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OFFICIAL VERIFIED

Feature Engineering for Machine Learning

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3.83
36,423 ratings · 8,240 reviews
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OFFICIAL VERIFIED

Feature Engineering for Machine Learning

3.83 36,423 ratings · 8,240 reviews
Discover Feature Engineering for Machine Learning by Alice Zheng. Start reading today and explore ideas, insights, and experiences that stay with you.

Overview: Feature engineering is a crucial step in the machine-learning pipeline, yet this topic is rarely examined on its own. With this practical book, you’ll learn techniques for extracting and transforming features—the numeric representations of raw data—into formats for machine-learning models. Each chapter guides you through a single data problem, such as how to represent text or image data. Together, these examples illustrate the main principles of feature engineering.Rather than simply teach these principles, authors Alice Zheng and Amanda Casari focus on practical application with exercises throughout the book. The closing chapter brings everything together by tackling a real-world, structured dataset with several feature-engineering techniques. Python packages including numpy, Pandas, Scikit-learn, and Matplotlib are used in code examples.

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Details & Genres

Data Science Machine Learning Programming Data Computer Science Ml Science
Length 218 pages
Language Eng
Publisher O'Reilly Media
Published N/A
ISBN-13 31393737

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Alice Zheng
About the Author Alice Zheng
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Alice Zheng is a writer and avid reader based in the Pacific Northwest. Before pursuing writing full-time, they spent over a decade working in education. When not working on their next book, Alice Zheng can usually be found hiking with their dog or trying out new coffee shops in their neighborhood.

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3.83
36,423 ratings
5 star
32%
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38%
3 star
16%
2 star
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9%
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Michael Collins
Michael Collins April 27, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Brian Robinson
Brian Robinson June 02, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
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Stephanie Wright
Stephanie Wright September 24, 2025
A very satisfying read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Joseph Baker
Joseph Baker April 26, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Sarah Collins
Sarah Collins July 16, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Still a good book.
Daniel Walker
Daniel Walker January 24, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Carol Perez
Carol Perez June 08, 2024
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Carol Evans
Carol Evans April 14, 2025
It was just alright. It had some good moments, but the overall plot felt a bit disjointed in the second half. It's fine if you have nothing else to read.
Stephanie Jones
Stephanie Jones January 19, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Lisa Phillips
Lisa Phillips April 09, 2025
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Steven Hill
Steven Hill October 20, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Would probably read it again at some point.
Joseph Martin
Joseph Martin June 20, 2025
It was just alright. It had some good moments, but the overall plot felt a bit disjointed in the second half. Just right down the middle.
Kenneth White
Kenneth White October 25, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Margaret Miller
Margaret Miller August 11, 2024
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Barbara Torres
Barbara Torres March 28, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Kenneth Miller
Kenneth Miller July 02, 2025
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Cynthia Baker
Cynthia Baker November 29, 2025
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Anthony Martinez
Anthony Martinez April 25, 2024
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Joshua Torres
Joshua Torres April 12, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Eric Wilson
Eric Wilson March 04, 2025
I was pleasantly surprised. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Karen Allen
Karen Allen January 30, 2025
It was just alright. Some parts were interesting, while others were a bit of a slog to get through. Just right down the middle.
Ashley Diaz
Ashley Diaz June 20, 2025
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Betty Smith
Betty Smith July 19, 2024
A solid read. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Deborah Phillips
Deborah Phillips May 17, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Daniel Walker
Daniel Walker February 25, 2025
Good, but not quite perfect. I liked the main character, though some of the side plots were just okay. Still a good book.
Nancy Flores
Nancy Flores June 28, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Carol Turner
Carol Turner February 04, 2025
A very satisfying read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Would probably read it again at some point.
David Taylor
David Taylor February 15, 2024
It was just alright. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. Might work better for someone else, just wasn't completely for me.
Daniel Evans
Daniel Evans March 23, 2024
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Will be looking for more from this author.
Amanda Nguyen
Amanda Nguyen January 03, 2024
A very satisfying read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Would probably read it again at some point.
Carol Turner
Carol Turner February 22, 2024
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Charles Green
Charles Green December 07, 2024
Finished it in a couple of days. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Stephanie Reyes
Stephanie Reyes January 22, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Daniel Gonzalez
Daniel Gonzalez September 19, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Jessica Perez
Jessica Perez June 06, 2024
Honestly one of the better books I've read lately. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Cynthia Nelson
Cynthia Nelson September 03, 2025
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Kenneth White
Kenneth White June 17, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Robert Edwards
Robert Edwards April 13, 2025
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
George Allen
George Allen June 06, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Andrew Torres
Andrew Torres June 27, 2025
A very satisfying read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
William Collins
William Collins October 22, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Jacob Moore
Jacob Moore January 05, 2024
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Susan Phillips
Susan Phillips July 10, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Linda Martinez
Linda Martinez November 10, 2025
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Cynthia Baker
Cynthia Baker August 22, 2024
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Christopher Evans
Christopher Evans August 09, 2025
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Lisa Turner
Lisa Turner June 06, 2024
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Definitely recommend it if you like this genre.
Daniel  Parker
Daniel Parker September 04, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
William Garcia
William Garcia June 18, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Mark Mitchell
Mark Mitchell December 10, 2024
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Patricia Cruz
Patricia Cruz January 02, 2025
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Rebecca Green
Rebecca Green December 17, 2024
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Gary Perez
Gary Perez November 04, 2025
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Still a good book.
Michael  Davis
Michael Davis March 08, 2024
A very satisfying read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Dorothy Anderson
Dorothy Anderson December 01, 2024
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Christopher Nelson
Christopher Nelson July 10, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Carol Collins
Carol Collins September 08, 2024
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Kimberly Moore
Kimberly Moore May 17, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Sarah Collins
Sarah Collins February 27, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Matthew Harris
Matthew Harris August 30, 2025
A very satisfying read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Would probably read it again at some point.
Mary White
Mary White April 13, 2025
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Jessica Brown
Jessica Brown January 04, 2024
Good, but not quite perfect. I liked the main character, though some of the side plots were just okay. Not bad at all.
Paul Roberts
Paul Roberts November 04, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Joshua Torres
Joshua Torres November 28, 2024
Not bad, but not my favorite. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. Probably won't read it again, but it was an okay way to pass the time.
Patricia Robinson
Patricia Robinson January 13, 2025
Took me a few chapters to get into it, but it was worth it. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Thomas Cruz
Thomas Cruz February 01, 2025
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Anthony Moore
Anthony Moore October 13, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Gary Walker
Gary Walker January 29, 2025
Such a great read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Karen Brown
Karen Brown January 12, 2024
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Gary Harris
Gary Harris September 08, 2025
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Would probably read it again at some point.
Kevin Green
Kevin Green February 25, 2024
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Andrew Hill
Andrew Hill November 29, 2025
Such a great read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Rebecca King
Rebecca King April 28, 2025
Not bad, but not my favorite. It had some good moments, but the overall plot felt a bit disjointed in the second half. It's fine if you have nothing else to read.
Richard Jones
Richard Jones August 04, 2024
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Stephanie Hill
Stephanie Hill May 25, 2025
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Linda Lopez
Linda Lopez February 28, 2025
Pretty good overall. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Barbara White
Barbara White February 26, 2025
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Steven Reyes
Steven Reyes April 12, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Christopher Nelson
Christopher Nelson July 20, 2025
It was okay. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. Probably won't read it again, but it was an okay way to pass the time.
Stephanie Hill
Stephanie Hill September 27, 2025
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Thomas Cruz
Thomas Cruz March 02, 2025
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Definitely recommend it if you like this genre.
Nicholas Williams
Nicholas Williams August 30, 2025
A very satisfying read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Amanda Walker
Amanda Walker September 30, 2024
Not bad, but not my favorite. It had some good moments, but the overall plot felt a bit disjointed in the second half. A generous 3 stars.
Lisa Martin
Lisa Martin August 03, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
John Hall
John Hall March 18, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Daniel Torres
Daniel Torres August 15, 2025
A solid read. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Emily Evans
Emily Evans June 23, 2025
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Not bad at all.
John Hernandez
John Hernandez June 20, 2025
Honestly one of the better books I've read lately. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Joshua Torres
Joshua Torres September 29, 2024
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Glad I picked this up.
Mark Mitchell
Mark Mitchell July 25, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Jessica Brown
Jessica Brown March 08, 2025
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Gary Martinez
Gary Martinez December 04, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Eric Wilson
Eric Wilson February 11, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Kimberly Lopez
Kimberly Lopez June 21, 2025
Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Linda Green
Linda Green May 05, 2025
A very satisfying read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Emily Moore
Emily Moore December 27, 2024
I liked it for the most part. It held my attention, even if a few things were a little predictable. Not bad at all.
Edward Wright
Edward Wright June 05, 2025
Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Sandra Miller
Sandra Miller July 31, 2025
Not bad, but not my favorite. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
William Edwards
William Edwards February 21, 2025
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Sarah Scott
Sarah Scott April 13, 2025
Not bad, but not my favorite. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. It's fine if you have nothing else to read.
Christopher Evans
Christopher Evans May 09, 2025
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Stephanie Scott
Stephanie Scott May 31, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Not bad at all.
Edward Baker
Edward Baker August 29, 2025
An average read for me. It had some good moments, but the overall plot felt a bit disjointed in the second half. A generous 3 stars.
Michael Martin
Michael Martin August 01, 2025
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Cynthia Phillips
Cynthia Phillips January 26, 2024
I was pleasantly surprised. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Andrew Roberts
Andrew Roberts December 11, 2025
I have mixed feelings about this one. Some parts were interesting, while others were a bit of a slog to get through. It's fine if you have nothing else to read.
Joseph Martin
Joseph Martin October 23, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Cynthia Reyes
Cynthia Reyes January 26, 2024
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Definitely recommend it if you like this genre.
Linda Roberts
Linda Roberts May 11, 2024
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Would probably read it again at some point.
David Wilson
David Wilson March 21, 2024
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Sarah Scott
Sarah Scott January 18, 2025
A solid read. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
Eric Mitchell
Eric Mitchell November 23, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Cynthia Johnson
Cynthia Johnson March 26, 2025
Honestly one of the better books I've read lately. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Will be looking for more from this author.
Betty Robinson
Betty Robinson January 07, 2025
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Stephanie Wright
Stephanie Wright May 12, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Not bad at all.
Anthony Cruz
Anthony Cruz September 16, 2024
A solid read. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
David Baker
David Baker October 10, 2024
Good, but not quite perfect. I liked the main character, though some of the side plots were just okay. Still a good book.
Jessica Johnson
Jessica Johnson July 23, 2024
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Kimberly Flores
Kimberly Flores March 10, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Eric Miller
Eric Miller February 18, 2024
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Laura Gonzalez
Laura Gonzalez November 16, 2025
Honestly one of the better books I've read lately. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Cynthia Edwards
Cynthia Edwards June 06, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Robert Allen
Robert Allen June 29, 2024
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Jacob  Davis
Jacob Davis June 29, 2024
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Rebecca Phillips
Rebecca Phillips September 04, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Elizabeth Taylor
Elizabeth Taylor August 28, 2024
I have mixed feelings about this one. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. Just right down the middle.
Richard Jones
Richard Jones October 21, 2025
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Sandra Thompson
Sandra Thompson September 18, 2025
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Would probably read it again at some point.
William Garcia
William Garcia April 13, 2024
Honestly one of the better books I've read lately. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
George Allen
George Allen August 10, 2025
Honestly one of the better books I've read lately. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Jacob Evans
Jacob Evans September 05, 2024
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Andrew  Davis
Andrew Davis January 04, 2024
Not bad, but not my favorite. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Might work better for someone else, just wasn't completely for me.
Linda Martinez
Linda Martinez March 24, 2025
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Joshua Harris
Joshua Harris July 28, 2024
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Rebecca Scott
Rebecca Scott September 21, 2024
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Joshua Torres
Joshua Torres October 07, 2025
A solid read. It held my attention, even if a few things were a little predictable. Still a good book.
William Collins
William Collins June 28, 2024
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Lisa Nguyen
Lisa Nguyen November 23, 2025
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Edward Hernandez
Edward Hernandez March 21, 2024
It was just alright. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Might work better for someone else, just wasn't completely for me.
Sandra Miller
Sandra Miller June 02, 2024
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Michael Brown
Michael Brown December 18, 2025
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Matthew Mitchell
Matthew Mitchell May 01, 2024
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Christopher Hall
Christopher Hall April 03, 2025
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Sharon Campbell
Sharon Campbell December 07, 2025
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Betty Robinson
Betty Robinson July 26, 2025
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Rebecca Green
Rebecca Green April 09, 2024
Pretty good overall. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
Jennifer Williams
Jennifer Williams March 02, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Rebecca Campbell
Rebecca Campbell November 15, 2025
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Betty Hill
Betty Hill August 23, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Daniel Jones
Daniel Jones January 18, 2024
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
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