Discover Deep Learning for Time Series Forecasting: Predict the Future with MLPs, CNNs and LSTMs in Python by Jason Brownlee.
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Overview: Deep learning methods offer a lot of promise for time series forecasting, such as the automatic learning of temporal dependence and the automatic handling of temporal structures like trends and seasonality. With clear explanations, standard Python libraries, and step-by-step tutorial lessons you’ll discover how to develop deep learning models for your own time series forecasting projects.
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Deep LearningWant To Read TechnicalData ScienceDsPythonMachine LearningComputer Science
Jason Brownlee 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, Jason Brownlee can usually be found hiking with their dog or trying out new coffee shops in their neighborhood.
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.
Steven YoungJune 29, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
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Steven EvansAugust 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. Not bad at all.
Cynthia CollinsMarch 20, 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. Would probably read it again at some point.
Daniel LeeJuly 24, 2025
A solid read. It held my attention, even if a few things were a little predictable. Not bad at all.
Margaret CollinsMay 31, 2024
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.
Anthony RobinsonJanuary 16, 2024
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.
Kimberly MillerApril 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. Worth the time and money.
Jennifer WhiteNovember 18, 2025
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.
Sarah WilliamsDecember 09, 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. Worth the time and money.
William ReyesNovember 02, 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.
Sarah WilliamsOctober 26, 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. Just right down the middle.
Susan JohnsonAugust 28, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Not bad at all.
Matthew DiazJuly 26, 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. Still a good book.
Nicholas WalkerNovember 11, 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. Glad I picked this up.
Jacob BrownJanuary 23, 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. Glad I picked this up.
Dorothy GarciaOctober 30, 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. Definitely recommend it if you like this genre.
Susan TurnerJune 05, 2025
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. A generous 3 stars.
Barbara HallJanuary 04, 2024
A very satisfying read. 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.
Donna KingMarch 18, 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. A solid 5/5 for me.
Matthew MillerApril 03, 2024
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Emily EvansApril 10, 2025
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.
Stephanie ParkerJune 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.
Linda GonzalezJuly 14, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Not bad at all.
Nicholas WalkerDecember 08, 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.
Nancy AndersonAugust 05, 2024
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Sharon ReyesJune 02, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Gary SanchezMarch 16, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
John TaylorJune 15, 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. A solid 5/5 for me.
Donna LeeMay 31, 2025
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
George MillerJuly 12, 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.
Richard SmithApril 19, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Dorothy AdamsFebruary 07, 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. Would probably read it again at some point.
Linda DavisApril 01, 2024
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Donna MooreDecember 01, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
James ParkerJanuary 15, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Still a good book.
Steven TaylorMarch 27, 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. Glad I picked this up.
Elizabeth EvansSeptember 11, 2025
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Anthony EdwardsAugust 10, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Might work better for someone else, just wasn't completely for me.
Kimberly TurnerMarch 30, 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. Probably won't read it again, but it was an okay way to pass the time.
Christopher LeeJanuary 03, 2025
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.
Andrew WrightJune 02, 2024
Not bad, but not my favorite. Some parts were interesting, while others were a bit of a slog to get through. Probably won't read it again, but it was an okay way to pass the time.
Amanda JonesJune 22, 2025
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Rebecca DiazAugust 11, 2024
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.
George MooreJuly 30, 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. It's fine if you have nothing else to read.
Daniel HallMarch 23, 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. Enjoyable weekend read.
Sarah WilliamsAugust 09, 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. A solid 5/5 for me.
Amanda JonesJuly 07, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Donna JacksonOctober 29, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Thomas RodriguezSeptember 26, 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.
Karen ScottSeptember 22, 2025
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Patricia SanchezJuly 11, 2024
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Donna MooreMay 09, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Nicholas RodriguezOctober 14, 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. A solid 5/5 for me.
Daniel HarrisDecember 02, 2024
It was okay. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. A generous 3 stars.
Sandra RamirezDecember 24, 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.
Eric WilsonJanuary 24, 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.
Donna JacksonMarch 09, 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.
Jessica TaylorAugust 17, 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.
Barbara DavisJanuary 22, 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.
Linda WilliamsDecember 10, 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. Would probably read it again at some point.
Donald AndersonSeptember 15, 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.
Mark GomezJune 21, 2024
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
Eric GonzalezJanuary 29, 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. A solid 5/5 for me.
Jennifer JacksonMay 04, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Jennifer JacksonAugust 03, 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. A solid 5/5 for me.
Mark FloresSeptember 07, 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. Would probably read it again at some point.
Amanda AdamsAugust 29, 2025
It was just alright. It felt a bit repetitive in the middle. Could have been shorter. Just right down the middle.
Dorothy WrightNovember 10, 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.
Paul WilsonMarch 23, 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.
Brian CruzMarch 12, 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.
Richard NelsonSeptember 03, 2025
An average read for me. 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.
Richard RobertsSeptember 05, 2025
I have mixed feelings about this one. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
William PhillipsMarch 15, 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. Worth the time and money.
Anthony GonzalezJanuary 09, 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. Worth the time and money.
James MitchellMarch 02, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Eric WilliamsJuly 12, 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.
Steven WalkerApril 26, 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.
Linda WilliamsAugust 16, 2025
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Sarah WilliamsOctober 13, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Not bad at all.
Mark LopezDecember 28, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Mary HillJanuary 22, 2025
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.
Laura SanchezJune 06, 2024
It was okay. 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.
Matthew RiveraJuly 11, 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.
Melissa AndersonOctober 15, 2024
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Steven LewisDecember 22, 2025
I liked it for the most part. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
Ryan ScottJanuary 22, 2025
Pretty good overall. I liked the main character, though some of the side plots were just okay. Still a good book.
Sharon JonesJanuary 30, 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.
Andrew NguyenApril 30, 2024
It was okay. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Just right down the middle.
Kimberly CampbellFebruary 22, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
David WilliamsMay 28, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Joshua AllenJune 03, 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. Glad I picked this up.
Nicholas WalkerAugust 29, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Jacob HernandezDecember 15, 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.
Emily AdamsAugust 08, 2025
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
Anthony SanchezApril 17, 2025
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Amanda AdamsJanuary 19, 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.
Jacob YoungJune 26, 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.
Mary PhillipsApril 19, 2025
A very satisfying 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.
Melissa BakerMarch 18, 2025
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.
John TaylorMay 21, 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.
Joshua WilliamsOctober 10, 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.
Matthew SanchezOctober 11, 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.
Paul WilsonAugust 19, 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.
Karen WilliamsAugust 28, 2025
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. I'd probably recommend it to a friend.
Joseph RobertsJuly 10, 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. Will be looking for more from this author.
John TaylorMay 25, 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.
Kenneth MitchellJune 15, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Kevin NelsonMay 31, 2025
It was just alright. 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.
Melissa ParkerDecember 22, 2024
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Gary GonzalezAugust 15, 2024
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.
Barbara HallMarch 12, 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.
William RiveraNovember 22, 2024
A very satisfying read. 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.
George ClarkApril 23, 2025
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.
Susan JohnsonMay 19, 2025
It was okay. Some parts were interesting, while others were a bit of a slog to get through. A generous 3 stars.
George MooreAugust 09, 2025
Glad someone recommended this to me. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Sharon GomezJuly 06, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Karen BakerMay 21, 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. Might work better for someone else, just wasn't completely for me.
Sandra JacksonOctober 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. Still a good book.
Patricia BakerJune 23, 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. Will be looking for more from this author.
Amanda HarrisJune 24, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Eric AndersonOctober 19, 2024
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Melissa HarrisApril 06, 2024
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.
Jacob AndersonApril 20, 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. Glad I picked this up.
David ThompsonJanuary 01, 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.
Michelle ScottFebruary 18, 2024
Really enjoyed this one. 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.
Paul GarciaDecember 09, 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.
Donna LeeJune 22, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Anthony SmithFebruary 04, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
David WhiteAugust 23, 2025
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Margaret ClarkApril 01, 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. Definitely recommend it if you like this genre.
Karen DavisJuly 09, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Still a good book.
Emily RobertsMarch 24, 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. Will be looking for more from this author.
Barbara DavisSeptember 11, 2024
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
David ThompsonSeptember 10, 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.
Matthew RobertsMarch 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.
Melissa HarrisOctober 31, 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.
Michelle LopezApril 25, 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. Would probably read it again at some point.
Karen ScottAugust 30, 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. Will be looking for more from this author.
Amanda PerezSeptember 25, 2024
Pretty good overall. 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.
Kenneth MitchellSeptember 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. A solid 4 stars from me.
Margaret ClarkJune 01, 2025
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Joseph HarrisSeptember 11, 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.
Sandra JohnsonAugust 26, 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.
Kevin WhiteOctober 16, 2025
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Deborah ClarkJune 01, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Dorothy WalkerAugust 12, 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. It's fine if you have nothing else to read.
Jessica KingMarch 04, 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. A solid 5/5 for me.
Patricia BakerJanuary 20, 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. Would probably read it again at some point.
Mark WrightSeptember 10, 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. Glad I picked this up.
