Hands-On Markov Models with Python
Implement probabilistic models for learning complex data sequences using the Python ecosystem
| Price | $34.99 - $44.20
|
| Rating |   |
| Authors | Ankur Ankan, Abinash Panda |
| Publisher | Packt Publishing |
| Published | 2018 |
| Pages | 178 |
| Language | English |
| Format | Paper book / ebook (PDF) |
| ISBN-10 | 1788625447 |
| ISBN-13 | 9781788625449 |
Hidden Markov Model (HMM) is a statistical model based on the Markov chain concept. Hands-On Markov Models with Python helps you get to grips with HMMs and different inference algorithms by working on real-world problems. The hands-on examples explored in the book help you simplify the process flow in machine learning by using Markov model concepts, thereby making it accessible to everyone.
Once you've covered the basic concepts of Markov chains, you'll get insights into Markov processes, models, and types with the help of practical examples. After grasping these fundamentals, you'll move on to learning about the different algorithms used in inferences and applying them in state and parameter inference. In addition to this, you'll explore the Bayesian approach of inference and learn how to apply it in HMMs.
In further chapters, you'll discover how to use HMMs in time series analysis and natural language processing (NLP) using Python. You'll also learn to apply HMM to image processing using 2D-HMM to segment images. Finally, you'll understand how to apply HMM for reinforcement learning (RL) with the help of Q-Learning, and use this technique for single-stock and multi-stock algorithmic trading.
By the end of this book, you will have grasped how to build your own Markov and hidden Markov models on complex datasets in order to apply them to projects.
- Ankur Ankan (2 books)
- Abinash Panda (2 books)
4 5 1
Similar Books
Hands-On Bitcoin Programming with Python
by Harish Kumar Garg
Bitcoin is a cryptocurrency that's changing the face of online payments. Hands-On Bitcoin Programming with Python teaches you to build software applications for mining and creating Bitcoins using Python.This book starts with the basics of both Bitcoin and blockchain and gives you an overview of these inherent concepts by showing you ...
Price: $24.99 | Publisher: Packt Publishing | Release: 2018
Hands-on Machine Learning with Python
by Ashwin Pajankar, Aditya Joshi
Here is the perfect comprehensive guide for readers with basic to intermediate level knowledge of machine learning and deep learning. It introduces tools such as NumPy for numerical processing, Pandas for panel data analysis, Matplotlib for visualization, Scikit-learn for machine learning, and Pytorch for deep learning with Python. It als...
Price: $38.06 | Publisher: Apress | Release: 2022
Hands-On GPU Programming with Python and CUDA
by Dr. Brian Tuomanen
Hands-On GPU Programming with Python and CUDA hits the ground running: you'll start by learning how to apply Amdahl's Law, use a code profiler to identify bottlenecks in your Python code, and set up an appropriate GPU programming environment. You'll then see how to "query" the GPU's features and copy arrays o...
Price: $44.99 | Publisher: Packt Publishing | Release: 2018
Hands-On Machine Learning with Azure
by Thomas K Abraham, Parashar Shah, Jen Stirrup, Lauri Lehman, Anindita Basak
Implementing Machine learning (ML) and Artificial Intelligence (AI) in the cloud had not been possible earlier due to the lack of processing power and storage. However, Azure has created ML and AI services that are easy to implement in the cloud. Hands-On Machine Learning with Azure teaches you how to perform advanced ML projects in the c...
Price: $36.50 | Publisher: Packt Publishing | Release: 2018
Hands-On Transfer Learning with Python
by Dipanjan Sarkar, Raghav Bali, Tamoghna Ghosh
Transfer learning is a machine learning (ML) technique where knowledge gained during training a set of problems can be used to solve other similar problems.The purpose of this book is two-fold; firstly, we focus on detailed coverage of deep learning (DL) and transfer learning, comparing and contrasting the two with easy-to-follow concepts...
Price: $44.99 | Publisher: Packt Publishing | Release: 2018
Hands-On MQTT Programming with Python
by Gaston C. Hillar
MQTT is a lightweight messaging protocol for small sensors and mobile devices. This book explores the features of the latest versions of MQTT for IoT and M2M communications, how to use them with Python 3, and allow you to interact with sensors and actuators using Python.The book begins with the specific vocabulary of MQTT and its working ...
Price: $38.99 | Publisher: Packt Publishing | Release: 2018
Hands-On Reactive Programming with Python
by Romain Picard
Reactive programming is central to many concurrent systems, but it's famous for its steep learning curve, which makes most developers feel like they're hitting a wall. With this book, you will get to grips with reactive programming by steadily exploring various conceptsThis hands-on guide gets you started with Reactive Programmi...
Price: $44.99 | Publisher: Packt Publishing | Release: 2018
Hands-On Financial Modeling with Excel for Microsoft 365, 2nd Edition
by Shmuel Oluwa
Financial modeling is a core skill required by anyone who wants to build a career in finance. Hands-On Financial Modeling with Excel for Microsoft 365 explores financial modeling terminologies with the help of Excel.Starting with the key concepts of Excel, such as formulas and functions, this updated second edition will help you to learn ...
Price: $44.99 | Publisher: Packt Publishing | Release: 2022