Python Data Analysis
32,39 €
Sofort verfügbar
Python Data Analysis, Packt Publishing
Master Python Analytics with Machine Learning, Deep Learning, GenAI, LLMs, and Data Engineering
Von Avinash Navlani, Cornellius Yudha Wijaya, im heise shop in digitaler Fassung erhältlich
Produktinformationen "Python Data Analysis"
Modern data analysis goes beyond cleaning and visualizing data. Today's
practitioners need to build scalable data pipelines, apply machine learning,
work with text and image data, and understand emerging AI techniques such as
Generative AI and Large Language Models (LLMs). This guide shows you how to
tackle these challenges using Python's modern data ecosystem.
Unlike books focused on a single library or technique, this book provides an
end-to-end approach to Python data analysis. You'll learn how to move from data
preparation and exploratory analysis to machine learning, NLP, image analytics,
scalable processing, and AI-powered workflows.
Starting with statistical foundations, you'll learn how to clean, transform,
wrangle, and visualize data. You'll then explore time series analysis, signal
processing, forecasting, and predictive analytics before applying machine
learning techniques such as regression, classification, clustering, PCA,
probabilistic methods, and Bayesian approaches.
The book also covers graph analytics, sentiment analysis, NLP, image analytics,
Generative AI, and LLMs. Finally, you'll learn to scale analytics workflows
using Dask, Modin, Ray, and PySpark.
By the end of the book, you'll be able to build end-to-end data analysis
pipelines and apply modern data science and AI techniques to solve real-world
challenges.
Artikel-Details
- Anbieter:
- Packt Publishing
- Autor:
- Avinash Navlani, Cornellius Yudha Wijaya
- Artikelnummer:
- 9781806022861
- Veröffentlicht:
- 19.06.26
- Seitenanzahl:
- 1205