Discover Practical MLOps: Operationalizing Machine Learning Models by Noah Gift.
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Overview: Getting your models into production is the fundamental challenge of machine learning. MLOps offers a set of proven principles aimed at solving this problem in a reliable and automated way. This insightful guide takes you through what MLOps is (and how it differs from DevOps) and shows you how to put it into practice to operationalize your machine learning models.Current and aspiring machine learning engineers--or anyone familiar with data science and Python--will build a foundation in MLOps tools and methods (along with AutoML and monitoring and logging), then learn how to implement them in AWS, Microsoft Azure, and Google Cloud. The faster you deliver a machine learning system that works, the faster you can focus on the business problems you're trying to crack. This book gives you a head start.You'll discover how to:Apply DevOps best practices to machine learningBuild production machine learning systems and maintain themMonitor, instrument, load-test, and operationalize machine learning systemsChoose the correct MLOps tools for a given machine learning taskRun machine learning models on a variety of platforms and devices, including mobile phones and specialized hardware
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Noah Gift is the author of several novels. Originally from the East Coast, they now live in the Midwest with family. In addition to writing, Noah Gift enjoys gardening, cooking, and reading way past bedtime. Their work often explores the complexities of everyday life and human relationships.
A very satisfying read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Sandra TurnerMarch 17, 2024
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
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Ashley TaylorJanuary 01, 2024
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Will be looking for more from this author.
Nicholas ReyesJune 14, 2024
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Sandra RodriguezOctober 30, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Rebecca TorresJanuary 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. Glad I picked this up.
Rebecca TurnerDecember 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. Definitely recommend it if you like this genre.
Steven WilliamsAugust 15, 2025
Good, but not quite perfect. I liked the main character, though some of the side plots were just okay. Not bad at all.
Rebecca MartinezJuly 07, 2024
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.
Jessica HillJuly 27, 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. Worth the time and money.
Carol ThomasApril 12, 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.
Deborah WilliamsNovember 22, 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.
Paul ThompsonJanuary 17, 2024
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Sarah WilsonOctober 17, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Still a good book.
Emily HallJune 20, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Not bad at all.
Sarah AllenApril 28, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Kevin GarciaSeptember 24, 2025
An average read for me. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. A generous 3 stars.
Gary HernandezFebruary 03, 2025
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Betty RiveraSeptember 26, 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. Worth the time and money.
Nicholas CarterJanuary 16, 2025
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Donna CollinsDecember 09, 2024
Took me a few chapters to get into it, but it was worth it. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Richard JacksonNovember 29, 2024
Such a great 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.
Anthony RobertsJuly 19, 2024
It was okay. It felt a bit repetitive in the middle. Could have been shorter. Probably won't read it again, but it was an okay way to pass the time.
Emily PhillipsMay 24, 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.
Emily MillerOctober 31, 2025
An average read for me. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. A generous 3 stars.
Rebecca RamirezApril 26, 2024
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Eric ScottJuly 16, 2025
Not bad, but not my favorite. Some parts were interesting, while others were a bit of a slog to get through. Just right down the middle.
John SmithSeptember 18, 2025
I liked it for the most part. It held my attention, even if a few things were a little predictable. I'd probably recommend it to a friend.
Jessica GomezJanuary 26, 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.
Melissa CruzMay 18, 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.
Joshua TaylorOctober 30, 2024
A solid read. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
Emily DavisJune 19, 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.
Elizabeth RodriguezNovember 05, 2024
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.
David LewisNovember 02, 2025
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Jessica JacksonFebruary 12, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Laura JonesApril 11, 2024
I have mixed feelings about this one. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Probably won't read it again, but it was an okay way to pass the time.
Mark PerezFebruary 22, 2025
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Joshua MooreOctober 31, 2024
Glad someone recommended this to me. 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.
Sharon RobinsonMay 22, 2025
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. Worth the time and money.
Ryan GonzalezJuly 08, 2025
Good, but not quite perfect. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
Jacob MillerFebruary 19, 2024
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. Would probably read it again at some point.
Jessica WilsonNovember 24, 2024
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Eric TorresAugust 25, 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. Glad I picked this up.
Daniel ReyesDecember 15, 2024
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. I'd probably recommend it to a friend.
Susan HillMarch 20, 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. Would probably read it again at some point.
Jacob MillerMay 15, 2025
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Stephanie WilsonSeptember 24, 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.
Robert RamirezMarch 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. Would probably read it again at some point.
Gary GonzalezMay 20, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Not bad at all.
Sharon MitchellJuly 26, 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.
William PhillipsJanuary 06, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Susan TorresMay 27, 2025
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Joseph KingMarch 13, 2025
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Matthew WalkerOctober 13, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
George BakerDecember 20, 2025
Finished it in a couple of days. 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 WhiteApril 03, 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. Glad I picked this up.
Ryan PhillipsApril 06, 2024
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Susan TurnerMarch 27, 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.
Michelle CollinsApril 05, 2025
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.
Sandra HarrisFebruary 14, 2024
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.
Margaret MooreMay 29, 2024
A very satisfying read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Ryan RobinsonJuly 10, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Mary EdwardsMarch 26, 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.
Jacob TaylorNovember 05, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Brian PerezJanuary 14, 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. Will be looking for more from this author.
Nicholas CarterMarch 13, 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. Will be looking for more from this author.
Melissa LopezAugust 16, 2024
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Ryan WhiteDecember 01, 2025
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. Glad I picked this up.
Nicholas RodriguezMarch 23, 2024
An average read for me. 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.
Patricia EvansApril 05, 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.
Emily ThompsonFebruary 11, 2024
Such a great 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.
Patricia AllenOctober 24, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Emily DavisMarch 04, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Susan TurnerAugust 16, 2024
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.
Michael SanchezAugust 05, 2024
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Kenneth AndersonSeptember 18, 2024
Glad someone recommended this to me. 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.
Thomas HernandezSeptember 10, 2024
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.
Andrew CollinsApril 29, 2024
It was just alright. Some parts were interesting, while others were a bit of a slog to get through. Just right down the middle.
Amanda RamirezJanuary 26, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Jennifer SanchezAugust 12, 2024
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Thomas ClarkNovember 05, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Matthew KingApril 16, 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.
Linda CollinsOctober 08, 2024
I have mixed feelings about this one. It had some good moments, but the overall plot felt a bit disjointed in the second half. Probably won't read it again, but it was an okay way to pass the time.
Elizabeth TaylorDecember 06, 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. Glad I picked this up.
Linda CampbellMay 09, 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. Glad I picked this up.
Karen NelsonApril 12, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Paul MartinezOctober 01, 2024
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.
Joshua MooreAugust 17, 2024
It was okay. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
Jacob TurnerApril 10, 2025
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Linda FloresNovember 28, 2025
Finished it in a couple of days. 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.
Ryan JohnsonMarch 30, 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.
Laura ScottJuly 01, 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. Definitely recommend it if you like this genre.
Mark SmithMarch 07, 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.
Lisa ReyesApril 01, 2024
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Betty AllenFebruary 29, 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. Would probably read it again at some point.
Charles RamirezDecember 12, 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. Not bad at all.
Sharon WalkerApril 14, 2025
A solid read. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
John PhillipsMarch 02, 2025
Such a great read. 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.
Sharon YoungOctober 15, 2024
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.
George BakerJune 09, 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. Will be looking for more from this author.
Margaret MooreJuly 22, 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. Will be looking for more from this author.
Deborah ThomasOctober 07, 2024
Took me a few chapters to get into it, but it was worth it. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
Amanda TurnerOctober 19, 2024
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.
Sharon MartinMay 23, 2025
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Kenneth WilsonApril 14, 2025
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.
Thomas ReyesSeptember 11, 2025
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Nancy AllenJanuary 14, 2024
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.
Nancy GonzalezJanuary 01, 2024
Glad someone recommended this to me. 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.
Michelle CollinsAugust 09, 2024
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Linda ParkerMarch 30, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Mark GarciaJuly 05, 2024
Such a great read. 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.
Kenneth WilsonApril 18, 2025
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Ryan JonesApril 02, 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.
Michael JacksonJune 17, 2024
Not bad, but not my favorite. Some parts were interesting, while others were a bit of a slog to get through. Might work better for someone else, just wasn't completely for me.
Joshua MooreJanuary 22, 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.
Anthony PerezJune 14, 2024
I was pleasantly surprised. 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.
Ryan MillerJune 21, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Amanda RodriguezMay 25, 2025
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Anthony DavisAugust 13, 2024
Really enjoyed this one. 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.
Thomas BrownMay 12, 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.
Rebecca TurnerMay 06, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
George CampbellDecember 16, 2025
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.
Margaret ParkerSeptember 01, 2024
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Margaret MooreJanuary 06, 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. A solid 4 stars from me.
John JacksonApril 17, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Jessica AndersonDecember 23, 2025
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.
Emily ThompsonDecember 01, 2024
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.
Rebecca WalkerAugust 28, 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. Definitely recommend it if you like this genre.
William CollinsNovember 09, 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. I'd probably recommend it to a friend.
Barbara MooreJuly 14, 2024
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.
Brian RiveraFebruary 22, 2025
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Carol ThomasDecember 08, 2024
I liked it for the most part. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Melissa WilsonMay 09, 2024
It was just alright. It had some good moments, but the overall plot felt a bit disjointed in the second half. Might work better for someone else, just wasn't completely for me.
Dorothy DavisApril 10, 2024
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.
Kimberly RobinsonApril 20, 2025
Glad someone recommended this to me. 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.
Susan DavisNovember 28, 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. Will be looking for more from this author.
Betty RobertsJune 13, 2025
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Sarah BrownOctober 11, 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. Will be looking for more from this author.
Matthew WalkerJune 03, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Robert WilsonMarch 16, 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. Will be looking for more from this author.
Sandra HillAugust 10, 2024
Took me a few chapters to get into it, but it was worth it. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Karen TurnerFebruary 26, 2024
A solid read. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Jennifer HallFebruary 02, 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.
Anthony TurnerJanuary 30, 2025
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. Will be looking for more from this author.
Emily BakerMarch 12, 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. I'd probably recommend it to a friend.
Donald HarrisMay 08, 2024
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Laura AdamsApril 21, 2024
Pretty good overall. I liked the main character, though some of the side plots were just okay. Still a good book.
Betty MooreOctober 10, 2024
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Jennifer YoungApril 19, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
Brian PerezNovember 01, 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. Definitely recommend it if you like this genre.
