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.

Fire is rarely out of the headlines, from large natural wildfires raging across the Australian or Californian countrysides to the burning of buildings such as the disasters of Grenfell tower and Notre Dame. Fire on these scales can represent a serious risk to human life and property. But the advent of fire made and controlled by humans also represented a crucial point in our evolution, allowing us to cook our food, forge our weapons, and warm our homes.

Fie abides by one rule: Look after your own. Her Crow caste of undertakers and mercy-killers takes more abuse than coin, but when they’re called to collect royal dead, she’s hoping they’ll find the payout of a lifetime. When Crown Prince Jasimir turns out to have faked his death, Fie’s ready to cut her losses - and perhaps his throat. But he offers a wager that she can’t refuse: Protect him from a ruthless queen, and he’ll protect the Crows when he reigns.

John wakes up in a familiar place, only to find a world that is different from what he knows. In order to protect those he loves, John must sift through his memories to ensure his previous ending doesn’t become true once more. He might have brought knowledge of the future back to the past, but this time, he finds his enemies much earlier. How will he tell Sarah, who does not remember the love they shared or the adventures they had, who he really is? Old debts are repaid, and new friends are made as he carves out a familiar path to the top.

To gain his Master Class, John Lee made a deal with the Erethran Empire. Now, the empire has come to collect on the debt, forcing him to appear in their capital after his last fight. Thrown into Galactic politics of a militarized, system-based society, John will have to weigh consequences of the decisions he's been asked to make and confront the warped reality of a system-created empire. When politics, self-interest, and a human's stubbornness collide, the very stars are threatened.

John de Lancie, in his role as "Q," headlines a Star Trek cast and crew (directed by Jonathan Frakes!) in this fully dramatized adventure of the future and the adventures of the heroic Starfleet officer who must save the Federation!

How much will you sacrifice to survive in a world turned game? When friends and family fall to monsters and aliens everyday, will you choose safety over freedom? These are the questions the survivors in the Yukon must ask themselves. New alien masters arrive, offering safety from ever stronger monsters in return for their freedom and future potential. Thrust into a position of power and influence by dint of his Levels, John must choose—not just for himself but Whitehorse itself. The price, however, might be more than he is willing to pay.

The story continues, following the events of its predecessor. In the anime world, Satovia, Clyde still battles the anime tropes, but no longer dances at the fingertips of the watchers. However, his friends have real issues, problems that intertwine with his own mission. Casting away selfishness, he finds himself awakening his real power.

Many believe the child welfare system protects children from abuse. But as Torn Apart uncovers, this system is designed to punish Black families. Drawing on decades of research, legal scholar and sociologist Dorothy Roberts reveals that the child welfare system is better understood as a “family policing system” that collaborates with law enforcement and prisons to oppress Black communities. Child protection investigations ensnare a majority of Black children, putting their families under intense state surveillance and regulation.

A clock hangs over the head of every mortal. Counting down to the inescapable day that the Goddess of Death claims them. That is the way of the world. The natural cycle of mortals. The Gods, however, were said to live for forever. To exist so far outside of the natural laws of the universe that even their crimes can't be punished. But Knell Coba, at great cost, realizes this is nothing but another lie.

More than any other institution in the country, Georgia State has overturned the assumption that poorer students are doomed to fail. Won't Lose This Dream describes how the architects of Georgia State's success harnessed the power of evolving data technologies, a "moneyball" strategy that helped them recognize and remove the obstacles that have held poor students back. Veteran journalist Andrew Gumbel uncovers the human stories behind these innovations, tracing real students as they realize lifelong dreams of graduating from college.

Recent elections in the advanced Western democracies have undermined the basic foundations of political systems that had previously beaten back all challenges - from both the left and the right. The election of Donald Trump to the US presidency, only months after the United Kingdom voted to leave the European Union, signaled a dramatic shift in the politics of the rich democracies. In Anti-System Politics, Jonathan Hopkin traces the evolution of this shift and argues that it is a long-term result of abandoning the post-war model of egalitarian capitalism in the 1970s.

Written by a cult survivor and renowned expert on cults and totalitarianism, Terror, Love and Brainwashing draws on the author's 25 years of study and research to explain how almost anyone, given the right set of circumstances, can be radically manipulated to engage in otherwise incomprehensible and often dangerous acts.

Marc's Safe Zone, and his network of interconnected Safe Zones, has been upgraded to an Industrial Technology level. With the new tech level comes a number of items that they've desperately wanted to build. Now railways, lighter than air travel, primitive firearms, and more are available, once the requirements for their tech chains are satisfied.

Jugglers, flying horses, and the threat of war - here is the untold story of James T. Kirk's first mission as the commander of the Enterprise! Featuring a dramatic reading by Leonard Nimoy and George Takei, and enhanced with sound effects and an original score.

Nick Abrahams still holds the official world record for the number of space launches, but he’s bored stiff with his job hosting space tours. Only when his wife leaves him, however, does he try to change his life. He accepts a tempting offer from a Russian billionaire. In exchange for making a simple repair on Neptune’s moon Triton, he will return to Earth a multi-millionaire, enabling him to achieve his ‘impossible dream’ of buying his own California vineyard.

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.

Late 21st-century Earth is overcrowded, her natural resources dwindling rapidly. World governments and greedy mega corporations are forced to work together toward a solution. A crew of ten humans are sent to Mars aboard Hyperion I to locate a suitable site and establish the first colony. After a months-long flight to the red planet, just as they are about to descend to the surface, problems arise. A careless accident kills a crew member, damages the ship, forcing the others to launch early. And that's just the beginning of their troubles.

The U.S.S. Enterprise is the site for a wedding that will unite two powerful rival families of the Tizarin. But Captain Picard's happiness is soon cut short by the arrival of Lwaxana Troi, the nagging mother of ship's counsellor Deanna Troi, and the notorious, all-powerful Q, who has come to examine and challenge the human concept of love. Read by Majel Barrett and John de Lancie!

For the past 25 years, scientists have challenged conventional views of evolution and have developed revolutionary theories with profound implications. Fritjof Capra has been at the forefront of this revolution and now, in The Web of Life, he offers a brilliant synthesis of these exciting breakthroughs.