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Real-World Machine Learning
- Narrated by: Lisa Farina
- Length: 7 hrs
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Publisher's summary
Real-World Machine Learning will teach you the concepts and techniques you need to be a successful machine learning practitioner without overdosing you on abstract theory and complex mathematics. By working through immediately relevant examples in Python, you'll build skills in data acquisition and modeling, classification, and regression. You'll also explore the most important tasks like model validation, optimization, scalability, and real-time streaming. When you're done, you'll be ready to successfully build, deploy, and maintain your own powerful ML systems.
Machine learning systems help you find valuable insights and patterns in data, which you'd never recognize with traditional methods. In the real world, ML techniques give you a way to identify trends, forecast behavior, and make fact-based recommendations. It's a hot and growing field, and up-to-speed ML developers are in demand.
What's inside:
- Predicting future behavior
- Performance evaluation and optimization
- Analyzing sentiment and making recommendations
No prior machine learning experience assumed, but you should know Python.
Henrik Brink, Joseph Richards, and Mark Fetherolf are experienced data scientists engaged in the daily practice of machine learning.
Table of Contents:
The Machine-Learning Workflow
- 1. What is machine learning?
- 2. Real-world data
- 3. Modeling and prediction
- 4. Model evaluation and optimization
- 5. Basic feature engineering PRACTICAL APPLICATION
- 6. Example: NYC taxi data
- 7. Advanced feature engineering
- 8. Advanced NLP example: movie review sentiment
- 9. Scaling machine-learning workflows
- 10. Example: digital display advertising
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- By: Gretchen Bakke
- Narrated by: Emily Caudwell
- Length: 11 hrs and 8 mins
- Unabridged
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The grid is an accident of history and of culture, in no way intrinsic to how we produce, deliver and consume electrical power. Yet this is the system the United States ended up with, a jerry-built structure now so rickety and near collapse that a strong wind or a hot day can bring it to a grinding halt. The grid is now under threat from a new source: renewable and variable energy, which puts stress on its logics as much as its components.
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A disappointment
- By Ronald on 09-24-16
By: Gretchen Bakke
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This Is Not a Game with Marc Fennell
- By: Marc Fennell
- Narrated by: Marc Fennell
- Length: 3 hrs and 19 mins
- Unabridged
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This Is Not a Game is the extraordinary untold story of the internet’s first conspiracy theory, the legend of Ong’s Hat. Marc Fennell will dive deep into a previously unexplored world of tech hippies, eccentric web subcultures and simmering paranoia, uncovering how this tongue-in-cheek artistic experiment backfired on its creator and went on to influence much of what’s wrong with the internet today.
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WOW!
- By pondo on 05-09-24
By: Marc Fennell
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Early True Believers
- The Untold Story of Silicon Alley
- By: Vanessa Grigoriadis, Adam Fisher
- Narrated by: Vanessa Grigoriadis
- Length: 4 hrs and 23 mins
- Original Recording
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Early True Believers: The Untold Story of Silicon Alley is a 1990s saga of ambition and innovation set in Manhattan’s Silicon Alley, a swath of downtown that served as New York City’s nerve center of tech entrepreneurship. The series features the stories of a forgotten cohort of early internet visionaries, countercultural social networks, the digital gold rush, and the lavish events that came with it, including one held in an underground Tribeca bunker that abruptly ended in a police raid—a harbinger of the upheaval to come.
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What I Never Knew
- By Charlotte Lovegrove on 08-15-24
By: Vanessa Grigoriadis, and others
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Social Media Marketing Workbook: 2024 Edition - How to Use Social Media for Business
- By: Jason McDonald PhD
- Narrated by: Michael Goodrick
- Length: 14 hrs and 37 mins
- Unabridged
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Learn social media marketing in plain English—step by step! Buy the workbook used at Stanford Continuing Studies to teach social media marketing for business. The 2023 updated edition—all info verified and a new chapter on TikTok, plus revisions on LinkedIn, Facebook, and other major platforms....
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Great SM Reference
- By Anne on 12-31-18
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Doom Guy
- Life in First Person
- By: John Romero
- Narrated by: John Romero
- Length: 17 hrs and 4 mins
- Unabridged
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Doom Guy: Life in First Person is the long-awaited autobiography of gaming’s original rock star and the cocreator of DOOM, Quake, and Wolfenstein—some of the most recognizable and important titles in video game history. Credited with the invention of the first-person shooter, a genre that continues to dominate the market today, he is gaming royalty. Told in remarkable detail, a byproduct of his hyperthymesia, Romero recounts his storied career.
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Intimate stories of gaming history in First Person
- By Emyli on 07-28-23
By: John Romero
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Glow Kids
- How Screen Addiction Is Hijacking Our Kids - and How to Break the Trance
- By: Nicholas Kardaras PhD
- Narrated by: Jonathan Davis
- Length: 11 hrs and 5 mins
- Unabridged
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In Glow Kids, Dr. Nicholas Kardaras will examine how technology - more specifically, age-inappropriate screen tech, with all of its glowing ubiquity - has profoundly affected the brains of an entire generation. Brain imaging research is showing that stimulating glowing screens are as dopaminergic (dopamine activating) to the brain’s pleasure center as sex. And a growing mountain of clinical research correlates screen tech with disorders like ADHD, addiction, anxiety, depression, increased aggression, and even psychosis.
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Fear Mongering - a modern day Mazes and Monsters
- By Veronica on 11-03-20
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Algorithms of Oppression
- How Search Engines Reinforce Racism
- By: Safiya Umoja Noble
- Narrated by: Shayna Small
- Length: 6 hrs and 21 mins
- Unabridged
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Run a Google search for “black girls” - what will you find? “Big Booty” and other sexually explicit terms are likely to come up as top search terms. But, if you type in “white girls”, the results are radically different. The suggested porn sites and un-moderated discussions about “why black women are so sassy” or “why black women are so angry” presents a disturbing portrait of black womanhood in modern society. In Algorithms of Oppression, Safiya Umoja Noble challenges the idea that search engines like Google offer an equal playing field for all forms of ideas, identities, and activities.
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Read this book. Tell everyone you know about it.
- By Joshua Daniel-Wariya on 06-06-19
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Super Pumped
- The Battle for Uber
- By: Mike Isaac
- Narrated by: Holter Graham, Mike Isaac
- Length: 12 hrs and 52 mins
- Unabridged
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A New York Times technology correspondent presents the dramatic rise and fall of Uber, set against the rapid upheaval in Silicon Valley during the mobile era. Based on hundreds of interviews with current and former Uber employees, along with previously unpublished documents, Super Pumped is a pause-resisting story of ambition and deception, obscene wealth, and bad behavior, that explores how blistering technological and financial innovation culminated in one of the most catastrophic 12-month periods in American corporate history.
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A forced narrative and a bad version of Bad Blood
- By Benji on 09-09-19
By: Mike Isaac
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Prediction Machines
- The Simple Economics of Artificial Intelligence
- By: Ajay Agrawal, Joshua Gans, Avi Goldfarb
- Narrated by: LJ Ganser
- Length: 7 hrs and 50 mins
- Unabridged
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Artificial intelligence does the seemingly impossible - driving cars, trading stocks, and teaching children. But facing the sea change that AI will bring can be paralyzing. How should companies set strategies, governments design policies, and people plan their lives for a world so different from what we know? In Prediction Machines, three eminent economists recast the rise of AI as a drop in the cost of prediction. With this single, masterful stroke, they lift the curtain on the AI-is-magic hype and show how basic tools from economics provide clarity about the AI revolution and a basis for action by CEOs, managers, policy makers, investors, and entrepreneurs.
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Not sure what I was expecting, but underwhelmed
- By William J Brown on 09-27-18
By: Ajay Agrawal, and others
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Human + Machine
- Reimagining Work in the Age of AI
- By: Paul R. Daugherty, H. James Wilson
- Narrated by: Jamie Renell
- Length: 5 hrs and 55 mins
- Unabridged
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Look around you. Artificial intelligence is no longer just a futuristic notion. It's here right now - in software that senses what we need, supply chains that "think" in real time, and robots that respond to changes in their environment. Twenty-first-century pioneer companies are already using AI to innovate and grow fast. The bottom line is this: Businesses that understand how to harness AI can surge ahead. Those that neglect it will fall behind. Which side are you on?
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A golf course book
- By C. Surdak on 07-30-18
By: Paul R. Daugherty, and others
What listeners say about Real-World Machine Learning
Average customer ratingsReviews - Please select the tabs below to change the source of reviews.
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- max m
- 03-13-21
Full of mistakes
Terrible as an audiobook, major mistakes all over. They skip the equations entirely and don’t make distinctions verbally that would have been visible in the text. Shame.
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