Book

Building Data Science Solutions with Anaconda

This book helps you get to grips with the rapidly growing data science domain and takes you on a journey from understanding which algorithm family to use to how to prevent bias. Through hands-on examples and clear analogies, you’ll develop expertise in data science and open source tools no matter what your level of experience is.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
11h approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 11h total length

1. Understanding the AI/ML Landscape
2. Analyzing Open Source Software
3. Using Anaconda Distribution to Manage Packages
4. Working with Jupyter Notebooks and NumPy
5. Cleaning and Visualizing Data
6. Overcoming Bias in AI/ML
7. Choosing the Best AI Algorithm
8. Dealing with Common Data Problems
9. Building a Regression Model with scikit-learn
10. Explainable AI - Using LIME and SHAP
11. Tuning Hyperparameters and Versioning Your Model

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