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Skickas inom 5-8 vardagar
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239 kr
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512 kr
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Learn the fundamentals of data science with Python by analyzing real datasets and solving problems using pandas
Key Features
Learn how to apply data retrieval, transformation, visualization, and modeling techniques using pandasBecome highly efficient in unlocking deeper insights from your data, including databases, web data, and moreBuild your experience and confidence with hands-on exercises and activitiesBook Description
The Pandas Workshop will teach you how to be more productive with data and generate real business insights to inform your decision-making. You will be guided through real-world data science problems and shown how to apply key techniques in the context of realistic examples and exercises. Engaging activities will then challenge you to apply your new skills in a way that prepares you for real data science projects.
You''ll see how experienced data scientists tackle a wide range of problems using data analysis with pandas. Unlike other Python books, which focus on theory and spend too long on dry, technical explanations, this workshop is designed to quickly get you to write clean code and build your understanding through hands-on practice. As you work through this Python pandas book, you''ll tackle various real-world scenarios, such as using an air quality dataset to understand the pattern of nitrogen dioxide emissions in a city, as well as analyzing transportation data to improve bus transportation services.
By the end of this data analytics book, you''ll have the knowledge, skills, and confidence you need to solve your own challenging data science problems with pandas.
What you will learn
Access and load data from different sources using pandasWork with a range of data types and structures to understand your dataPerform data transformation to prepare it for analysisUse Matplotlib for data visualization to create a variety of plotsCreate data models to find relationships and test hypothesesManipulate time-series data to perform date-time calculationsOptimize your code to ensure more efficient business data analysisWho this book is for
This data analysis book is for anyone with prior experience working with the Python programming language who wants to learn the fundamentals of data analysis with pandas. Previous knowledge of pandas is not necessary.
698 kr
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584 kr
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584 kr
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428 kr
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Cut through the noise and get real results with a step-by-step approach to data science
Key Features
Ideal for the data science beginner who is getting started for the first timeA data science tutorial with step-by-step exercises and activities that help build key skillsStructured to let you progress at your own pace, on your own termsUse your physical print copy to redeem free access to the online interactive editionBook Description
You already know you want to learn data science, and a smarter way to learn data science is to learn by doing. The Data Science Workshop focuses on building up your practical skills so that you can understand how to develop simple machine learning models in Python or even build an advanced model for detecting potential bank frauds with effective modern data science. You''ll learn from real examples that lead to real results.Throughout The Data Science Workshop, you''ll take an engaging step-by-step approach to understanding data science. You won''t have to sit through any unnecessary theory. If you''re short on time you can jump into a single exercise each day or spend an entire weekend training a model using sci-kit learn. It''s your choice. Learning on your terms, you''ll build up and reinforce key skills in a way that feels rewarding.Every physical print copy of The Data Science Workshop unlocks access to the interactive edition. With videos detailing all exercises and activities, you''ll always have a guided solution. You can also benchmark yourself against assessments, track progress, and receive content updates. You''ll even earn a secure credential that you can share and verify online upon completion. It''s a premium learning experience that''s included with your printed copy. To redeem, follow the instructions located at the start of your data science book.Fast-paced and direct, The Data Science Workshop is the ideal companion for data science beginners. You''ll learn about machine learning algorithms like a data scientist, learning along the way. This process means that you''ll find that your new skills stick, embedded as best practice. A solid foundation for the years ahead.What you will learn
Find out the key differences between supervised and unsupervised learningManipulate and analyze data using scikit-learn and pandas librariesLearn about different algorithms such as regression, classification, and clusteringDiscover advanced techniques to improve model ensembling and accuracySpeed up the process of creating new features with automated feature toolSimplify machine learning using open source Python packagesWho this book is for
Our goal at Packt is to help you be successful, in whatever it is you choose to do. The Data Science Workshop is an ideal data science tutorial for the data science beginner who is just getting started. Pick up a Workshop today and let Packt help you develop skills that stick with you for life.
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