Python Machine Learning By Example - Unlock machine learning best practices with real-world use cases

Yuxi (Hayden) Liu

Summary

The fourth edition of Python Machine Learning By Example is a comprehensive guide for beginners and experienced machine learning practitioners who want to learn more advanced techniques, such as multimodal modeling. Written by experienced machine learning author and ex-Google machine learning engineer Yuxi (Hayden) Liu, this edition emphasizes best practices, providing invaluable insights for machine learning engineers, data scientists, and analysts.

Explore advanced techniques, including two new chapters on natural language processing transformers with BERT and GPT, and multimodal computer vision models with PyTorch and Hugging Face. You’ll learn key modeling techniques using practical examples, such as predicting stock prices and creating an image search engine.

This hands-on machine learning book navigates through complex challenges, bridging the gap between theoretical understanding and practical application. Elevate your machine learning and deep learning expertise, tackle intricate problems, and unlock the potential of advanced techniques in machine learning with this authoritative guide.

Available since: 07/31/2024.

Print length: 526 pages.

Science & Technology

Other books that might interest you

Understanding DeFi - The Roles...

Alexandra Damsker

Decentralized finance (DeFi) is a rapidly growing field in fintech, having grown from $700 million to $100 billion over the past three years alone. But the lack of reliable information makes this area both risky and murky. In this practical book, experienced securities attorney Alexandra Damsker explains DeFi's role in both blockchain and finance. 
 
 
 
Ideal for developers looking to build decentralized applications (DApps), this book compares DeFi to traditional bank-led fintech and explains why DeFi is exploding in interest and popularity. You'll explore the growing array of DApps and platforms in various categories, including their benefits and drawbacks, and learn how DeFi tools work together from the perspective of both users and developers. 
 
 
 
With this book, you will learn how DeFi fits into the blockchain and fintech worlds; understand why it's important to move beyond the banking system; explore the tools for building a useful, functional DeFi application; and learn the risks, benefits, regulatory concerns, and unresolved issues in this nascent and fast-growing industry. You'll also see which technologies are well-positioned to be incorporated into DeFi blockchains in the near future and assess your own risk level to determine which strategies are most appropriate.

Show book

Kidney Cancer & You: Metastatic...

Kidney Cancer UK

Welcome to Kidney Cancer UK’s Kidney Cancer & You audiobook 2: Advanced Metastatic
Kidney Cancer – Treatments
This audiobook is written by Kidney Cancer UK, is narrated by Ian Brannan, and was made
possible through a grant from Bristol Myers Squibb. All editorial control has been retained
by Kidney Cancer UK. A downloadable version is available on our website at kcuk.org.uk.
This audiobook is produced to help you understand kidney cancer and the journey you are
on. We hope this audiobook will help inform you, your family or if you are a carer when
guidance and information about your treatments is needed. This audiobook provides easy-
to-understand scientific knowledge on kidney cancer, alongside practical information on
living day-to-day with the disease and the range of emotions you may experience.
We understand that your experiences and treatments will be unique to you and as such we
hope the information and insights provided throughout this audiobook will help you make
informed choices in all areas of your journey. Along with this, it will help you find support if,
and when, you require it.
Please note that all information in this audiobook is correct at the time of publication and
aims to give general information you may find useful before and after a diagnosis of kidney
cancer.
Also note that, it is important to follow any specific advice given by your hospital; nothing in
this audiobook overrides that.
If you need support or have any questions on any aspect of kidney cancer care please call
our Support Line on O800 002 9002.

Show book

Survival Is Not Assured - The...

Geoff Powter, Michael Kennedy

Jim Donini has been an icon of American climbing for the past fifty years, pushing the boundaries of alpine ascents around the world, and inspiring generations with his achievements. In Survival Is Not Assured, award-winning author Geoff Powter dives into Donini's remarkable life story, exploring his groundbreaking climbs and his tumultuous experiences both on and off the rock. From the tragic death of his best friend in a car accident to his integral role in the Yosemite "Valley Uprising," Donini's life has been a roller coaster of highs and lows, but his spirit of resilience and determination has been unyielding. 
 
 
 
Through personal interviews and never-before-shared stories, this authorized biography examines the life and legacy of this iconic climber, providing an inspiring and thought-provoking look at an American legend.

Show book

Portrait to Landscape - A...

Alexandra Steed

Portrait to Landscape: A Landscape Strategy to Reframe Our Future is a ground-breaking book that calls for a transformative shift in our relationship with the natural world. Written by a renowned landscape architect, this book offers a new perspective on our place in the world and a compelling vision for a regenerative future.
In an era plagued by environmental disasters and global challenges, the book argues that our exploitative and fragmented relationship with nature is at the root of these issues. Drawing upon the metaphor of a self-focused portrait versus a wide-angle landscape view, the book illuminates the profound impact of our narrow perspective. It offers a roadmap for reconnecting with the larger community of life.
Through a captivating narrative, the author explores the interconnectedness of the living world and the urgent need to shift from a human-centric mindset to one that embraces the wisdom of nature. It demonstrates with inspiring examples from around the world how landscapes can become catalysts for healing and regeneration, leading to improved well-being and sustainability.
Portrait to Landscape presents a holistic approach to restoring the earth, addressing not only the symptoms but also the underlying causes of environmental degradation. The book outlines practical strategies for policymakers, activists, and individuals to protect and restore landscapes, emphasising collaboration and long-term stewardship.
With passion and expertise, the book calls on global citizens to take action and become active participants in the healing process. It offers a powerful message of hope and possibility.
This thought-provoking book will inspire readers to join the movement towards a more sustainable and regenerative future. It is a must-read for anyone seeking a deeper understanding of our place in the world and how we can inhabit it with integrity.

Show book

FAIK - A Practical Guide to...

Perry Carpenter

In an era where artificial intelligence can create content indistinguishable from reality, how do we separate truth from fiction? In FAIK: A Practical Guide to Living in a World of Deepfakes, Disinformation, and AI-Generated Deceptions, cybersecurity and deception expert Perry Carpenter unveils the hidden dangers of generative artificial intelligence, showing you how to use these technologies safely while protecting yourself and others from cyber scams and threats. 
 
 
 
This isn't just another book about technology—it's your survival guide to the digital jungle. Carpenter takes you on an insightful journey through the "Exploitation Zone," where rapid technological advancements outpace our ability to adapt, creating fertile ground for deception. Explore the mechanics behind deepfakes, disinformation, and other cognitive security threats. Discover how cybercriminals can leverage even the most trusted AI systems to create and spread synthetic media and use it for malicious purposes. At its core, FAIK is an empowering exposé in which Carpenter effectively weaves together engaging narratives and practical insights, all aimed to equip you with the knowledge to recognize and counter advanced tactics with practical media literacy skills and a deep understanding of social engineering.

Show book

Chain Reaction - A Story About...

Shawn Connors

This audiobook is narrated by an AI Voice. The year is 2027. A 19-year-old science polymath, Amy Austin, takes on environmentalist and Academy Award-winning actor Josh Manning in a debate over the fate of a nuclear plant in rural Michigan. But all is not as it seems. Amy is building a new nuclear reactor. The technology is 30 years ahead…Small…Light…Safe…Powerful…and Affordable. 
 
The world energy market, already in disarray, is controlled by some of the most powerful people on Earth who start making their moves ahead of the disruption they know Amy’s reactor will cause. A Chain Reaction ripples around the globe. As an ecoterrorist cell moves against Amy, her loyal group of unlikely characters risks everything to protect and help her. There is no going back. Time is running out. It’s now or never in a breathtaking and dangerous race to save the planet. From ourselves.

Show book