Several resources exist for individual pieces of this data science stack, but only with the Python Data Science Handbook do you get them all—IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools.Working scientists and data crunchers familiar with reading and writing Python code will find this comprehensive desk reference ideal for tackling day-to-day issues: manipulating, transforming, and cleaning data; visualizing different types of data; and using data to build statistical or machine learning models. Quite simply, this is the must-have reference for scientific computing in Python.With this handbook, you’ll learn how to use: * IPython and Jupyter: provide computational environments for data scientists using Python * NumPy: includes the ndarray for efficient storage and manipulation of dense data arrays in Python * Pandas: features the DataFrame for efficient storage and manipulation of labeled/columnar data in Python * Matplotlib: includes capabilities for a flexible range of data visualizations in Python * Scikit-Learn: for efficient and clean Python implementations of the most important and established machine learning algorithms

    This updated edition includes all the changes in Python 3, itself a significant shift from earlier versions of Python.The book begins with basic but useful programs that teach the core features of syntax, control flow, and data structures. It then moves to larger applications involving code management, object-oriented programming, web development, and converting code from earlier versions of Python.True to his audience of experienced developers, the author covers common programming language features concisely, while giving more detail to those features unique to Python.Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book.

     In April 2011, Lucy Rocca woke up in a hospital bed with no memory of how she had ended up there. After accepting that her drinking had spiralled out of control, she made the decision there and then to never touch alcohol again. However, the early days were a challenge, and Lucy began recording her journey in a blog as a way of helping herself move forward to a happy and sober future. For someone who defined herself by her love of drinking for over twenty years, letting go of the booze crutch was initially a challenge, but over time, Lucy began to realise how much happier she was living alcohol-free. Glass Half Full is the story of her journey from hopelessly devoted wine fiend to sober and truly happy for the first time in her adult life. As the founder of Soberistas.com, Lucy’s blog also provides motivational and inspirational support for those seeking an alcohol-free life.

    The world has changed since then. Today it is clear that "good old-fashioned AI," based on the idea of using symbolic representations to produce general intelligence, is in decline (although several believers still pursue its pot of gold), and the focus of the AI community has shifted to more complex models of the mind. It has also become more common for AI researchers to seek out and study philosophy. For this edition of his now classic book, Dreyfus has added a lengthy new introduction outlining these changes and assessing the paradigms of connectionism and neural networks that have transformed the field. At a time when researchers were proposing grand plans for general problem solvers and automatic translation machines, Dreyfus predicted that they would fail because their conception of mental functioning was naive, and he suggested that they would do well to acquaint themselves with modern philosophical approaches to human being. "What Computers Still Can't Do" was widely attacked but quietly studied. Dreyfus's arguments are still provocative and focus our attention once again on what it is that makes human beings unique.

    As a member of the Nolan sisters, Coleen Nolan was born into the spotlight and has stayed there ever since. She has now become one of the nation's favourite TV presenters and is used to newspapers and magazines claiming to have the inside story of her private life. In No Regrets Coleen finally reveals the truth of what really happened during the last few rollercoaster years, truly the worst of her life. Whilst it's certainly been a traumatic time for the whole family, Coleen is a survivor. First and foremost, she is a mum and is determined to hold her family together. The Nolans finally put aside their infamous feud to rally round their beloved sister Bernie, who tragically lost her fight with cancer on the 4th of July last year, aged just 52. In this memoir, Coleen movingly describes her struggle to deal with the emotional scars that come from losing someone so close and the effect it has had on her own life. In this incredibly candid memoir, Coleen writes with raw honesty about her family troubles, her career highs and lows, and her struggle with her body image. In recent years, Coleen has found herself in both a plastic surgeon's office looking at a £20,000 bill to 'fix her face' and at a breast cancer clinic asking for the removal of her healthy breasts to avoid becoming the fourth sister in the family to be struck down by cancer. Wonderfully warm and moving, and brilliantly funny and honest, No Regrets will take you from laughter to tears and back again as you share in Coleen's very personal journey.

    She claimed the police had inserted a stick inside her… Swaranpreet realised that she had been cruelly violated; He spoke a single sentence but repeated it twice in chaste Punjabi: ‘Please give me a turban? I want nothing else…’ These are voices begging for deliverance in the aftermath of Indira Gandhi’s assassination in October-November 1984 in which 2,733 Sikhs were killed, burnt and exterminated by lumpens in the country. Nilanjan Mukhopadhyay walks us through one of the most shameful episodes of sectarian violence in post Independent India and highlights the apathy of subsequent governments towards Sikhs who paid a price for what was clearly a state-sponsored riot. Poignant, raw and most importantly, macabre, the personal histories in the book reveal how even after three decades, a community continues to battle for its identity in its own country.

    Williams ** An armed assault force raids the marble halls of the British Museum. The target – the most heinous relic of all time – the last surviving coin of the blood money paid to Judas Iscariot for his betrayal of Christ.For over a thousand years the cursed pieces of silver cut a swath of famine, pestilence and ruinous destruction wherever they were carried. To save humanity from the malevolent power of the coins, the Knights Templar were given a Papal Blessing and sent on a pilgrimage to the holy lands to find and hide the thirty pieces of silver.A sinister organization has unlocked a chilling secret—the ability to control the power of the coin and use it as a terrifying weapon, posing the greatest threat to mankind in history.Sanford Carter, antiquities thief and ladies’ man, has been ensnared by the secret service and forced to execute a daring burglary on their behalf. His mission is simple – steal the coin first.Sarah Hudson, the studious and law-abiding archaeologist who doesn’t believe in curses, only science, is in the wrong place at the wrong time and refuses to hand over the coin or allow Carter to get away with his bold crime.With ruthless dark forces closing in, the brazen thief and the scholarly archaeologist must unlock the hidden history of the coin if they are to safeguard humanity from its evil curse.From the cobbled streets of London to the spectacular volcanic landscapes of Iceland, The Judas Conspiracy sets a cracking pace from the start and never lets up. For fans of James Rollins, Matthew Reilly, Michael C. Grumley, A.G. Riddle, Rob Jones, Matt Rogers, James D. Prescott, Brad Thor, Douglas E. Richards, Clive Cussler and David Baldacci