Learning Science

In Machine Learning Bookcamp, you’ll create and deploy Python-based machine learning models for a variety of increasingly challenging projects. Taking you from the basics of machine learning to complex applications such as image analysis, each new project builds on what you’ve learned in previous chapters. You’ll build a portfolio of business-relevant machine learning projects that hiring managers will be excited to see.

In this spellbinding blend of memoir and insight, best-selling author Chuck Palahniuk shares stories and generous advice on what makes writing powerful and what makes for powerful writing. With advice grounded in years of careful study and a keenly observed life, Palahniuk combines practical advice and concrete examples from beloved classics, his own books, and a "kitchen-table MFA" culled from an evolving circle of beloved authors and artists, with anecdotes, postcards from the road, and much more.

When author Jeff Hobbs arrived at Yale University, he became fast friends with the man who would be his college roommate for four years, Robert Peace. Robert's life was rough from the beginning in the crime-ridden streets of Newark in the 1980s, with his father in jail and his mother earning less than $15,000 a year. But Robert was a brilliant student, and it was supposed to get easier when he was accepted to Yale, where he studied molecular biochemistry and biophysics.

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.

America is in crisis, from the university to the workplace. Toxic ideas first spread by higher education have undermined humanistic values, fueled intolerance, and widened divisions in our larger culture. The Diversity Delusion argues that the root of this problem is the belief in America’s endemic racism and sexism, a belief that has engendered a metastasizing diversity bureaucracy in society and academia.

Developers and programmers are amongst the highest paid professions in the world, and according to the US Bureau of Labor Statistics, the number of jobs for software and app developers will increase by a shocking 24 percent in the next few years. In 2019, the tech industry posted 4.6 million job openings in the US job market, and their direct economic output was estimated at 1.9 trillion dollars.

Many of us know we're putting too much pressure on our kids - and on ourselves - but how do we get off this crazy train? We want our children to succeed, to be their best, and to do their best, but what if they are not on board? A few years ago, Ned Johnson and Bill Stixrud started noticing the same problem from different angles: even high-performing kids were coming to them acutely stressed and lacking any real motivation. Many complained that they had no real control over their lives.

In Becoming Fluent, Richard Roberts and Roger Kreuz draw on insights from psychology and cognitive science to show that adults can master a foreign language if they bring to bear the skills and knowledge they have honed over a lifetime. Adults shouldn't try to learn as children do, they should learn like adults. Roberts and Kreuz report evidence that adults can learn new languages even more easily than children.

Bringing Up Bébé meets Last Child in the Woods in this lively, insightful memoir about a mother who sets out to discover if the nature-centric parenting philosophy of her native Scandinavia holds the key to healthier, happier lives for her American children.

David Bodanis demystifies the world's most famous equation, explaining its science and bringing it to life. He makes clear the astonishing array of discoveries and consequences it made possible and its impact on our daily lives. At last, the masses can understand that Einstein did nothing less than open the door to the inner structure of the universe.

Janet Malcolm delves into the psychopathology of journalism using a strange and unprecedented lawsuit as her larger-than-life example: the lawsuit of Jeffrey MacDonald, a convicted murderer, against Joe McGinniss, the author of Fatal Vision. Examining the always uneasy, sometimes tragic relationship that exists between journalist and subject, Malcolm finds that neither journalist nor subject can avoid the moral impasse that is built into the journalistic situation.

The revised and updated edition of Lt. Col. Dave Grossman's modern classic about the psychology of combat, hailed by the Washington Post as "an illuminating account of how soldiers learn to kill and how they live with the experiences of having killed". In World War II, only 15 to 20 percent of combat infantry were willing to fire their rifles. In Korea, about 50 percent. In Vietnam, the figure rose to more than 90 percent. The good news is that most soldiers are loath to kill.

It's every novelist's greatest fear: pouring their blood, sweat, and tears into writing hundreds of pages only to realize that their story has no sense of urgency, no internal logic, and so is a page-one rewrite. The prevailing wisdom in the writing community is that there are just two ways around this problem: pantsing (winging it) and plotting (focusing on the external plot).

In this widely acclaimed memoir ("Riveting, moving...a wonderful book" The New York Times Book Review), Katharine Graham tells her story—one that is extraordinary both for the events it encompasses and for the courage, candor, and dignity of its telling.

In 1793 William Smith, a canal digger, made a startling discovery that was to turn the fledgling science of the history of the earth - and a central plank of established Christian religion - on its head. He noticed that the rocks he was excavating were arranged in layers; more important, he could see quite clearly that the fossils found in one layer were very different from those found in another. And out of that realization came an epiphany.

A survey of the quirks and quandaries of the English language, focusing on our strange and wonderful grammar. Why do we say "I am reading a catalog" instead of "I read a catalog"? Why do we say "do" at all? Is the way we speak a reflection of our cultural values? Delving into these provocative topics and more, Our Magnificent Bastard Tongue distills hundreds of years of fascinating lore into one lively history.

It is an axiom of American life that advantage should be earned through ability and effort. Even as the country divides itself at every turn, the meritocratic ideal - that social and economic rewards should follow achievement rather than breeding - reigns supreme. Both Democrats and Republicans insistently repeat meritocratic notions. Meritocracy cuts to the heart of who we are. It sustains the American dream.

The science on climate change has been clear for a very long time now. Yet despite decades of appeals, mass street protests, petition campaigns, and peaceful demonstrations, we are still facing a booming fossil fuel industry, rising seas, rising emission levels, and a rising temperature. With the stakes so high, why haven't we moved beyond peaceful protest? In this lyrical manifesto, noted climate scholar (and saboteur of SUV tires and coal mines) Andreas Malm makes an impassioned call for the climate movement to escalate its tactics in the face of ecological collapse.

If it weren't for the 57 bus, Sasha and Richard never would have met. Both were high school students from Oakland, California, one of the most diverse cities in the country, but they inhabited different worlds. Sasha, a white teen, lived in the middle-class foothills and attended a small private school. Richard, a black teen, lived in the crime-plagued flatlands and attended a large public one. Each day, their paths overlapped for a mere eight minutes. But, one afternoon, on the bus ride home from school, a single reckless act left Sasha severely burned.

In a ranch south of Texas, the man known as The Executioner dumps 500 body parts in metal barrels. In Brazil's biggest city, a mysterious prisoner orders hit men to gun down 41 police officers and prison guards in two days. In Southern Mexico a meth maker is venerated as a saint while enforcing Old Testament justice on his enemies. A new kind of criminal kingpin has arisen: part CEO, part terrorist, and part rock star, unleashing guerrilla attacks, strong-arming governments, and taking over much of the world's trade in narcotics, guns, and humans.