Discover Not with a Bug, But with a Sticker: Attacks on Machine Learning Systems and What To Do About Them by Ram Shankar Siva Kumar.
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After spending years working in the corporate world, Ram Shankar Siva Kumar finally decided to pursue a lifelong passion for writing. They currently reside in a quiet suburb where they spend most of their time outlining new stories, reading extensively, and occasionally attempting to bake.
Not bad, but not my favorite. 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.
Anthony AndersonFebruary 02, 2024
It was just alright. 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.
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John DiazMarch 07, 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.
Rebecca GarciaNovember 20, 2025
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Brian PhillipsJanuary 13, 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. Will be looking for more from this author.
Carol CruzSeptember 01, 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. Glad I picked this up.
Cynthia CampbellSeptember 10, 2024
It was okay. 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.
Paul EdwardsJanuary 05, 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. Glad I picked this up.
Gary EvansApril 29, 2025
I was pleasantly surprised. 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.
Nancy RamirezFebruary 26, 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. I'd probably recommend it to a friend.
Mark MartinJanuary 26, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
George WilliamsApril 12, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Nancy ThompsonFebruary 03, 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.
Rebecca RodriguezAugust 30, 2025
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.
Rebecca PhillipsJuly 25, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Kevin BrownSeptember 26, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Still a good book.
Matthew TurnerDecember 13, 2025
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 RobinsonOctober 09, 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.
Karen RiveraDecember 22, 2024
Such a great 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.
Patricia EdwardsFebruary 23, 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. A solid 4 stars from me.
Ryan KingJanuary 25, 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.
Stephanie ClarkDecember 21, 2025
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.
Richard WrightAugust 06, 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.
Betty AndersonMay 14, 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. Probably won't read it again, but it was an okay way to pass the time.
William YoungMay 11, 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.
Emily HarrisMarch 04, 2025
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Kevin BrownFebruary 22, 2025
I have mixed feelings about this one. It felt a bit repetitive in the middle. Could have been shorter. It's fine if you have nothing else to read.
Rebecca PerezJanuary 04, 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. A solid 5/5 for me.
Patricia LewisMay 24, 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.
Margaret LewisOctober 12, 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 WrightAugust 22, 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.
Michelle SanchezDecember 26, 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.
Richard WrightJanuary 21, 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. Would probably read it again at some point.
Ashley NguyenMarch 30, 2025
It was just alright. 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.
Ashley CollinsNovember 28, 2025
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Mark SmithMarch 23, 2025
It was okay. 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.
Barbara MooreAugust 14, 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.
William KingApril 20, 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.
Joshua FloresMay 28, 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. Definitely recommend it if you like this genre.
Elizabeth BrownMay 30, 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.
Kevin MooreMay 27, 2024
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.
Laura TurnerFebruary 12, 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.
Melissa RodriguezNovember 23, 2024
Not bad, but not my favorite. It felt a bit repetitive in the middle. Could have been shorter. Just right down the middle.
Christopher HillSeptember 21, 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. Would probably read it again at some point.
Sarah EvansApril 24, 2025
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. Still a good book.
Richard FloresOctober 01, 2024
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.
Nancy JacksonJanuary 14, 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. I'd probably recommend it to a friend.
Donald NguyenJanuary 26, 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.
Rebecca MitchellOctober 18, 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.
Patricia GarciaSeptember 27, 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. A solid 5/5 for me.
Carol RobertsAugust 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. Definitely recommend it if you like this genre.
Ryan CampbellNovember 14, 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.
Linda SanchezOctober 16, 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.
Robert ParkerJuly 25, 2024
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.
Melissa KingFebruary 26, 2024
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
George WhiteMay 07, 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. I'd probably recommend it to a friend.
Brian ParkerJuly 27, 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.
Laura GomezJuly 10, 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. Definitely recommend it if you like this genre.
Eric DavisMarch 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. Worth the time and money.
Daniel CarterOctober 16, 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. Would probably read it again at some point.
Melissa RamirezAugust 18, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Sandra MartinDecember 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. Glad I picked this up.
Deborah WhiteDecember 03, 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.
Carol SanchezFebruary 11, 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.
Deborah WhiteJanuary 18, 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.
Margaret PerezAugust 27, 2024
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.
Rebecca NguyenSeptember 21, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Kimberly EvansDecember 11, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
George KingAugust 29, 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.
Elizabeth WilsonApril 20, 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. Will be looking for more from this author.
Nancy ParkerOctober 18, 2025
I liked it for the most part. It held my attention, even if a few things were a little predictable. Not bad at all.
Donna CarterJune 07, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
James JonesAugust 01, 2025
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Donna CarterOctober 15, 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.
Linda NguyenApril 07, 2025
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Joshua CampbellAugust 03, 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.
Richard AndersonDecember 22, 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. Worth the time and money.
David GomezNovember 12, 2025
It was okay. It felt a bit repetitive in the middle. Could have been shorter. Might work better for someone else, just wasn't completely for me.
Elizabeth SmithFebruary 12, 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.
Nancy ScottAugust 05, 2025
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.
Paul HillFebruary 29, 2024
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.
Ashley CollinsDecember 10, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Betty AndersonJanuary 03, 2024
Really enjoyed this one. 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 NguyenDecember 26, 2024
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 MartinJuly 13, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Gary CampbellFebruary 12, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Thomas MartinezDecember 14, 2025
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Kenneth RodriguezSeptember 01, 2025
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.
Margaret CollinsOctober 16, 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.
Ryan RobinsonFebruary 01, 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. Would probably read it again at some point.
Patricia GarciaDecember 14, 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.
Margaret LewisNovember 05, 2024
It was just alright. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. A generous 3 stars.
Daniel SmithFebruary 28, 2024
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.
Sarah DiazNovember 24, 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. A solid 5/5 for me.
William GomezMay 26, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Gary EvansJanuary 31, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Just right down the middle.
Eric YoungAugust 28, 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. Will be looking for more from this author.
Eric YoungAugust 27, 2024
It was okay. 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.
Matthew TurnerJune 25, 2024
A solid read. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
William MooreSeptember 24, 2025
Pretty good overall. It held my attention, even if a few things were a little predictable. Still a good book.
Nancy AllenDecember 19, 2025
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Karen MartinJanuary 21, 2024
Good, but not quite perfect. I liked the main character, though some of the side plots were just okay. Still a good book.
George MartinJune 06, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Matthew AdamsMay 27, 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. Still a good book.
Barbara ScottMay 08, 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.
Anthony RobertsSeptember 23, 2024
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.
David EdwardsFebruary 27, 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.
Carol AllenApril 12, 2024
Such a great read. 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.
Stephanie ParkerMarch 23, 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.
Nancy ThompsonFebruary 26, 2024
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Patricia HillJune 13, 2024
It was okay. 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 HillApril 15, 2024
A solid read. It held my attention, even if a few things were a little predictable. Still a good book.
Rebecca RodriguezAugust 28, 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.
Joshua TaylorAugust 22, 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.
Donald NguyenOctober 18, 2025
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Dorothy MartinAugust 11, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
William KingNovember 25, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
Nancy AllenFebruary 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. A solid 5/5 for me.
Kimberly WilsonApril 09, 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.
Robert TaylorApril 27, 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.
Michelle WilliamsSeptember 05, 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.
John CampbellDecember 06, 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.
Sarah EvansMarch 20, 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.
Rebecca BrownSeptember 13, 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.
Deborah MooreMay 12, 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. Will be looking for more from this author.
Richard WhiteOctober 30, 2025
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Jennifer ClarkFebruary 26, 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.
Gary CampbellApril 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. A solid 5/5 for me.
John PerezApril 03, 2025
A solid read. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
William RamirezFebruary 13, 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.
Steven GonzalezFebruary 24, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Patricia HillNovember 25, 2024
Such a great 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.
Eric WhiteDecember 08, 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. Still a good book.
Margaret LeeOctober 03, 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.
Brian PerezMarch 21, 2024
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Thomas LeeAugust 08, 2025
Such a great 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.
Jacob HernandezMay 25, 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.
Betty ThomasMay 25, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Joshua ThompsonMarch 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. Probably won't read it again, but it was an okay way to pass the time.
Amanda RodriguezApril 27, 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.
Sandra FloresJune 19, 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.
Kevin BrownMay 23, 2025
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Betty ThomasJune 30, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Charles WhiteAugust 07, 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.
Daniel LewisJuly 16, 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. A solid 4 stars from me.
Kevin MooreJuly 11, 2025
Such a great read. 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.
Joshua FloresOctober 19, 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.
Linda NguyenNovember 20, 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. Worth the time and money.
George WilliamsJune 02, 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. Glad I picked this up.
Kenneth LeeNovember 08, 2024
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.
