Is Hands-On Machine Learning The Best Book For Practical Learning?

"Hank, there's something hard down there pushing into me." On the driving school car, I was teaching my goddaughter how to drive by letting her sit on my lap, my hands over hers on the wheel. But right after we started, the engine stalled, and the whole car jerked hard. Her round hips settled deep into my thighs. To make things even more intense, she was wearing nothing but a skirt that barely covered her.

All I wanted was a one-night stand with a random guy, just to get back at my boyfriend, who had insulted me for never being able to feel anything with him. So, I left Brooklyn with my best friend, Ashley, to spend spring break in Cabo. The deal was simple: have fun like a normal young adult and hook up with any guy... just to prove a point. I ended up in the bed of a man with the most mesmerizing eyes I’d ever seen—a man I knew absolutely nothing about. He pleased me in ways I didn’t think were possible. Every touch, every kiss, every whispered brush of his hands against my skin ignited a hunger I never knew I had. But when I woke up the next morning, the stranger was gone. I thought it was just a forgotten one-night stand, someone I’d never see again. Until I found out he was my new statistics professor. It was supposed to be one meaningless night, but now I crave him in ways I never knew were possible. Even knowing he could be my downfall, I still want him. Still crave him. Still want him to ruin me in whatever way he desires.

The class heartthrob, Kevin Mosley, who scores only 1000 in the SATs, claims that he has successfully enrolled at Starvard University and is just waiting for the semester to begin. He even guarantees that he can get the entire class admitted as well. The whole class starts cheering and praising him for being their hero. All of them intend to let him submit their college applications for them. But something about his story doesn't sound right to me, so I ask a few more questions. That's when I discover that his so-called exclusive admission internal channel is CloudAI, which is just an AI chatbot! It confidently tells him that it has already reserved a special admission slot for him and guarantees that he can report to Starvard University when the semester starts. Trying to help, I point out that the AI is just generating conversational responses and telling him what he wants to hear. My childhood friend, Janice Hudson, is the first to jump to his defense. "Daryl Greer, how can you doubt Kevin? He's trying to help the whole class. What's it to you?" My friend, Aaron Yates, chimes in as well. "Daryl, AI is cutting-edge technology. It's the future. You can't dismiss it just because you don't understand it." Their words rile everyone up. As the argument escalates, I am shoved down a flight of stairs. I hit my head and die on the spot. When I open my eyes again, I find myself back at the moment when Kevin proudly announces that he's been admitted to Starvard. You can lead a horse to water, but you can't make it drink. This time, I'll simply respect their choices and wish them the best.

On graduation day, I caught Julian—the boy who had been my shadow for twelve years—pinning another woman against the wall, kissing her hard. His hand smacked her ass before he scooped her up and carried her into the hotel. When my call interrupted him, he just hung up impatiently and texted back: "Aria, stop playing the fragile little girl with your panic attacks. I'm not your babysitter anymore." "I'm the next in line for the Valerius family. I have real business to handle. I don't have the energy to be your nanny." Then, he coldly sent me a link to some newly developed AI personal assistant app. "If you're that lonely, go chat with the AI. It's way more useful than you clinging to me every day." I stood frozen, tears streaming down my face. A suffocating wave of heartbreak and loss swallowed me whole. My parents died saving his parents—the current Don and Donna of the Valerius Family. We grew up together. He took care of me for twelve years. I always thought he loved me. I even thought we'd get married one day. But now, I was just a burden. An annoyance. Watching his back disappear into the hotel lobby, I numbly downloaded the app. "What color should I wear to the graduation party?" "Burgundy. It complements your pale skin and hugs your curves perfectly." "I want to change up my jewelry too..." "You have beautiful collarbones. You don't need anything complicated. A minimalist platinum necklace would be perfect." "Where should I go for my solo graduation trip?" "Your private account shows a love for the Mediterranean. Go to the Amalfi Coast. The sun will look good on you." "Okay. I'll listen to you." Wait. Something was wrong. Why would an AI app know about my secret Instagram account?

Even though the prettiest girl in my class, Phoebe Jones, bombed her college entrance exams, she claimed she had gotten into the prestigious Pemberton University and was just waiting for orientation day. She even guaranteed she could get the whole class in, too. Everyone erupted in cheers, put her up on the class podium, and lined up to hand over their applications. Something did not sit right with me, so I asked a few questions. Her 'exclusive enrolment channel' turned out to just be an AI chatbot called Babble. Babble had promised her it had reserved exclusive spots at Pemberton and guaranteed she would be registered by the start of the term. I tried to warn everyone that it was just an AI telling her what she wanted to hear, but my childhood friend was the first to jump to her defense. "Maren, how could you think that about Phoebe? She's doing this for the whole class. What's your problem?" My best friend added, "Maren, AI is the way of the future. You can't just dismiss it because you don't get it." That was all it took to turn the whole class against me. They pushed me around until I tumbled down the stairs, cracked my head open, and died on the spot. When I opened my eyes, I was back at the moment Phoebe announced she had gotten into Pemberton. I could not save people who were hell-bent on their own destruction, so this time, I wished them nothing but the best.

I'm infamous for being the stupidest student in the entire school. Even though I've been doing additional revisions till late night every day, I keep getting the lowest rank consistently in exams. On the other hand, my younger sister, Mia Lawson, doesn't study at all. Yet, she always comes up as the top of her grade every time. Our parents soon call her as the Math Prodigy. Because of that, I'm forced to live in the attic, which leaks all the time during rainy days. My table lamp gets smashed into pieces as well since I shouldn't be wasting power if I can't cram any knowledge into my brain. My parents also force me to drop out of school and start working at a young age. They claim that losers should stick to their paths and do what they do best. But at the same time, they don't hesitate to drop a grand sum of money just to enroll Mia into a class based on the Arithmetiad. There's a time when I contract a high fever that makes me all woozy and my consciousness all blurry. Because of my illness, I randomly draw an incorrect construction line on a draft paper. The next day, the line actually appears on Mia's exam paper, pixel by pixel. That's when realization dawns on me immediately. Before the day the National Arithmetiad is set to be streamed live in front of the entire nation, I opt to not solve any difficult questions. Instead, I lock my room door and keep telling myself in front of the mirror that the greatest mathematical equation in this world is 1+1=3.