Systems Science

Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, cofounder of Claypot AI, considers each design decision in the context of how it can help your system as a whole achieve its objectives.

The Incursion Event has been announced, and sapient races from across the multiverse are invading the newly integrated planet Earth. These beings have decades, centuries or even millennia of experience living within The System and wield powers far beyond the mutated Beasts and mana-spawned Monsters Drew and his friends have faced in the past.

We all know that life in prison ain't grand, but the utter horror of it springs from the pages of this autobiography, written by a one-time death-row inmate. Billy Wayne Sinclair is now serving a reduced 90-year sentence for murdering a Baton Rouge convenience store owner in a robbery gone wrong more than three decades ago. His story of an adult life spent in one of Louisiana's harshest prisons is amazing, not only because he has survived with his soul intact, but because it provides such a raw look at the inner workings of a system bent on revenge, not rehabilitation.

In a Post-Apocalyptic world of Magic and Machinery, Jack Knight is an orphan who finds himself caught between a life-altering decision. Join the military and fight the demon hordes or sell his soul to the Corpos. Both options having minimal appeal to a shut-in like Jack. Thanks to the high cost of living, and his sister’s medical expenses, Jack has never given much thought to what he’d want to do with life, always living paycheck to paycheck, scrounging just enough to keep the lights on and his sister safe. However, an Angel presents him with a third option.

Ten years ago, Amelia woke up alone and lost in a broken world where she had to fight for her survival. Now, after reaching the pinnacle of power, defeating the Void itself, and escaping the abyss, she has finally found her way back into the real world. But instead of returning to Earth, she arrives in the land of Vacuos. A fantasy world with magic, monsters, Classes, and Levels. A world that is governed by a System like it were a video game.

Warren is kicking butt in the games... and his cancer is kicking his butt, right back! In order for humanity to survive, they need Warren. Now, it's time for the team to risk it all to help him heal. There's more tower to conquer, alien planets to explore, and giant squid thingies to kill...

Escaping the Housing Trap is the must-have resource for everyone with a stake in the future of housing in America-and that means everyone. Listeners will find discussions of housing as an investment and how the country's neighborhoods are being transformed by the introduction of large amounts of investment; explorations of housing as shelter, including discussions of zoning policy and NIMBYism; and a comprehensive overview of the Strong Towns approach to solving the American housing crisis.

When the Doom System appeared, it shattered reality overnight. People took superhuman abilities, their only defense against a world that no longer made sense. But just as humanity began to adapt, the System changed the rules. Now, survival isn’t just a struggle. It’s a competition. For Hiro Johnson, staying alive has become a full-time job. The System twists the streets of New York into death traps, pitting survivors against monsters, hunters, and each other yet rewarding them with powerful skills and weapons.

The heroes Terry Fairway once idolized have turned against him, hunting him down at every turn. His grandfather, the ruthless S-ranked necromancer who rules the city, watches from his throne as the people starve and suffer. Vampires stalk the streets unchecked, feeding on the innocent without fear of reprisal. Terry always believed his family were the good guys, but Wichita isn't a city of heroes or villains—it's a city of power. And if power is all that matters, then power is what Terry will seize.

In Disunited Nations, geopolitical strategist Peter Zeihan presents a series of counterintuitive arguments about the future of a world where trade agreements are coming apart and international institutions are losing their power. Germany will decline as the most powerful country in Europe, with France taking its place. Every country should prepare for the collapse of China, not North Korea. We are already seeing, as Zeihan predicts, a shift in outlook on the Middle East: it is no longer Iran that is the region’s most dangerous threat, but Saudi Arabia.

Why is it so much easier for the Democratic Party to win the national popular vote than to build and maintain a majority in Congress? Why can Democrats sweep statewide offices in places like Pennsylvania and Michigan yet fail to take control of the same states' legislatures? Many place exclusive blame on partisan gerrymandering and voter suppression. But as political scientist Jonathan A. Rodden demonstrates in Why Cities Lose, the left's electoral challenges have deeper roots in economic and political geography.

Living with an advanced Werewolf System hasn't always been easy for Gary Dem. But it sure comes in handy. Without it, he would never have been able to take on—and literally devour—a lethal Altered and live to tell about it. With his new rank and abilities, Gary and his gang, the Howlers, are primed to finally wipe out the last remaining competition in Slough. As long as he can control himself and his growing werewolf pack, things might just turn out all right . . . But it's not bloody likely.

After my last fight with Darius Windstorm, the Refuge has struck. With the Blobber world consumed by war, I know there’s only one place my team and I can find safety, and we start a frantic quest to find the runaway warriors in the deepest recesses of the dungeons. Even with a few new friends, the overbearing System won’t stay down for long. A reckoning is coming, and my status as a warlord means I’ll be at the forefront of any new strike against their world.

Reborn in a crypt, Nick was given an ancient heritage and an important task: to become king, and make the Archaens rise again. Nick was now the last one, and he would need to find allies by forming Soul Pacts with both followers and wives. With the power of the Soul Knight class, he would have to use both paladin and necromancer magics to conquer the tower and defeat his enemies. But not all was right, in or outside the tower. A bandit warlord had taken control of the city of Havendale, and a deathly Trial within the tower lurks, barring Nick from collecting his Heritage.

Jeb Trapper tried to kill himself. The gun jammed. Two months later, the vet is now participating in underground trials of ecstasy to treat his PTSD. Everything seems to be going great until Jeb is teleported into a tutorial, along with everyone else on Earth. Now, he has to choose the level of difficulty. There's just one problem: He's high as a kite, and nothing seems impossible.

Not long ago, Gary was just another punk teenager living in a ramshackle house in a ramshackle town. To survive, he worked as a gofer for a brutal street gang—until a simple job went bad, and he ended up paired with a Werewolf System that enhanced his strength, stamina, and attitude. But as Gary quickly learned, this gift could also be a curse, costing anyone who got too close to him their life. Now, he's trying to figure out how to use his system to make things better for those around him. Unfortunately, before things get better, they're going to get much, much worse.

Quinn can barely handle her own life. When the Library of Everywhere discovers her compatible magical signature, suddenly, she is the sole existing potential librarian. Now, it's not only the weight of her world on her shoulders—Quinn must connect with the library system before the universe itself disintegrates. Once she's settled, it should be quiet, peaceful work—just as soon as she battles a few engorged bookworms, repairs hundreds of years of damage, and figures out why there's been no librarian for the last several centuries.

In My Stroke of Insight, Taylor shares her unique perspective on the brain and its capacity for recovery, and the sense of omniscient understanding she gained from this unusual and inspiring voyage out of the abyss of a wounded brain. It would take eight years for Taylor to heal completely. Because of her knowledge of how the brain works, her respect for the cells composing her human form, and most of all an amazing mother, Taylor completely repaired her mind and recalibrated her understanding of the world.

Developed by experienced professors and professionally narrated for easy listening, this course is a great way to explore the anatomy and physiology of the human nervous system. The audio is focused and high-yield, covering the most important topics you might expect to learn in a typical graduate-level anatomy and physiology course.

A real-life thriller about the most tumultuous period in America's financial history by an acclaimed New York Times reporter. Andrew Ross Sorkin delivers the first true, behind-the-scenes, moment-by-moment account of how the greatest financial crisis since the Great Depression developed into a global tsunami.