
Algorithms and Data Structures for Massive Datasets
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Narrated by:
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Mark Thomas
About this listen
Massive modern datasets make traditional data structures and algorithms grind to a halt. This fun and practical guide introduces cutting-edge techniques that can reliably handle even the largest distributed datasets.
In Algorithms and Data Structures for Massive Datasets you will learn:
- Probabilistic sketching data structures for practical problems
- Choosing the right database engine for your application
- Evaluating and designing efficient on-disk data structures and algorithms
- Understanding the algorithmic trade-offs involved in massive-scale systems
- Deriving basic statistics from streaming data
- Correctly sampling streaming data
- Computing percentiles with limited space resources
Algorithms and Data Structures for Massive Datasets reveals a toolbox of new methods that are perfect for handling modern big data applications. You’ll explore the novel data structures and algorithms that underpin Google, Facebook, and other enterprise applications that work with truly massive amounts of data. These effective techniques can be applied to any discipline, from finance to text analysis. Graphics and hands-on industry examples make complex ideas practical to implement in your projects—and there’s no mathematical proofs to puzzle over. Work through this one-of-a-kind guide, and you’ll find the sweet spot of saving space without sacrificing your data’s accuracy. Examples are in Python, R, and pseudocode.
About the technology
Standard algorithms and data structures may become slow—or fail altogether—when applied to large distributed datasets. Choosing algorithms designed for big data saves time, increases accuracy, and reduces processing cost.
About the authors
Dzejla Medjedovic earned her PhD in the Applied Algorithms Lab at Stony Brook University, New York. Emin Tahirovic earned his PhD in biostatistics from University of Pennsylvania. Illustrator Ines Dedovic earned her PhD at the Institute for Imaging and Computer Vision at RWTH Aachen University, Germany.
PLEASE NOTE: When you purchase this title, the accompanying PDF will be available in your Audible Library along with the audio.
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Story
In Build a Large Language Model (from Scratch) bestselling author Sebastian Raschka guides you step by step through creating your own LLM. Each stage is explained with clear text, diagrams, and examples. You’ll go from the initial design and creation, to pretraining on a general corpus, and on to fine-tuning for specific tasks.
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Hard to follow when every other sentence “see code”. Some books don’t convey well in audio
- By Michael Little on 03-13-25
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Modern Software Engineering
- Doing What Works to Build Better Software Faster
- By: David Farley
- Narrated by: Amy Gordon
- Length: 9 hrs and 37 mins
- Unabridged
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In Modern Software Engineering, continuous delivery pioneer David Farley helps software professionals think about their work more effectively, manage it more successfully, and genuinely improve the quality of their applications, their lives, and the lives of their colleagues.
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Could have been a 1-page bulleted list
- By Elle7se on 12-30-22
By: David Farley
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Designing Data-Intensive Applications
- The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
- By: Martin Kleppmann
- Narrated by: Benjamin Lange
- Length: 20 hrs and 56 mins
- Unabridged
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Author Martin Kleppmann helps you navigate the diverse data landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications.
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Must read for senior+ software engineers
- By Navid v on 05-29-21
By: Martin Kleppmann
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Natural Language Processing in Action: Understanding, Analyzing, and Generating Text with Python
- By: Hobson Lane, Hannes Hapke, Cole Howard
- Narrated by: Mark Thomas
- Length: 18 hrs and 29 mins
- Unabridged
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Natural Language Processing in Action is your guide to building machines that can read and interpret human language. In it, you'll use readily available Python packages to capture the meaning in text and react accordingly. The book expands traditional NLP approaches to include neural networks, modern deep learning algorithms, and generative techniques as you tackle real-world problems like extracting dates and names, composing text, and answering free-form questions.
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Don't Waste Your Money on the Audio Version
- By wayne kurtz on 12-11-23
By: Hobson Lane, and others