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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Test your Data Analysis skills to its fullest using Python and other no-code toolsBook DescriptionUltimate Data Analysis and Visualization with Python is your comprehensive guide to mastering the intricacies of data analysis and visualization using Python. This book serves as your roadmap to unlocking the full potential of Python for extracting insights from data using Pandas, NumPy, Matplotlib, Seaborn, and Julius AI. Starting with the fundamentals of data acquisition, you'll learn essential techniques for gathering and preparing data for analysis. From there, you'll dive into exploratory data analysis, uncovering patterns and relationships hidden within your datasets.Through step-by-step tutorials, you'll gain proficiency in statistical analysis, time series forecasting, and signal processing, equipping you with the tools to extract actionable insights from any dataset. What sets this book apart is its emphasis on real-world applications. With a series of hands-on projects, you'll apply your newfound skills to analyze diverse datasets spanning industries such as finance, healthcare, e-commerce, and more.By the end of the book, you'll have the confidence and expertise to tackle any data analysis challenge with Python. To aid your journey, the book includes a handy Python cheat sheet in the appendix, serving as a quick reference guide for common functions and syntax.Table of Contents1. Introduction to Data Analysis and Data Visualization using Python2. Data Acquisition3. Data Cleaning and Preparation4. Exploratory Data Analysis5. Statistical Analysis6. Time Series Analysis and Forecasting7. Signal Processing8. Analyzing Real-World Data Sets using PythonAPPENDIX A Python Cheat SheetIndex.
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Published by Orange Education Pvt Ltd, 2025
ISBN 10: 9349888637 ISBN 13: 9789349888630
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Your One-stop Destination to Learn NLP Theory and Build Real-life Use Cases and Projects!Key Features¿ Learn NLP from scratch with exposure to Deep Learning concepts.¿ Build NLP-based projects using the latest frameworks and libraries.¿ Define AI-based use cases from scratch, and build NLP applications.Book DescriptionNatural Language Processing (NLP) is at the core of modern AI, powering everything from chatbots to recommendation systems. 'Ultimate Natural Language Processing with spaCy and Hugging Face' is a practical guide that takes you from essential NLP foundations to advanced transformer models and large language applications, equipping you to build real-world AI projects with confidence.You begin with the fundamentals-tokenization, lemmatization, Bag-of-Words, TF-IDF, embeddings, POS tagging, and Named Entity Recognition-and apply them to practical use cases such as sentiment analysis, topic classification, and text classification.The book then moves into Deep Learning for NLP with hands-on coding of CNNs, RNNs, and LSTMs, progressing from theory to applied projects. spaCy is explored in depth, with guidance on building and customizing pipelines for NER, POS tagging, and sentiment analysis. Real-world projects, including extracting dates and events from news articles, ensure that every concept connects to practical applications.The journey concludes with Hugging Face and transformers, where you train and fine-tune models for summarization, classification, and recommendation. Large Language Models (LLMs) such as GPT, Llama, and Claude are introduced alongside efficient training techniques like LoRA and Retrieval-Augmented Generation. By the end, you will gain the confidence to design and deploy responsible AI-powered solutions.What you will learn¿ Understand NLP fundamentals, including embeddings, POS tagging and NER.¿ Implement CNN, RNN and LSTM models for text applications.¿ Create and customize spaCy pipelines for real-world NLP tasks.¿ Train and fine-tune transformer models using Hugging Face tools.¿ Apply large language models to build AI-powered applications.¿ Discover responsible AI, RAG and upcoming NLP practices.Table of Contents1. Introduction to NLP and the Essential Libraries2. Building Blocks and Techniques for NLP Algorithms3. Sentiment Analysis Using NLP4. Deep Learning in NLP5. Working with CNN6. Building NLP Pipelines Using spaCy7. Building a spaCy Pipeline for Extracting Information8. Building a Transformer Using Hugging Face9. Training Language Models10. Importance of Large Language Models and Their Applications11. Fine-Tuning LLMs and Building Text-Powered Tools12. Best Practices and Future Trends of NLPIndexAbout the AuthorsAbhinaba Banerjee holds a Master of Science in Big Data Analytics for Business from IESEG School of Management, Lille, France, and a Bachelor of Technology and Master of Technology in Electronics and Communication Engineering from MAKAUT (formerly West Bengal University of Technology), Kolkata, India. He has experience working with Fintech and social media startups in France and is currently employed as a Data Analyst with the Government of Andhra Pradesh. In this role, he works with real-world government data, focusing on data extraction, cleaning, and insight generation.
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Published by Orange Education Pvt Ltd, 2025
ISBN 10: 9349888637 ISBN 13: 9789349888630
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Taschenbuch. Condition: Neu. Ultimate Natural Language Processing with spaCy and Hugging Face | Abhinaba Banerjee | Taschenbuch | Englisch | 2025 | Orange Education Pvt Ltd | EAN 9789349888630 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand.