Deep Learning for Finance: Creating Machine & Deep Learning Models for Trading in Python
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(as of Nov 25,2024 16:54:35 UTC – Details)
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Publisher : O’Reilly Media; 1st edition (February 13, 2024)
Language : English
Paperback : 359 pages
ISBN-10 : 1098148398
ISBN-13 : 978-1098148393
Item Weight : 1.27 pounds
Dimensions : 7 x 0.75 x 9.19 inches
Deep learning has revolutionized the field of finance by enabling traders to develop complex models that can analyze vast amounts of data and make more accurate predictions. In this post, we will explore how to create machine and deep learning models for trading in Python.
First, we will discuss the importance of deep learning in finance and how it can be used to analyze market trends, predict stock prices, and optimize trading strategies. We will then walk through the process of building a machine learning model using popular Python libraries such as NumPy, Pandas, and Scikit-learn.
Next, we will delve into the world of deep learning and explore how to build a neural network for trading using TensorFlow and Keras. We will cover topics such as data preprocessing, model training, and evaluating model performance.
Finally, we will discuss advanced techniques for enhancing the performance of our models, such as hyperparameter tuning, ensemble learning, and reinforcement learning.
By the end of this post, you will have a solid understanding of how to leverage machine and deep learning techniques to create powerful trading models in Python. Whether you are a seasoned trader looking to enhance your strategies or a newcomer interested in the intersection of finance and technology, this post will provide you with the tools and knowledge to succeed in the world of algorithmic trading.
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