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Algoritmos de negociación basados en machine learning​

Sergio Cabrales

Este curso brinda una introducción a los mercados de capital, la formación de precios, el retorno, la volatilidad, los principios del análisis técnico de activos financieros, algoritmos de negociación basados en modelos de clasificación de machine learning, y sus aplicaciones a estrategias de inversión activas de corto plazo.

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Este curso brinda una introducción a los mercados de capital, la formación de precios, el retorno, la volatilidad, los principios del análisis técnico de activos financieros, algoritmos de negociación basados en modelos de clasificación de machine learning, y sus aplicaciones a estrategias de inversión activas de corto plazo.

Este curso está dirigido a personas interesadas en soportar la toma de decisiones de inversión de activos financieros en el mercado de capitales basados en herramientas de analítica. Este curso no requiere de la instalación de ningún programa externo en un equipo local. Todas las herramientas digitales son provistas por la plataforma.

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What's inside

Syllabus

Mercados Financieros
Bienvenido al primer módulo del curso algoritmos de negociación basados en machine learning. En este módulo comprenderemos el funcionamiento de los mercados financieros, identificaremos cuáles son las principales decisiones de inversión, entenderemos cómo se forman los precios en los mercados financieros, y estimaremos la rentabilidad y la volatilidad de un activo financiero.
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Análisis técnico
Bienvenidos al segundo módulo del curso de algoritmos de negociación basados en machine learning. En este módulo entenderemos que es el análisis técnico, para que se utiliza y su relevancia en el mercado financiero; conoceremos que son las Velas Japonesas y como se utilizan; y analizaremos las medias móviles simples, medias móviles exponenciales, bandas bollinger y principales osciladores.
Negociación en el mercado financiero
Bienvenido al tercer módulo del curso algoritmos de negociación basados en machine learning. En este módulo se identifican las reglas básicas de negociación de activos financieros basados en análisis técnico, y aplicar dichas reglas de negociación de activos financieros en casos reales del mercado financiero.
Estrategias de negociación basada en modelos de machine learning
Bienvenido al cuarto módulo del curso algoritmos de negociación basados en machine learning. En este módulo se identifican los principales modelos de machine learning, se aplican modelos de machine learning de clasificación como eje de los algoritmos de negociación de activos financieros y, por último, se estiman las principales medidas de desempeño de los algoritmos de trading.

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Curso introductorio a los mercados de capital, formación de precios, retorno, volatilidad y análisis técnico
Proporciona una base para la toma de decisiones de inversión basadas en herramientas de analítica
Incluye algoritmos de negociación basados en modelos de clasificación de machine learning
No requiere instalación de programas externos, ya que todas las herramientas digitales son provistas por la plataforma
Está dirigido a personas con interés en soportar la toma de decisiones de inversión de activos financieros en el mercado de capitales

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Career center

Learners who complete Algoritmos de negociación basados en machine learning​ will develop knowledge and skills that may be useful to these careers:
Machine Learning Engineer
This course, Algoritmos de negociación basados en machine learning, provides a solid foundation for a Machine Learning Engineer who specializes in the field of financial investing. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This course can help you develop the skills you need to succeed as a Machine Learning Engineer in the financial industry.
Quantitative Analyst
This course, Algoritmos de negociación basados en machine learning, can be useful for Quantitative Analysts who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Quantitative Analyst in the financial industry.
Actuary
This course, Algoritmos de negociación basados en machine learning, may be useful for Actuaries who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as an Actuary in the financial industry.
Investment Banker
This course, Algoritmos de negociación basados en machine learning, may be useful for Investment Bankers who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as an Investment Banker in the financial industry.
Portfolio Manager
This course, Algoritmos de negociación basados en machine learning, may be useful for Portfolio Managers who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Portfolio Manager in the financial industry.
Risk Manager
This course, Algoritmos de negociación basados en machine learning, may be useful for Risk Managers who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Risk Manager in the financial industry.
Financial Planner
This course, Algoritmos de negociación basados en machine learning, may be useful for Financial Planners who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Financial Planner in the financial industry.
Venture Capitalist
This course, Algoritmos de negociación basados en machine learning, may be useful for Venture Capitalists who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Venture Capitalist in the financial industry.
Economist
This course, Algoritmos de negociación basados en machine learning, may be useful for Economists who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as an Economist in the financial industry.
Investment Analyst
This course, Algoritmos de negociación basados en machine learning, may be useful for Investment Analysts who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as an Investment Analyst in the financial industry.
Trader
This course, Algoritmos de negociación basados en machine learning, may be useful for Traders who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Trader in the financial industry.
Hedge Fund Manager
This course, Algoritmos de negociación basados en machine learning, may be useful for Hedge Fund Managers who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Hedge Fund Manager in the financial industry.
Data Scientist
This course, Algoritmos de negociación basados en machine learning, may be useful for Data Scientists who want to specialize in the field of financial investing. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Data Scientist in the financial industry.
Private Equity Investor
This course, Algoritmos de negociación basados en machine learning, may be useful for Private Equity Investors who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Private Equity Investor in the financial industry.
Financial Analyst
This course, Algoritmos de negociación basados en machine learning, may be useful for Financial Analysts who want to develop a specialization in algorithmic trading. The course covers the basics of machine learning, including supervised learning algorithms, feature engineering, and model evaluation. It also provides an overview of the financial markets and how machine learning can be used to develop trading strategies. This knowledge can help you succeed as a Financial Analyst in the financial industry.

Reading list

We've selected nine books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Algoritmos de negociación basados en machine learning​.
Esta obra ofrece una visión avanzada del uso del aprendizaje automático en las finanzas, proporcionando una comprensión más profunda de los algoritmos de negociación basados en el aprendizaje automático cubiertos en el curso.
Este libro ofrece una visión práctica de las estrategias de trading algorítmico, proporcionando información sobre el desarrollo y la implementación de algoritmos.
Este libro proporciona una guía detallada sobre el uso de Python para el trading algorítmico, lo que resulta útil para los estudiantes que deseen implementar los algoritmos discutidos en el curso utilizando Python.
Este libro ofrece una visión rigurosa de los principios teóricos que sustentan la inversión, proporcionando una base conceptual para las estrategias de inversión discutidas en el curso.
Este libro ofrece una introducción integral a los conceptos y técnicas básicas del trading algorítmico, sentando una base sólida para los contenidos cubiertos en el curso.
Esta obra proporciona una comprensión avanzada del uso del aprendizaje automático en la gestión del riesgo financiero, lo que amplía los conceptos tratados en el curso.
Este libro proporciona una visión integral de la microestructura del mercado, incluyendo el funcionamiento de los mercados financieros y las estrategias de negociación, lo que complementa los contenidos del curso.
Esta obra proporciona una base matemática sólida para el aprendizaje automático, lo que resulta beneficioso para los estudiantes que deseen comprender los fundamentos matemáticos subyacentes a los algoritmos cubiertos en el curso.
Este libro clásico sobre análisis técnico proporciona una base sólida para comprender las técnicas y patrones utilizados en el módulo de análisis técnico del curso.

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