Bayesian Modeling and Computation in Python (Chapman & Hall/CRC Texts in Statistical Science)
Martin, Osvaldo A.; Kumar, Ravin; Lao, Junpeng
Language: English
Published by Chapman and Hall/CRC, Boca Raton, 2021
Series: Book 92 of 126 - Chapman & Hall/CRC Texts in Statistical Science
- First Edition
- Hardcover
- Used
Seller: Feldman's Books, Menlo Park, CA, U.S.A.Feldman's Books
AbeBooks seller since August 26, 1998
Condition: Used - Fine
£ 58.53
Quantity: 1 available
Add to basketSeller Inventory # 045764
- Title
- Bayesian Modeling and Computation in Python (Chapman & Hall/CRC Texts in Statistical Science)
- Author
- Martin, Osvaldo A.; Kumar, Ravin; Lao, Junpeng
- Publisher
- Chapman and Hall/CRC, Boca Raton
- Publication year
- 2021
- Condition
- Fine
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 036789436X
- ISBN 13
- 9780367894368
- Edition
- 1st Edition
- Series
- Book 92 of 126: Chapman & Hall/CRC Texts in Statistical Science
Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands on approach with PyMC3, Tensorflow Probability, ArviZ and other libraries focusing on the practice of applied statistics with references to the underlying mathematical theory.
The book starts with a refresher of the Bayesian Inference concepts. The second chapter introduces modern methods for Exploratory Analysis of Bayesian Models. With an understanding of these two fundamentals the subsequent chapters talk through various models including linear regressions, splines, time series, Bayesian additive regression trees. The final chapters include Approximate Bayesian Computation, end to end case studies showing how to apply Bayesian modelling in different settings, and a chapter about the internals of probabilistic programming languages. Finally the last chapter serves as a reference for the rest of the book by getting closer into mathematical aspects or by extending the discussion of certain topics.
This book is written by contributors of PyMC3, ArviZ, Bambi, and Tensorflow Probability among other libraries.
"Synopsis" may belong to another edition of this title.
About the Author
Osvaldo A. Martin is a Researcher at IMASL-CONICET in Argentina and the Department of Computer Science from Aalto University in Finland. He has a PhD in biophysics and structural bioinformatics. Over the years he has become increasingly interested in data analysis problems with a Bayesian flavor. He is especially motivated by the development and implementation of software tools for Bayesian statistics and probabilistic modeling.
Ravin Kumar is a Data Scientist at Google and previously worked at SpaceX and sweetgreen among other companies. He has an M.S in Manufacturing Engineering and a B.S in Mechanical Engineering. He found Bayesian statistics to be an excellent tool for modeling organizations and informing strategy. This interest in flexible statistical modeling led to a warm welcoming open source community which he is honored to be a member of now.
Junpeng Lao is a Data Scientist at Google. Prior to that he did his PhD and subsequently worked as a postdoc in Cognitive Neuroscience. He developed a fondness for Bayesian Statistics and generative modeling after working primarily with Bootstrapping and Permutation during his academic life.
"About the title" may belong to another edition of this title.
Feldman's Books
Menlo Park, CA, U.S.A.
AbeBooks seller since August 26, 1998
Shipping rates within U.S.A.
| Item | 5 to 14 business days | 3 to 6 business days |
|---|---|---|
| First item | £ 3.41 | £ 6.06 |
Payment methods
- Bank Draft
- Check
- Money Order
Store description
General Used and Rare Books, specializing in Western Americana, History, Children's Books, Literature, Mathematics and Art. About 50,000 books in stock.
Specialty
Western Americana, Art, Children's Books, Maritime History, Travel, Mathematics, Metaphysics, History, Literature, General and Out-of Print BooksSeller's business information
Feldman's Books
1075 Curtis St.
Menlo Park, CA U.S.A. 94025
Terms of sale
Payment: Visa, MC, Amex, Discover, Paypal, Check, Money Order or
Postal Order/ With Order. We will hold books for 10 days. All books are RETURNABLE. All books are subject to prior sale. WE ACCEPT CREDIT CARDS. (650)326-5300 Mon-Sun 11-6, PST . Feldman's Books, 1170 El Camino Real, Menlo Park, CA, 94025, USA.
Right of withdrawal
If you are a consumer you can withdraw from the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.
Information regarding the right of withdrawal
Statutory right to withdraw
You have the right to withdraw from this contract within 14 days without giving any reason.
The withdrawal period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the last good or the last lot or piece.
To exercise the right of withdrawal, electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". We will communicate to you an acknowledgement of receipt of such a withdrawal on a durable medium (e.g. by e-mail) without delay.
To meet the withdrawal deadline, it is sufficient for you to send your communication concerning your exercise of the right of withdrawal before the withdrawal period has expired.
Effects of withdrawal
If you withdraw from this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).
We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.
We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to withdraw from this contract.
We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.
We may withhold reimbursement until we have received the goods back, or you have supplied evidence of having sent back the goods, whichever is the earliest.
You shall send back the goods or hand them over to Feldman's Books, Menlo Park, California, U.S.A., +1 650 326-5300, without undue delay and in any event not later than 14 days from the day on which you communicate your withdrawal from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.
Exceptions to the right of withdrawal
The right of withdrawal does not apply to:
- The delivery of newspapers, journals or magazines with the exception of subscription contracts; and
- The supply of digital content which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not withdraw once delivery had started.
Shipping terms
Orders usually ship within 2 business days. Shipping costs are based on books weighing 2.2 LB, or 1 KG. If your book order is heavy or oversized, we may contact you to let you know extra shipping is required. Jack Feldman, 1170 El Camino Real, Menlo Park, CA 94025 USA. 650 326-5300. feldmansbooks@hotmail.com