Develop, deploy, and streamline your data science projects with the most popular end-to-end platform, Anaconda About This Book ? Use Anaconda to find solutions for clustering, classification, and linear regression ? Analyze your data efficiently with the most powerful data science stack ? Use the Anaconda cloud to store, share, and discover projects and libraries Who This Book Is For Hands-On Data Science with Anaconda is for you if you are a developer who is looking for the best tools in the market to perform data science. It’s also ideal for data analysts and data science professionals who want to improve the efficiency of their data science applications by using the best libraries in multiple languages. Basic programming knowledge with R or Python and introductory knowledge of linear algebra is expected. What You Will Learn ? Perform cleaning, sorting, classification, clustering, regression, and dataset modeling using Anaconda ? Use the package manager conda and discover, install, and use functionally efficient and scalable packages ? Get comfortable with heterogeneous data exploration using multiple languages within a project ? Perform distributed computing and use Anaconda Accelerate to optimize computational powers ? Discover and share packages, notebooks, and environments, and use shared project drives on Anaconda Cloud ? Tackle advanced data prediction problems In Detail Anaconda is an open source platform that brings together the best tools for data science professionals with more than 100 popular packages supporting Python, Scala, and R languages. Hands-On Data Science with Anaconda gets you started with Anaconda and demonstrates how you can use it to perform data science operations in the real world. The book begins with setting up the environment for Anaconda platform in order to make it accessible for tools and frameworks such as Jupyter, pandas, matplotlib, Python, R, Julia, and more. You’ll walk through package manager Conda, through which you can automatically manage all packages including cross-language dependencies, and work across Linux, macOS, and Windows. You’ll explore all the essentials of data science and linear algebra to perform data science tasks using packages such as SciPy, contrastive, scikit-learn, Rattle, and Rmixmod. Once you’re accustomed to all this, you’ll start with operations in data science such as cleaning, sorting, and data classification. You’ll move on to learning how to perform tasks such as clustering, regression, prediction, and building machine learning models and optimizing them. In addition to this, you’ll learn how to visualize data using the packages available for Julia, Python, and R. Style and approach This book is your step-by-step guide full of use cases, examples and illustrations to get you well-versed with the concepts of Anaconda.

DEADLY CONSPIRACY Talia Morello moved to Rome for a fresh start—but instead finds herself at the center of a deadly art smuggling ring with everything to lose, including her life. Someone’s dead set on retrieving three priceless paintings believed to have been stolen by Talia’s late husband. And when his unsolved murder is linked to the bullet that killed FBI agent Joe Bryant’s brother during a museum heist, Joe is determined to find out all of Talia’s secrets. When she denies any involvement, Joe’s gut and heart tell him to trust her. But with the target on Talia’s back only growing, there may not be time to uncover the whole truth and save the woman he’s falling for…

Carol Marinelli was born in England to Scottish parents, then emigrated to Australia, where there are loads of Scottish and English people who did exactly the same, so she's very at home there. She lives in the outer suburbs of Melbourne—pretty much in her car, driving her three children to their various commitments. In her life, Carol has been a typist, a nurse, a fruit-picker, a backpacker, and has also applied to be a policewoman and to study midwifery, psychology…the list goes on. They all appealed – just not enough. Since the age of eighteen she’s dabbled with writing, but it was a rather sporadic effort at first – then finally she decided to take it more seriously. The biggest thrill in Carol’s writing life (and it still is to this day) was typing, for the first time, the words “The End”. For so many years there had been chapters and outlines and endless stop-starts, but having a full story, from start to middle to end, gave her a rush she had never expected. Of course it was rejected, but she’d got the bug and kept going till she was accepted.

Wanted: Husband and Father Stunned that his sister ordered him a mail-order bride, John Wallin insists he’s not the husband Dottie Tyrrell needs. The scholarly logger knows Dottie will make the perfect wife—for some other man. Yet he’s compelled to invite the lovely widow and her infant son stay with his family…but only until she can find her own way. Dreams of true love are for other women. Betrayed by her baby’s father, Dottie just wants a safe home for her precious child. But who could resist a man with John’s quiet strength? When her secret past brings danger to their door, they may yet find this mail-order mix-up to be the perfect mistake… Frontier Bachelors: Bold, rugged—and bound to be grooms

Conveniently Wed Pony Express manager Clayton Young arrives for his new assignment at a Wyoming ranch just in time to save Maggie Fillmore’s ailing baby. The lovely young widow is struggling to care for a ranch, her sister and a newborn, and Clayton plans to pursue medicine—not marriage. Yet Maggie’s dire situation spurs him to offer a match of convenience… Maggie hoped never to rely on any man again, even one as kind as Clayton. But with her late husband’s greedy cousin trying to take away her ranch, she has little choice. And though Maggie worries her union with Clayton might not be enough to save her ranch, she soon sees it could be just what her heart needs. Saddles and Spurs: Daring Pony Express riders risk all for duty—and for love

A Practical Engagement Clare Walsh isn’t too keen on marrying, but it’s the only way for her to keep her family home…and custody of her two younger brothers. So when rancher Noah Livingstone offers a union in name only, Clare reluctantly agrees. Accepting Noah’s strictly practical proposal has an unexpected catch, though—she’s actually falling for him. Though Noah is drawn to vibrant, independent Clare, he knows romantic feelings will only complicate their marriage of convenience. But when secrets from his past threaten Noah’s fragile new family, he must make a difficult choice. Will Noah risk all his dreams to secure a real future with Clare?

RISKY ALLIANCE When her private investigator father is murdered, Bailey Cox stares down danger to find those responsible…and comes face to face with the cop who arrested her six years ago. But to uncover the secret that got her father killed, her former enemy must become her current ally. Franklin Kennedy’s not convinced he can trust the former thief, but he needs her computer hacking skills to crack this case. What the hard-nosed detective doesn't need is a soft spot for Bailey. But when their investigation leads them to international hired guns, Franklin realizes his mistake: he's put Bailey in their crosshairs…and time's running out to save her.

FATAL FAMILY SECRETS Getting shot at on her way to work is only the first shock of law student Hannah McClarnon’s day. The second is when FBI agent Derek Chambers—her first love—reveals the truth about Hannah’s family. Though Hannah was raised by a wealthy Indianapolis couple, her birth father was with the Chicago mafia. And now, convinced she has information against them, they’re hunting her down. Derek’s first big assignment is to protect Hannah, and it’s becoming more personal every minute. He’s never revealed why he left long ago, and he still believes Hannah deserves someone better. But with the enemy in relentless pursuit, he’ll risk his life to be the man she needs—and loves—again.

MISSION: REUNITE MOTHER AND SON Single mother Penny Potter has spent months in hiding to keep her toddler from his father, a rogue FBI agent turned fugitive. But he's determined to flee the country with the child, and she can’t dodge him forever. When he corners Penny in the Montana wilderness and gets away with their son, she’s forced to trust his brother, handsome FBI K-9 agent Zeke Morrow. And Zeke must decide where his loyalty lies: with his sibling or the woman he wasn’t supposed to fall for. As the bullets fly and family ties are tested, Penny and Zeke will fight to save the boy who brought them together. Classified K-9 Unit: These lawmen solve the toughest cases with the help of their brave canine partners

SHATTERED AMISH SANCTUARY After witnessing the murder of her best friend, Elizabeth Lapp flees to the Amish community she left years ago, hoping the killer won’t find her. But the murderer follows Elizabeth, trapping her in her family’s barn, and she’s sure she won’t survive—until an Amish man rushes to save her. As the attacker runs off, Elizabeth sees her rescuer is none other than Thomas King, the handsome farmer she left behind with her dreams and her heart. Now widowed with two small children, Thomas vows to keep her safe…despite not being ready to forgive her. And suddenly, the man whose love she longs for—but can’t allow herself to accept—is all that’s standing between her and a cold-blooded killer.

CALCULATED REVENGE When a former classmate is murdered at detective Caleb Lyons’s ten-year high school reunion, he knows the victim’s old group of friends are keeping secrets. That includes Cedar Key, Florida, police officer Amber Kingston. Back in school, Amber was a girl headed for trouble, but now she’s as dedicated to the law as he is. As he works overtime to get the pretty cop to open up to him, Amber and her friends receive messages threatening payback for past deeds. And the group keeps dying…one by one. But protecting Amber and unmasking a murderer isn’t just the widowed detective’s shot at redemption—it’s his unexpected second chance at love.

SECRET HERITAGE Abigail Mayfield hopes her stalker won’t follow her to Texas—until someone breaks into her new home, leaving behind a photo of her late parents with a mysterious child. This time, with her guard dog at her side, the widowed music teacher refuses to hide. She can’t uncover why some is after her alone, though, not when the threat escalates from break-ins to attempts on her life. Saving her from a sniper's bullet, FBI agent turned small-town sheriff Noah Galloway makes Abigail’s safety his personal mission. With the investigation taking them cross country on the trail of her long-dead parents, the widowed single father can’t risk leaving his son an orphan. But Abigail needs him…because somewhere, buried deep in her past, lies a secret worth killing for.

AND BABY MAKES THREE? Veterinarian Coco Grant is used to animals being left on her doorstep. The last thing she expects to find there is an abandoned baby girl. As a temporary mommy, Coco can't resist loving her sweet little charge. But there’s also Coco's growing attraction to the town's handsome, if infuriatingly by-the-book, sheriff. To help with the baby, Sheriff Jet Wilson is practically living with Coco—and the town gossips are in seventh heaven! It's only when rumors start circulating about Lily’s real father that Jet realizes that there's a lot more at stake than setting a few tongues wagging. Because not only is the lawman falling for the baby…he's falling for Coco even harder.

Driven to defend a woman who won't let him! Poppy Gold Inns should be the perfect place to relax, except architect Tyler Prentiss doesn’t do slow. He’s juggling his work long distance while looking after his brother, a wounded soldier battling PTSD. And figuring out how to make nice with Sarah Fullerton, his mother’s new boss. Helping the stubborn, sexy baker remodel her kitchens is a step in the right direction, he figures. And when someone begins harassing Sarah, he wants to do more, but the independent woman won't let him. Tyler knows all about needing space. She’s in danger, and so is he… of finally opening his heart.

Saving lives is who they are Risking his life for others is all in a day’s work for Coast Guard Petty Officer Jay Johnston. Until he comes to the rescue of Mia Frasier after her small plane goes down. Maybe it’s because the empathic, blue-eyed vet wants to save the world just as passionately as Jay wants to create a safe haven for his five younger siblings, but there's no denying their bond. Despite his growing feelings for Mia, a romantic relationship isn’t on Jay’s radar. How can two people always on the move stay in one place long enough to create a family of their own?

If you have read all of the Shores of Indian Lakes books, you will be familiar with Scott Abbott and Isabelle Hawks. Scott has had a crush on Isabelle for years. However, Isabelle has been hyper-focused on her art.

Could single dad Ethan be the one… …to put Kate together again? When kind-hearted single father Dr Ethan Conway comes to vet Kate Foster’s rescue one night, it forges an unexpected bond between them. Could Kate be the perfect woman for Ethan and his young son to let into their life? If Kate can learn to trust again and let Ethan help her perhaps they can both move on—and be a family!

Dare she dream of a future… …with Cameron and his little girl? Returning to her Scottish hometown, GP Bethan Monroe has no idea the handsome single father she’s replacing, Dr Cameron Brodie, hides a serious illness. Bethan’s healing from her own heartache, but the gorgeous doc and his young daughter bring light back into her life. Does she have the courage to give them her heart and grasp the happiness life still has in store.

PROTECTING THE BABY When Border Patrol Agent Kylie Perry’s informant is murdered, she makes good on her promise to raise the woman’s baby girl…but soon becomes the target of a killer. Now Kylie must find a way to juggle motherhood and her work on a joint task force aiming to capture a notorious drug kingpin—and somehow stay alive. Texas Ranger Austin Rivers, who’s partnering with Kylie on the case, is a lone wolf dedicated to his job. Yet as the criminal’s henchmen come after Kylie and her baby, Austin vows to protect them. And as Thanksgiving approaches, the man who never thought he was father material risks everything to save a woman and child who feel like family. Texas Ranger Holidays: A Season of Danger

FALSELY ACCUSED Framed for helping her partner smuggle guns—and then murdering him—CIA agent Liz Ramirez must find the evidence that will prove her innocence…before she’s caught or killed. So when her squad’s leader attempts to bring her in for questioning, she knows her future depends on convincing Aaron Foster to go rogue and help her. On the run from the rest of her team and the gun dealers convinced she knows the location of their missing weapons, Liz risks losing the proof that would clear her name. But will eluding her pursuers—and trying not to fall the handsome commander—prove to be a fatal?

He has to find good in the world again… Warmhearted Kate Everly is a veterinarian with a special love for dogs. But she’s about to find out if her inner strength and unique “puppy whisperer” skills extend to healing wounded humans, too. Florida state trooper Nick Stanton, a struggling single dad, is former military, and his army exploits led him to avoid dogs with a passion. Then a fateful rescue on a lonely back road brings the veteran and the veterinarian together over a gravely injured dog. Before long, Kate has her hands and heart full with a man coming to terms with his traumatic past…