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Introduction to Trading, Machine Learning & GCP

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Course Features

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Duration

9 hours

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Delivery Method

Online

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Available on

Limited Access

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Accessibility

Desktop, Laptop

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Language

English

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Subtitles

English

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Level

Intermediate

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Teaching Type

Self Paced

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Video Content

9 hours

Course Description

This course will cover the fundamentals of trading, including concepts such as trend, volatility, and return. This course will help you identify the profit source, structure, and profitability of basic quantitative strategies. This course will explain how the model generalizes and the differences between regression and forecasting. It also explains the steps needed to create backtesters that can be used for implementation and development. This course will teach you how to use Google Cloud Platform to create machine learning models in Jupyter Notebooks.

This course requires advanced Python programming skills as well as knowledge of relevant libraries for machine-learning such Scikit-Learn or StatsModels. Experience with SQL is strongly recommended. It is highly recommended that you have a background in statistics (expected values, standard deviations, Gaussian distributions, higher moments, probabilities and linear regressions), as well as foundational knowledge of financial markets (equities, bonds, derivatives, market structure, hedging).

Course Overview

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International Faculty

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Case Based Learning

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Post Course Interactions

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Case Studies,Hands-On Training,Instructor-Moderated Discussions

Skills You Will Gain

What You Will Learn

Define quantitative trading and the main types of quantitative trading strategies

Understand the application of machine learning to financial use cases

Understand the basic steps in exchange arbitrage, statistical arbitrage, and index arbitrage

Understand the fundamentals of trading, including the concepts of trend, returns, stop-loss, and volatility

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