learning-for-Algorithmic-Trading-Bots-with-Python
Style and Approach
Algorithmic trading in practise is a very complex process and it requires data engineering, strategies design, and models evaluation. This course covers every single step in the process from a practical point of view with vivid explanation of the theory behind. The concepts and theories are explained with the aid of illustrations, diagrams and charts whenever possible to make it easier to grasp. The coding parts are explained line by line with clear reasoning why everything is done the way it is.
What You Will Learn
• You will learn about financial terminology and methodology and how to apply them • Get hands-on financial data structures and financial machine learning • Understand complex financial terminology and methodology in simple ways • Ensemble models and cross-validation for financial applications • Backtesting for models and strategies evaluation and validation • Apply your skills to real world cryptocurrency trading such as BitCoin and Ethereum • Putting machine learning into real world problems and derive solutions
Authors
Mustafa Qamar-ud-Din
Mustafa Qamar-ud-Din is a machine learning engineer with over 10 years of experience in the software development industry. He is a specialist in image processing, machine learning and deep learning. He worked with many startups and understands the dynamics of agile methodologies and the challenges they face on a day to day basis. He is also quite aware of the professional skills which the recruiters are looking for when making hiring decisions.
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FILE LIST
Filename
Size
01.Building Your First Trading Bot/0101.The Course Overview.mp4
40.1 MB
01.Building Your First Trading Bot/0102.Introduction to Financial Machine Learning and Algorithmic Trading.mp4
31.3 MB
01.Building Your First Trading Bot/0103.Setting up the Environment.mp4
28.8 MB
01.Building Your First Trading Bot/0104.Project Skeleton Overview.mp4
21 MB
01.Building Your First Trading Bot/0105.Fetching and Understanding the Dataset.mp4
68.3 MB
01.Building Your First Trading Bot/0106.Build the Conventional Buy and Hold Strategy.mp4
24.8 MB
01.Building Your First Trading Bot/0107.Evaluate the Strategy’s Performance.mp4
35.2 MB
02.Design a Machine Learning Model/0201.Intuition behind Random Forests Algorithm.mp4
33.1 MB
02.Design a Machine Learning Model/0202.Build and Implement Random Forests Algorithm.mp4
51.8 MB
02.Design a Machine Learning Model/0203.Plug-in Random Forests Implementation into Your Bot.mp4
21.5 MB
02.Design a Machine Learning Model/0204.Evaluate Random Forest’s Performance.mp4
11.6 MB
03.Build a Trading Algorithm/0301.Introducing Online Algorithms.mp4
14.8 MB
03.Build a Trading Algorithm/0302.Getting Statistical Correlation.mp4
12.3 MB
03.Build a Trading Algorithm/0303.Implement Exploit Correlation Strategy.mp4
57.8 MB
03.Build a Trading Algorithm/0304.Evaluate the Strategy.mp4
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