Discover a project-based approach to mastering machine learning concepts by applying them to everyday problems using libraries such as scikit-learn, TensorFlow, and Keras Key Features * Get to grips with Python's machine learning libraries including scikit-learn, TensorFlow, and Keras * Implement advanced concepts and popular machine learning algorithms in real-world projects * Build analytics, computer vision, and neural network projects Book Description Machine learning is transforming the way we understand and interact with the world around us. This book is the perfect guide for you to put your knowledge and skills into practice and use the Python ecosystem to cover key domains in machine learning. This second edition covers a range of libraries from the Python ecosystem, including TensorFlow and Keras, to help you implement real-world machine learning projects. The book begins by giving you an overview of machine learning with Python. With the help of complex datasets and optimized techniques, you’ll go on to understand how to apply advanced concepts and popular machine learning algorithms to real-world projects. Next, you’ll cover projects from domains such as predictive analytics to analyze the stock market and recommendation systems for GitHub repositories. In addition to this, you’ll also work on projects from the NLP domain to create a custom news feed using frameworks such as scikit-learn, TensorFlow, and Keras. Following this, you’ll learn how to build an advanced chatbot, and scale things up using PySpark. In the concluding chapters, you can look forward to exciting insights into deep learning and you'll even create an application using computer vision and neural networks. By the end of this book, you’ll be able to analyze data seamlessly and make a powerful impact through your projects. What you will learn * Understand the Python data science stack and commonly used algorithms * Build a model to forecast the performance of an Initial Public Offering (IPO) over an initial discrete trading window * Understand NLP concepts by creating a custom news feed * Create applications that will recommend GitHub repositories based on ones you’ve starred, watched, or forked * Gain the skills to build a chatbot from scratch using PySpark * Develop a market-prediction app using stock data * Delve into advanced concepts such as computer vision, neural networks, and deep learning Who this book is for This book is for machine learning practitioners, data scientists, and deep learning enthusiasts who want to take their machine learning skills to the next level by building real-world projects. The intermediate-level guide will help you to implement libraries from the Python ecosystem to build a variety of projects addressing various machine learning domains. Knowledge of Python programming and machine learning concepts will be helpful.

Big data processing and analytics at speed and scale using command line tools. Key Features * Perform string processing, numerical computations, and more using CLI tools * Understand the essential components of data science development workflow * Automate data pipeline scripts and visualization with the command line Book Description The Command Line has been in existence on UNIX-based OSes in the form of Bash shell for over 3 decades. However, very little is known to developers as to how command-line tools can be OSEMN (pronounced as awesome and standing for Obtaining, Scrubbing, Exploring, Modeling, and iNterpreting data) for carrying out simple-to-advanced data science tasks at speed. This book will start with the requisite concepts and installation steps for carrying out data science tasks using the command line. You will learn to create a data pipeline to solve the problem of working with small-to medium-sized files on a single machine. You will understand the power of the command line, learn how to edit files using a text-based and an. You will not only learn how to automate jobs and scripts, but also learn how to visualize data using the command line. By the end of this book, you will learn how to speed up the process and perform automated tasks using command-line tools. What you will learn * Understand how to set up the command line for data science * Use AWK programming language commands to search quickly in large datasets. * Work with files and APIs using the command line * Share and collect data with CLI tools * Perform visualization with commands and functions * Uncover machine-level programming practices with a modern approach to data science Who this book is for This book is for data scientists and data analysts with little to no knowledge of the command line but has an understanding of data science. Perform everyday data science tasks using the power of command line tools.

Cre?te-?i energia ?n mod spectaculos pentru a nu te mai sim?i obosit niciodat?. Oboseala tinde s? devin? o adev?rat? epidemie. Oameni altfel s?n?to?i, cu v?rste ?ntre 30 ?i 50 de ani, se simt epuiza?i f?r? vreun motiv clar ?i totu?i, c?nd merg la doctor, li se spune c? nu e nimic ?n neregul? cu ei. Sim?i nevoia s? bei ceai sau cafea ca ?s? te treze?ti“? Te sim?i epuizat f?r? vreun motiv aparent? E?ti complet stresat vineri sau extenuat la sf?r?itul unei zile de munc?? Dac? ai r?spuns DA la oricare dintre aceste ?ntreb?ri, atunci a sosit momentul s? preiei controlul asupra s?n?t??ii tale cu ajutorul c?r?ii de fa??. Acest ghid practic pentru ?nvingerea oboselii, scris de unul dintre pu?inii medici generali?ti din Marea Britanie av?nd preg?tire at?t ?n medicina conven?ional?, c?t ?i ?n cea holistic?, te va ajuta: s? alegi regimul alimentar ?i tipul de exerci?ii fizice corecte pentru a-?i reface nivelurile de energie; s? descoperi cele mai bune suplimente care s? te ajute s? te sim?i excelent ?i s? ar??i mai t?n?r; s? atingi un echilibru hormonal ?i s?-?i ?mbun?t??e?ti func?ionarea intestinelor pentru o stare general? bun?. Citind aceast? carte, vom ?n?elege mai bine leg?tura dintre nutri?ie, exerci?ii fizice, mediu ?i s?n?tate precum ?i faptul c? trebuie s? ne asum?m responsabilitatea pentru propria noastr? stare de bine. ?Am scris Vindecarea oboselii pentru a eviden?ia un concept foarte important care este uitat adesea: nim?nui nu ar trebui s?-i pese de s?n?tatea ta mai mult dec?t ?ie. TU trebuie s? devii specialistul ?n tine ?i TU e?ti persoana responsabil? de s?n?tatea ta. Da, TU! Medicul generalist ?i al?i profesioni?ti din domeniul medical te pot ?ndruma, dar, ?n esen??, controlul depinde de tine ?i de alegerile pe care le faci. Nu?i a?a c? asta ??i d? putere?“ - Autoarea

Una dintre cele mai cuprinz?toare ?i mai bine v?ndute c?r?i despre tratamentul ?i supravie?uirea ?n cazurile de cancer mamar Aceast? edi?ie revizuit? ?i actualizat? a Manualului de supravie?uire ?n cancerul mamar ofer? nout??i esen?iale legate de tratament ?i ?ngrijire, f?c?nd din volumul de fa?? cel mai important ghid din ultimii zece ani pentru femeile diagnosticate cu cancer la s?n. Prezenta edi?ie cuprinde cele mai actuale informa?ii medicale privind: noua clasificare genomic? a cancerului mamar ?i importan?a acesteia ?n planificarea tratamentului; testarea genelor canceroase, prin care se determin? dac? pacienta va beneficia de pe urma chimioterapiei; noile progrese din chirurgia cancerului mamar ?i extirparea chirurgical? a ganglionilor limfatici; necesitatea ob?inerii unei a doua opinii: de ce este important s? o ob?inem, ce ?ntreb?ri trebuie s? punem ?i cum s? decidem care echip? de doctori este cea mai potrivit?. Con?tient de evolu?ia rapid? a spectrului op?iunilor de tratament, dr. John Link descrie ultimele experimente clinice din domeniu ?i ofer? sfaturi pentru pacientele aflate ?n c?utarea celui mai eficient plan de tratament. Manualul de supravie?uire ?n cancerul mamar r?m?ne o lectur? obligatorie pentru femeile care au nevoie de informa?ii corecte ?i accesibile cu privire la gestionarea cancerului mamar ?n zilele noastre. ?Ar fi o gre?eal? imens? s? trat?m cancerul mamar f?r? a ne g?ndi la femeia ?ns??i. V?rsta, statusul hormonal, starea general? de s?n?tate, re?eaua de sprijin emo?ional, sexualitatea, sistemul imunitar ?i femeia din punct de vedere psihologic ?i spiritual sunt toate extrem de importante pentru planificarea tratamentului ?i men?inerea st?rii de s?n?tate.“ – Dr. John Link ?Este o carte pe care nimeni n-ar vrea s? fie nevoit s-o citeasc?, dar cuprinde multe dintre informa?iile pe care trebuie s? le ?tim c?nd ne confrunt?m cu diagnosticarea acestei maladii teribile.“ – Beverly Deal

Dup? confruntarea cu sinistrul Clan al Umbrelor, Inim? de Foc a devenit r?zboinic al Clanului Tunetului. Dar pericolul p?nde?te din ?ntunericul p?durii, iar du?manii s-ar putea afla chiar mai aproape dec?t ??i ?nchipuie el. Odat? cu venirea iernii, pisicile din Clanul R?ului ?ncep s? se ?ngrijoreze din pricina hranei, iar Clanul V?ntului e sl?bit ?i ?n exil. Boala, accidentele ?i intrigile amenin?? tab?ra Clanului Tunetului. Va reu?i Inim? de Foc s? ??i salveze prietenii??O carte plin? de suspans, pentru to?i cei care se ?ntreab? ce visuri de grandoare nutre?te mot?nelul de pe pre?ul de la u??.“ Publishers Weekly?Dup? ce cite?ti Pisicile r?zboinice, nu mai ai ?ncredere nici m?car ?n Motanul ?nc?l?at.“ Kirkus Reviews

Cum func?ioneaz? mintea noastr?? De ce facem unele alegeri ?i nu altele? Ce rol are plictiseala? Este moralitatea ?nn?scut?, sau este nevoie s? o ?nv???m? C?t de mult corupe puterea? C??tigul la loterie aduce fericirea? Dar z?mbetul? Sunt ?ntreb?ri pe care fiecare dintre noi ?i le-a pus la un moment dat, dar c?rora psihologii le-au dat un r?spuns fundamentat ?tiin?ific. ?n 15 minute psiholog este o lectur? u?oar? ?i pl?cut?, care te introduce ?n lumea fascinant? a psihicului uman, a?a cum este ea v?zut? ?i descifrat? de speciali?ti. Prin aceast? carte, autoarea realizeaz? un parcurs captivant, reu?ind s? prezinte studii ?i teorii ?tiin?ifice ?ntr-o manier? antrenant? ?i marcat? de umor. Bogatul s?u con?inut informa?ional este atent structurat ?i ?nso?it de numeroase imagini atractive, care au darul de a te ajuta s?-l re?ii mai u?or. C?nd Albert Einstein a murit, ?n 1955, creierul lui a fost scos, examinat, fotografiat ?i conservat, disp?r?nd timp de dou?zeci de ani, p?n? ?n 1978, c?nd a fost redescoperit. A fost t?iat ?n 240 de buc??i pentru examinare microscopic?, ceea ce a ?nsemnat o pacoste pentru cercet?rile ulterioare. Nu exist? nicio deosebire de m?rime ?ntre creierul lui Einstein ?i un creier ?normal". Sunt ?ns? deosebiri structurale. Lobul parietal inferior al creierului lui Einstein era cu 15% mai bine dezvoltat dec?t la al?ii [...] existau, de asemenea, mai multe conexiuni ?ntre p?r?ile creierului s?u dec?t sunt ?n mod obi?nuit.Anne Rooney I-ai administra ?ocuri electrice altei persoane, care nu e vinovat? de nicio crim?, doar pentru c? a?a ??i spune cineva s? faci? Nu? E?ti sigur? Suntem cu mult mai slabi ?n fa?a autorit??ii dec?t ne-ar pl?cea s? credem. Stanley Milgram, un psiholog de la Universitatea Yale, a fost interesat de disculparea invocat? de mul?i fo?ti nazi?ti, care au sus?inut c? ei doar s-au supus ordinelor. Psihologul a fost curios s? vad? p?n? unde ar merge oamenii supun?ndu-se ordinelor. A?adar, s-a decis s? afle.

Dac? n-a?i mai pus m?na de multi?or pe-o carte cu ?de toate“, rezerva?i un loc pe noptier? pentru romanul acesta! Cristian, Zina, Iulia, Radu, Ionu?, Ana. Femei frumoase, b?rba?i complica?i. Rela?ii care seam?n? cu marea, c?nd potolite, c?nd zbuciumate. Personajele centrale ??i joac? destinele la rulet?, a?tept?nd deznod?m?ntul propriilor pove?ti de via??: e?ec sau reu?it?. La fel ca oricare dintre noi. Fericirea e mereu la un pas distan??...

Un ghid turistic alternativ, perfect pentru cei care aleg s? c?l?toreasc? f?r? program ?i f?r? c?l?uze care s? ?i direc?ioneze ?n punctele turistice standard. Pentru c? a c?l?tori e ca ?i cum ai r?sfoi mai multe vie?i, George Dr?gan v? propune istorii ?nv?luite ?n legend?, ale locurilor ?i oamenilor, de pe care scutur? v?lul trecerii timpului. Cei care prefer? gr?dinile engleze?ti, ?n care florile cresc libere, de parc? gr?dinarul ar fi tras la sor?i unde s? le planteze, vor savura aceast? carte!

Pe drumurile foarte lungi ale acestui pustiu asurzitor ai s? vezi, daca e?ti norocos, ?ntrup?ri sfinte precum ?i ademenitoare c?deri ?n p?cat.Unde-i cel mai ?mpov?r?tor dintre ele, ca s?-l po?i recunoa?te? Cel f?cut ?n nemernicie cu trupul sau ?ns??i tr?darea? Poate fi Iuda iertat, dac? toate prin c?in?? se iart?. ?mi spui c? speran?a-i l?sat? chiar pentru to?i?

nainte de Hannah din Girls, Anastasia Steele din Cincizeci de umbre ale lui Grey i Carrie Bradshaw din Sex and the City, a fost Isadora Wing, protagonista direct i lipsit de inhibiii a romanului revoluionar semnat de Erica Jong.Publicat pentru prima dat n 1973, Teama de zbor a fcut vlv n Statele Unite, alimentnd fantezii, strnind dezbateri despre femei i sexualitate i adugnd limbii engleze o expresie memorabil: zipless fuck.Aceast carte va face istorie… datorit ei, femeile scriitoare i vor gsi propria voce i ne vor oferi saga uimitoare despre sex, via, aventur i bucuria de a tri.“ – Henry MillerTeama de zbor, primul i cel mai cunoscut roman al Erici Jong a rsturnat complet toate prejudecile despre femei, csnicie i sexualitate, nregistrnd vnzri de peste 27 de milioane de exemplare i fiind tradus n peste 40 de limbi.E mult mai mult dect o carte scris de o femeie: e un Ulise modern, cu un Bloom feminine care ezit i se poticnete, dar care supravieuiete.“ – Wall Street Journaln Isadora Wing, alter-ego-ul su ficional, Erica Jong a ntruchipat fiecare femeie – dar nu aa cum aprea ea n viaa public din anii ‘70, ci aa cum o definete imaginaia feminin. Nu problema sexualitii n sine a fcut-o pe Erica Jong una dintre vocile literare de referin din ntreaga lume, ci faptul c a ironizat cu subtilitate stereotipiile, ajungnd s vorbeasc fi i necosmetizat – dar fr s dea dovad nici de voyeurism, nici de puritanism – despre intimitatea cea mai profund. A devenit astfel una dintre promotoarele revoluiei sexuale i un icon pentru milioane de femei, ctignd totodat admiraia unor nume importante din literatur, cum ar fi John Updike, Henry Miller, Anthony Burgess sau Jennifer Weiner.

Destin Emprisonné présente l'histoire captivante d'un jeune homme d'affaires, qui danse un dangereux tango avec le destin. Le monde est séduit, pas à pas, par son succès et sa force et la vie semble lui offrir tout sur un plateau. Jusqu'à un certain jour. La réalité immédiate peut enchaner tout ce que nous avons, mais non ce qui nous sommes.

Nebunul indian este al treilea volum semnat de Ovidiu Raul Vasiliu ?i marcheaz? maturitatea liric? a t?n?rului poet ie?ean. Cartea con?ine peste 60 de poeme scrise ?n ultima perioad?, autorul exers?nd cu succes diverse registre stilistice ?i prozodice, ?n versuri ?sub a c?ror dexteritate formal? se ?ntrez?re?te ceea ce niciodat? nu poate fi exprimat p?n? la cap?t“ (Daniel Cristea-Enache).

Dou? spa?ii literare: cel rom?nesc ?i cel spaniol. Dou? planuri de abordare: teoretic ?i hermeneutic.Acela?i element de referin??: metafic?iunea. Un studiu semnat de Anamaria Blanaru care vizeaz? o cercetare complex? a metafic?iunii, o privire critic? asupra polemicilor ?n care a fost abordat acest subiect.?

Intro to GDPR is written by experienced data protection professional Punit Bhatia. Bhatia has served as the Privacy and Protection Officer in an EU-based bank and lecturer at the Solvay Brussels School of Economics and Management. He is Certified Information Privacy Professional ? Europe (CIPP-E), Certified Information Privacy Manager (CIPM), and Certified Outsourcing Professional (COP). Bhatia will lead you through the complex journey to the GDPR compliance with the simple language and many practical examples. Whether you are a complete beginner or experienced data protection practitioner this book is the right resource for you. Intro to GDPR is a complete guide to compliance. Bhatia uses the simple language, understandable to everyone in order to lead you from the introduction all the way to getting your organization GDPR compliant. In this book you will learn: 1. Which organisations need to be compliant with the GDPR? 2. Key terms in the GDPR. You will get familiarized with key terms that form the basis of the GDPR. You will learn definitions of terms: “Personal data”, “Special categories of personal data”, “Processing” difference between terms “Controller” and “Processor” and others. 3. Myths about the GDPR like “the GDPR is only applicable in the EU”, “The GDPR is about fines” and others. 4. Transparency through the privacy notice. As written in the book, “transparency is one of the key principles in the EU GDPR” so it is important to understand what is transparency and privacy notice but also what are the key requirements and contents of a privacy notice. 5. Data breaches. “GDPR requirements on data breaches are different for controllers and for processors” – this chapter will make you aware of data breach requirements and key actions that are required once a breach is detected. 6. What is the first thing to do to become compliant and what are the key factors to remain compliant with the GDPR, and much more. Written in plain English, with many practical examples, Intro to GDPR is the only book you need on the subject of GDPR.

You should never fall in love with a flyer. You should only be in love with flight. ? That’s the rule that Roxy Loewen – aviatrix, and protégé of the great Amelia Earhart – always lives by. Until she falls hard for fellow pilot Jocco Zomack and he leads her into a whole heap of trouble. From African skies to a cellar in Madrid, from the Berlin Olympics to the last flight of the Hindenburg, from gun running to the heist of the century, Roxy is just one step ahead of the Nazis – and one loop-de-loop from disaster. ? “A barrel-rolling barn-burner of a book! Roxy's got a tender heart with a steel jacket, and the skill and courage to bring her in on a wing and a prayer.?A good thing, because this girl doesn't pack a parachute." —Diana Gabaldon

Plays for Today by Women A wide-ranging collection of plays by women dealing with contemporary subjects such as sexual abuse, recession, war, poverty and the complexity of modern women’s lives. Many roles for women and girls provided. Suitable for study or for performance or as part of courses in Women’s Studies or Feminist Theatre Studies. All the plays have been produced and performed in the UK to acclaim and are written by commissioned playwrights. ? “The expanse of subjects this short collection covers shows that women are not just writing about the kitchen sink, the claim so often levelled. This collection (provides) a snapshot of an exciting time for female writers” ? @17percent ? The Plays For A Button ?by Rachel Barnett: comic two hander about two friends and the lengths one will go to, to remain best friends. Yours Abundantly, From Zimbabwe ?by Gillian Plowman: a middle-aged woman decides to leave her comfy life in the UK and work in a school in Zimbabwe. Welcome To Ramallah ?by Sonja Linden and Adah Kay: two Jewish sisters are forced to confront the reality of what their forefathers have done to the Palestinians. From The Mouths Of Mothers ?by Amanda Stuart Fisher: a verbatim drama detailing the distressing stories of mothers who learned that their child has been abused. The Awkward Squad ?by Karen Young: a three-generational drama involving Northern women who are trying to live and work in recessionary Britain. Sweet Cider ?by Emteaz Hussain: In a rundown park, two teenage runaways Tazeem and Nosheen hang out, chatting to the boys and an old bag lady, trying to reconcile being British with their Pakistani cultural traditions. ? About the editors Cheryl Robson ?is an award-winning playwright and publisher who founded Aurora Metro Books over 20 years ago to develop and publish new writers in drama and fiction. She also established The Virginia Prize for Fiction in 2009 to promote emerging women novelists. Previously, she worked for the BBC, ran a theatre company and taught in higher education. Rebecca Gillieron ?is an editor and musician with various releases on independent labels in the US and UK. Keen to raise the profile of women and the arts, she has worked in publishing for fifteen years moving from Virgin and Penguin Books into independent publishing via The Womens Press, Marion Boyars and now Aurora Metro Books.? ? ? ?

Will one man change everything Caroline's ever thought about love? Caroline Lowther’s in a long-term open relationship with her boyfriend of nearly four years, Nathan MacMillan. For the past six months, Nathan’s had another girlfriend, Rissa, while Caroline has yet to find anyone else who interests her in a romantic way. That is until Benedict Grant, a local business man in an open-relationship of his own, approaches her at her favorite cafe and makes his own attraction clear. What follows is a whirlwind romance where two hearts fall fast for one another, secrets kept become desires revealed, and the shocking murder of someone close to Caroline leaves her world shattered and her heart broken. Picking up the pieces, Caroline must learn that life has immeasurable merit, love is worth holding on to even if it’s different from what she’s always thought, and every single moment leads her right where she needs to go.

When Mandy’s car is stolen with her two young daughters inside, the police think it’s a car-jacking gone wrong, but she can’t forget the determined look in the man’s eyes as he drove away. Mandy and her husband, Nick, are on the verge of divorce and the kidnapping is a wake-up call. All of their differences and problems can’t stand in the way of a parent’s love. In order to find their children, they’ll have to forgive each other and learn to work together. But they don’t have years or even months to make this happen . . . according to the kidnapper, time is running out.? The first novella in the Silver Cascade Suspense series, Silver Cascade Secrets, is available when you sign up for Rachelle's VIP news. If you're interested, copy and paste this link into your browser http://rachellechristensen.com/free-book/

Cook delicious meals quickly! With Air Fryer You have ?more possibilities than ever to cook amazing healthy meals which everybody will love! Just download our new Air Fryer Cookbook. In? Air Fryer Cookbook , you'll get all the essentials you will need to cook great breakfast, lunch or dinner. Linda Croll has?tried more than 500 recipes and ?choose her favorite ?so now you don’t need to spend your time to find a new recipe, because best recipes are now in our Air Fryer Cookbook! You can use them every day or for special events because every recipe in ?this book is simple and healthy!

For once, Holly Scallanger has it all. After more than her fair share of ups and downs, fate intervened and changed her life the dayshe bumped back into Jake Peters’ life. Now her Now her future seems brighter than ever before.She’s training at the best hospital in Zurich, she shares a love with the man of her dreams—he type of love most women only ever dream of—and her little girl has everything her heart desires.But fate has other plans. When an old acquaintance crashes back into Holly’s life causing havoc at every turn, Holly’s perfect existence falls to pieces around her. Will the couple survive the turmoil entering the lives, or will their happily ever after come to an end?

Marriage to a man she barely knows. Exile to a country she doesn't know at all An emotional love story set in the last days of colonial India After an abusive relationship with a predatory older man, debutante Ginny Dunbar is publicly disgraced when her artist lover exhibits a nude painting of her in a smart London gallery. All her mother's hopes for a society wedding are dashed until she lowers her sights and pushes Ginny into a hasty marriage with a tea planter from South India. Colonial life doesn't sit well with Ginny. She finds the world of the expatriate community shallow and empty. Caught between fear of and fascination for India and its people, her world is shaken when she meets Jag Mistry, who opens her eyes and her heart. But just as she thinks she has found happiness, World War 2 intervenes. A poignant story of love, loss, betrayal and redemption set against the dying days of colonial India.