Overview of Advanced Methods of Reinforcement Learning in Finance (Coursera)

Overview of Advanced Methods of Reinforcement Learning in Finance (Coursera)

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Descripción de “Overview of Advanced Methods of Reinforcement Learning in Finance (Coursera)”

In the last course of our specialization, Overview of Advanced Methods of Reinforcement Learning in Finance, we will take a deeper look into topics discussed in our third course, Reinforcement Learning in Finance.

In particular, we will talk about links between Reinforcement Learning, option pricing and physics, implications of Inverse Reinforcement Learning for modeling market impact and price dynamics, and perception-action cycles in Reinforcement Learning. Finally, we will overview trending and potential applications of Reinforcement Learning for high-frequency trading, cryptocurrencies, peer-to-peer lending, and more.

After taking this course, students will be able to

– explain fundamental concepts of finance such as market equilibrium, no arbitrage, predictability,

– discuss market modeling,

– Apply the methods of Reinforcement Learning to high-frequency trading, credit risk peer-to-peer lending, and cryptocurrencies trading.

Course 4 of 4 in the Machine Learning and Reinforcement Learning in Finance Specialization.

Syllabus

WEEK 1: Black-Scholes-Merton model, Physics and Reinforcement Learning

WEEK 2: Reinforcement Learning for Optimal Trading and Market Modeling

WEEK 3: Perception – Beyond Reinforcement Learning

WEEK 4: Other Applications of Reinforcement Learning: P-2-P Lending, Cryptocurrency, etc.

Especificaciones: Overview of Advanced Methods of Reinforcement Learning in Finance (Coursera)

Curso ofrecido por
Disponibilidad

✔ Disponible

Plataforma

Universidad

Impartido por

Igor Halperin

País

USA

Nivel, duración y fechas
Nivel

Avanzado

Fecha

04/05/2020

Duración

4 semanas

Tiempo necesario

4-5 horas/semana

Idioma del curso
Idioma vehicular

Inglés

Subtítulos

Inglés

Exámenes y Certificados
Certificados

Certificado de Pago

Exámenes/Proyectos

Con Examen/Proyecto Final de pago

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Overview of Advanced Methods of Reinforcement Learning in Finance (Coursera)
Overview of Advanced Methods of Reinforcement Learning in Finance (Coursera)

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