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.

AN INSTANT NEW YORK TIMES BESTSELLER The “lively” (The New Yorker), “convincing” (Forbes), and “riveting pick-me-up we all need right now” (People) that proves humanity thrives in a crisis and that our innate kindness and cooperation have been the greatest factors in our long-term...

Robert's journey continues, but not as planned. Removed from Earth, Robert Williams arrives in Oakhaven with his new student, Elara. Book 2 sees Robert solidify his foundation, Start to build a home, and delving into the lucrative art of Enchanting. As Elara begins her own rapid magical development thanks to Robert's unique Teaching skill, Robert grapples with local politics, establishes vital connections, and crafts powerful artifacts.

The first wing of the Red Cathedral has been conquered, and the next phase of the Possibility King’s invasion is officially on. Strange towers have arrived all across EBO, bringing with them fragments of new and dangerous realities. Some will threaten the Onyx Delta, others will offer new opportunities, and one tower in particular will awaken something in Frank that really should have remained dormant.

Now the site of EBO’s first completed Red Cathedral, the Onyx Delta has become the center of the virtual world, and the entire player base is descending on Ned’s city to try their hand at the fearsome new raid and reap the game-changing rewards within. At the same time, a powerful, menacing guild is running roughshod over the western continents, razing every city in their wake and winning Frank’s obnoxiously loud approval from afar. But Ned knows that it’s only a matter of time before their forces sail east to the delta and attempt to burn down everything he’s built.

Without morals, the powerful and wealthy can do whatever they want. That's a hard truth for an aspiring Hunter to learn. Brodie attempts to navigate his induction into the world of the multi Skilled, and discovers just how complicated and convoluted that can be. Even a small step from equipment Specialist Miner to company owner is fraught with challenges. Especially when you have to work with low ranked Guilds.

Derek has saved villages and maybe even cities from overflowing dungeons. He later helped with the capture of one of the most despicable noblemen in the entire kingdom. After that, he, at the request of Prince Edgar, helped prevent upcoming danger by clearing a raid dungeon and keeping it from overflowing into the kingdom. Then, he and Silvi joined a war effort that began while he was clearing the dungeon.

She wanted to be a Necromancer, but awakened as a Saint! Somehow her summoned heroes are all undead? How will the church react when their Saintess summons a skeleton in place of a mighty hero? Sofia isn’t too keen on finding out. In this world, Gods choose [Saints], and [Saints] summon [Heroes] from other worlds; everyone knows that. But Sofia had a thing for bones ever since she was a child; there’s only one [Class] she wants: [Necromancer]! When, by the whims of fate, she gets both classes at the same time, the system breaks.

Donors, leaders of nonprofits, and public policy makers usually have the best of intentions to serve society and improve social conditions. But often their solutions fall far short of what they want to accomplish and what is truly needed. Moreover, the answers they propose and fund often produce the opposite of what they want over time. We end up with temporary shelters that increase homelessness, drug busts that increase drug-related crime, or food aid that increases starvation.

In Neil deGrasse Tyson’s delightful journey through the cosmos, his fictional character Merlin responds to popular questions asked by adults and children alike. Merlin, a timeless visitor from Planet Omniscia in the Andromeda Galaxy, has observed firsthand many of the major scientific events of Earth’s history.

Life is the teacher. Death is the lesson. An undying cultivator is the result. Su Fang’s path of cultivation is a journey of countless deaths. As each new life pulls back the veil that covers the Nine Rivers Continent, he discovers both hidden truths and the chains that bind him.

After saying goodbye to his life on earth, he never expected to find a brand new world still awaiting for him. One where immortals flew through the clouds and ancient evils hid below the surface. One where fables, myths, and legends filled every corner. One where he could finally start anew. Now, however, John is about to learn a valuable lesson, for any place humanity rules will always be the same - a domain where sin and ambition can only be tamed by power. Will he have the strength to walk this road on his own or will he be unable to heal the old wounds hidden deep within his heart?

Su Fang arrives in a realm of cultivation unprepared—no skills, no knowledge, and no backing. Like everyone else in this new world, he is given a blessing from the Heavenly Dao to help him success, but Su Fang's blessing isn’t power over the elements or mastery of profound arts. No, it takes a brutal lesson to teach him that he’s been ‘blessed’ with repetition. Every time he dies, he returns to the moment of his arrival. The young cultivator uses each reset to grind skills, refine his inner essence, and empower his very soul, using only the memories of countless failures.

Young Gary Dem has come a long way from the streets of Tier-3 Slough. With the ever-increasing power of his ill-gotten Werewolf System, he's risen from street slug to Howler gang leader to legit scrapper at the Altered Fighting Academy. Unfortunately, trouble follows him everywhere, bringing not only the usual battles, bloodshed, and general chaos but also the introduction of an all-new nemesis.

NEW YORK TIMES BESTSELLER An urgent warning of the unprecedented risks that AI and other fast-developing technologies pose to global order, and how we might contain them while we have the chance—from a co-founder of the pioneering artificial intelligence company DeepMind and current CEO...

Wrench is a Fixer. Someone born to maintain, fix, and correct any and every issue that could go wrong in the habitat he lives in. Someone who makes sure he and his fellow humans can remain on display and entertain their owners as any good human pet would. At least, that’s what he was born to be. He’s taken a different route and joined a resistance faction to help free humanity to become more than just pets to an alien race.

Indigenous naturopathic doctor Nicole Redvers pairs evidence-based research with traditional healing modalities, addressing modern health problems and medical processes Modern medical science has finally caught up to what traditional healing systems have known for centuries. Many traditional...

My life took a turn I never expected on the day the world ended. Suddenly forced to fight in a bloody arena by a faceless System, I find the only way to survive is to win. I’m told that ten victories in the arena will give me my freedom, but if I’m going to get there, I’ll need a crack team of hardened allies to fight with me. What I got instead was a bratty college girl with a jealousy streak, a momma’s boy roommate who now inhabits the body of a piglet, and a devastatingly gorgeous teacher whose sword is as sharp as her tongue.

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.