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

Artificial Intelligence Class 4

Geeta Zunjani

Touchpad Artificial Intelligence series has some salient features such as AI Reboot, AI Deep Thinking,
AI in Life, AI Lab and AI Ready which ensures that NEP 2020 guidelines are followed.

KEY FEATURES
- National Education Policy 2020
- AI Game: It contains an interesting game or activity for the students to try on their own or with their classmates to learn how the game mechanics work while having fun.
- Brainy Fact: It presents an interesting fact relevant to the topic or the chapters.
- AI in Life: It presents questions that promotes the moral growth and experiential learning.
- AI Deep Thinking: It presents a question/scenario in which the students are required to think deeply and apply their knowledge.
- Digital Solutions

DESCRIPTION
Artificial Intelligence is the most talked about subject and we all understand that the future lies in knowing it well. The Touchpad AI series is written for classes I to VII keeping in mind about the future and scope that lies in AI. Classes VIII to XII are strictly based on CBSE curriculum. They have competency-based questions to ensure that students are capable of applying their learning to solve some real-life challenges. The knowledge is spread in a phased manner so that at no age the kid finds it difficult to understand the theory.

Each lesson begins with a short conversation between human characters and one humanoid which tries to explain in simple words about the topics related to Artificial Intelligence. The story is built up in such a way that the curiosity of the reader compels to read the entire lesson. The idea behind introducing humanoid is to touch the hearts of our kids with the existence of friendly robots in the form of humanoids.

Touchpad Artificial Intelligence series has some salient features such as AI Reboot, AI Deep Thinking, AI in Life, AI Lab and AI Ready which ensures that NEP 2020 guidelines are followed.

There are plenty of Video Sessions for students and teachers to go beyond the syllabus and enrich their knowledge. There are some brainstorming questions in the form of AI Task in between the topics to ensure that students give pause to their learning and use their skills to reach to some creative ideas in solving given problems.

I would like to humbly acknowledge the support provided by my family, friends and Orange Education Pvt Ltd team to accomplish this noble task. I am sure that this book will prove to be a tool in making the students future ready for Artificial Intelligence. Wishing learners great success in future endeavours. Enjoy the journey of happy learning!! All your feedbacks and suggestions will always be wholeheartedly welcomed to improve and grow.

WHAT WILL YOU LEARN
You will learn about:
- Human-Machine Interaction
- Introduction to AI
- AI in Apps
- Types of Robots
- Myths and Facts of AI

WHO THIS BOOK IS FOR
Grade 4

TABLE OF CONTENTS

1. AI Inventions
a) LOVOT
b) Embodied Moxie
c) Meeting Ow
d) Kuri Mobil
2. Human vs. Machine Intelligence
a) What is Intelligence?
b) Human Intelligence
c) Artificial Intelligence
d) Are Computers Smarter?
e) Similarities between Humans and Machines
f) Differences between Human and Artificial Intelligence

3. How AI Works in Different Applications
a) Optical Character Recognition
b) Speech Recognition
c) Face Recognition
Test Sheet 1

4. Latest Robots
a) Definition of Robots
b) Types of Robots according to their Applications
c) Latest Robots

5. Fields Where Robots Are Used
a) Security and Surveillance
b) Manufacturing
c) Military
d) Customer Service
e) Cooking
f) Healthcare
g) Space Exploration
h) Entertainment
i) Agriculture
j) Underwater Research
Test Sheet 2

AI Ready
Projects

Show book

Greenhouse Planet - How Rising...

Lewis H. Ziska

The carbon dioxide that industrial civilization spews into the atmosphere has dramatic consequences for life on Earth that extend beyond climate change. CO2 levels directly affect plant growth, in turn affecting any kind of life that depends on plants—in other words, everything. 
 
 
 
Greenhouse Planet reveals the stakes of increased CO2 for plants, people, and ecosystems—from crop yields to seasonal allergies and from wildfires to biodiversity. The veteran plant biologist Lewis H. Ziska describes the importance of plants for food, medicine, and culture and explores the complex ways higher CO2 concentrations alter the systems on which humanity relies. He explains the science of how increased CO2 affects various plant species and addresses the politicization and disinformation surrounding these facts. 
 
 
 
Ziska confronts the claim that "CO2 is plant food," a longtime conservative talking point. While not exactly false, it is deeply misleading. CO2 doesn't just make "good" plants grow; it makes all plants grow. It makes poison ivy more poisonous, kudzu more prolific, cheatgrass more flammable. CO2 stimulates some species more than others: weeds fare particularly well and become harder to control. Many crops grow more abundantly but also become less nutritious. And the further effects of climate change will be formidable.

Show book

I Never Walk the Halls Alone

Donna Kincheloe

Donna, an experienced nurse, is a master storyteller. Nurses help so many people during tragedy and heartache. Walking down hospital halls can be a frightening heart-breaking experience. Yet, some degree of hope and comfort can be found through sharing life-changing true experiences from friends, patients, and family. A Christian perspective is given as scripture is creatively threaded throughout the chapters. Consider the gems of our private collection of personal stories that can only be enjoyed if shared. Grandma will simplify the understanding of salvation with apple pie, in "Salvation by the Slice." Meet Louie in the ICU, an underground miner who survived an accident and encountered God in the most amazing way. Enjoy the way God orchestrates life when He is "My Paul Harvey God." Perhaps in your life the word coincidence will be transformed into God-incidence. Ponder the power available to all who pray as you examine "Quality Connections."Scripture often states God's "Expectations and Promises" are connected. The topics of honor, giving, forgiving, and love saturated with obedience are helpful reminders of what we do well and what we may consider improving. The rich messages of "The Whatever Principle" will be familiar to so many. The chapters, "God's Gear" and "Enemy Tactics" shine a new perspective on those who choose to threaten or tarnish a persons reputation. And the chapter, "Are you Looking for a Sign" shares one of my favorite memories of a family of strong faith in the face of a loved one's death. Come seeking and you're sure to find;A blessing for your heart and mind,Some comfort for your pain.Listen to these words and I will tellstories that can make you well.God's grace will fall like rain.Lay down your heartaches and your fears.Accept His love. Let Him draw near.Your life will never be the same!Donna

Show book

Vaccine Nation - America’s...

Elena Conis

With employers offering free flu shots and pharmacies expanding into one-stop shops to prevent everything from shingles to tetanus, vaccines are ubiquitous in contemporary life. The past fifty years have witnessed an enormous upsurge in vaccines and immunization in the United States: American children now receive more vaccines than any previous generation, and laws requiring their immunization against a litany of diseases are standard. Yet, while vaccination rates have soared and cases of preventable infections have plummeted, an increasingly vocal cross section of Americans have questioned the safety and necessity of vaccines. In Vaccine Nation, Elena Conis explores this complicated history and its consequences for personal and public health. 
Vaccine Nation opens in the 1960s, when government scientists—triumphant following successes combating polio and smallpox—considered how the country might deploy new vaccines against what they called the “milder” diseases, including measles, mumps, and rubella. In the years that followed, Conis reveals, vaccines fundamentally changed how medical professionals, policy administrators, and ordinary Americans came to perceive the diseases they were designed to prevent. She brings this history up to the present with an insightful look at the past decade’s controversy over the implementation of the Gardasil vaccine for HPV, which sparked extensive debate because of its focus on adolescent girls and young women. Through this and other examples, Conis demonstrates how the acceptance of vaccines and vaccination policies has been as contingent on political and social concerns as on scientific findings. 
By setting the complex story of American vaccination within the country’s broader history, Vaccine Nation goes beyond the simple story of the triumph of science over disease and provides a new and perceptive account of the role of politics and social forces in medicine.

Show book

Megalodons Mermaids and Climate...

Dave Jones, Ellen Prager

Could ancient giant sharks called megalodons still exist in the deep sea? What should you do if stung by a jellyfish? Can we predict lightning strikes and how is climate change affecting hurricanes? 
 
 
 
With humor and easy-to-understand language, marine scientist Ellen Prager and meteorologist Dave Jones use frequently asked and zany questions about the ocean and atmosphere to combat misinformation and make science engaging and understandable for all. From dangerous marine life, coral reefs, and the deep sea to lightning, hurricanes, weather forecasting, the Sun, and climate change, they reveal what's fact, what's fiction, and how to find science-based answers. This book is perfect for anyone curious about the world around them, educators, science communicators, and even scientists who want to learn about and explain topics outside their expertise.

Show book

Me? Buy An Electric Car? Hah!...

Philip Palette

Promote self-sufficiency and sustainability by switching from gas guzzlers to electric cars.Do you worry about how much damage we'll do to the planet if we continue to rely on fossil fuels?Do you want to take the most environmentally friendly route possible in your efforts to protect Earth? 
Inside this essential manual on electric vehicles, you will discover:Compelling reasons to switch to electric vehicles and the financial incentive you may be eligible for if you buy one in 2022How much you can expect to save on fuel and maintenance costs if you own an electric carThe advances in battery technology that are helping bring prices down and reduce the need for frequent chargingThe story of Tesla's rise to prominence in the electric vehicle market, along with the firm's plans to render internal combustion engines obsoleteThe major car companies offering their own electric car models – from Volkswagen to General Motors to Nissan, find out which model is for youHow developments in energy storage systems will transform the electric vehicle market and give even more reasons to move away from conventional cars 
And much more!

Show book