Machine Learning for Economics and Finance in TensorFlow 2 1st edition by Isaiah Hull 9781484263723 1484263723

Machine Learning for Economics and Finance in TensorFlow 2 1st edition by Isaiah Hull – Ebook PDF Instant Download/Delivery:9781484263723,1484263723
Full download Machine Learning for Economics and Finance in TensorFlow 2 1st edition  after payment

Product details:

ISBN 10:1484263723
ISBN 13:9781484263723
Author:Isaiah Hull
Machine learning has taken time to move into the space of academic economics. This is because empirical research in economics is concentrated on the identification of causal relationships in parsimonious statistical models; whereas machine learning is oriented towards prediction and is generally uninterested in either causality or parsimony. That leaves a gap for students, academics, and professionals who lack a standard reference on machine learning for economics and finance.

This book focuses on economic and financial problems with an empirical dimension, where machine learning methods may offer something of value. This includes coverage of a variety of discriminative deep learning models (DNNs, CNNs, LSTMs, and DQNs), generative machine learning models (GANs and VAEs), and tree-based models. It also covers the intersection of empirical methods in economics and machine learning, including regression analysis, natural language processing, and dimensionality reduction.

TensorFlow offers a toolset that can be used to define and solve any graph-based model, including those commonly used in economics. This book is structured to teach through a sequence of complete examples, each framed in terms of a specific economic problem of interest or topic. This simplifies otherwise complicated concepts, enabling the reader to solve workhorse theoretical models in economics and finance using TensorFlow.

What You’ll Learn

• Define, train, and evaluate machine learning models in TensorFlow 2
• Apply fundamental concepts in machine learning, such as deep learning and natural language processing, to economic and financial problems
• Solve theoretical models in economics

Machine Learning for Economics and Finance in TensorFlow 2 1st Table of contents:

1. TensorFlow 2

2. Machine Learning and Economics

3. Regression

4. Trees

5. Image Classification

6. Text Data

7. Time Series

8. Dimensionality Reduction

9. Generative Models

10. Theoretical Models

People also search for Machine Learning for Economics and Finance in TensorFlow 2 1st:

big data and machine learning for economics and finance

machine learning for economics and finance in tensorflow 2

machine learning for economics research when what and how

machine learning for economics rutgers

machine learning for economics and finance

Tags:

Isaiah Hull,Learning,Machine,Economics,Finance