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.

A decade ago, developers built information-sharing software by writing a lot of custom code in a single code base, then adding layers of caching. Now we build information systems: interdependent software and services, data platforms, and event streams. Many of our software-to-systems initiatives fail, though, and when they do, we double down on traditional linear approaches. But linear thinking cannot resolve systems challenges. We need to shift to systems thinking.

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.

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.

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.

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.

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.

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.

Best-selling journalist Antony Loewenstein, author of Disaster Capitalism, uncovers a largely hidden world in a global investigation with secret documents, revealing interviews and on-the-ground reporting. This book shows in-depth, for the first time, how Palestine has become the perfect laboratory for the Israeli military-techno complex: surveillance, home demolitions, indefinite incarceration and brutality to the hi-tech tools that drive the 'Start-up Nation'.

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.

The world could not escape this misfortune that came out of the blue, so the System is still providing its inhabitants with entertainment. In addition to developing and constantly introducing new possibilities for the inhabitants of the planet, the System is also trying to complicate their lives. Who knows why that is? Maybe that's how some higher power is trying to make the survivors move forward, to become stronger and smarter. And to mobilize all their strength and forget about their boring and meaningless old lives.

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.

In the years since the Annexation War, Cato has quietly spread throughout the System, watching, waiting, and building his forces. When the Sydean Lineage returns, he finally has a line to the Core, and once he can deal with the System Core, he can bring down the System for good. Of course, it isn’t so simple. The System-gods are aware of him now, powerful and ancient forces waiting to pounce on any mistake — and perfectly willing to murder millions of innocents for even a perceived injury against him.

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.

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.

Ivan Susanin, a typical guy and unemployed techie, is initiated by the System and transported, together with a thousand other players, to an unknown location beyond Earth. Ivan has an interface, a spear, and basic weapon skills. All he has to do to return to Earth is complete a simple quest and reach the second level. But experience points are only awarded for kills in this game, and the clock is ticking.

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.

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.

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.