May 2022
Beginner to intermediate
330 pages
7h 19m
English
Overview
Explore the comprehensive world of data science with "Building Data Science Solutions with Anaconda." This book covers essential topics like managing environments with Anaconda, detecting and overcoming bias, and ensuring model interpretability. Delve into practical tools and solutions, all explained in an approachable way to help you become proficient in data science workflows.
What this Book will help me do
- Master environment management for data science projects using Anaconda and conda.
- Detect and mitigate dataset biases to ensure fair and ethical machine learning models.
- Learn advanced data science techniques with tools like NumPy, pandas, and Jupyter Notebooks.
- Understand and explain your machine learning models using LIME and SHAP.
- Grow your expertise in selecting and fine-tuning AI/ML algorithms for diverse applications.
Author(s)
None Meador combines extensive expertise in data science with a thorough understanding of Anaconda tools and open source software. With a background in engineering and AI model management, None provides an insightful perspective on the field. Their practical and analogy-driven approach makes technical concepts accessible to learners of any level.
Who is it for?
This book is ideal for data analysts, aspiring machine learning engineers, and data science professionals who wish to deepen their knowledge and make the most of Anaconda's capabilities. A prior understanding of Python and basic data science principles is assumed. If you're looking to optimize your data science workflows and gain hands-on practice, this book is for you.
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