|
Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning
|
Buy Now
Hands-On Predictive Analytics with Python - Master the complete predictive analytics process, from problem definition to model deployment (Paperback)
Loot Price: R1,284
Discovery Miles 12 840
|
|
|
Hands-On Predictive Analytics with Python - Master the complete predictive analytics process, from problem definition to model deployment (Paperback)
Expected to ship within 10 - 15 working days
|
Step-by-step guide to build high performing predictive applications
Key Features Use the Python data analytics ecosystem to implement
end-to-end predictive analytics projects Explore advanced
predictive modeling algorithms with an emphasis on theory with
intuitive explanations Learn to deploy a predictive model's results
as an interactive application Book DescriptionPredictive analytics
is an applied field that employs a variety of quantitative methods
using data to make predictions. It involves much more than just
throwing data onto a computer to build a model. This book provides
practical coverage to help you understand the most important
concepts of predictive analytics. Using practical, step-by-step
examples, we build predictive analytics solutions while using
cutting-edge Python tools and packages. The book's step-by-step
approach starts by defining the problem and moves on to identifying
relevant data. We will also be performing data preparation,
exploring and visualizing relationships, building models, tuning,
evaluating, and deploying model. Each stage has relevant practical
examples and efficient Python code. You will work with models such
as KNN, Random Forests, and neural networks using the most
important libraries in Python's data science stack: NumPy, Pandas,
Matplotlib, Seaborn, Keras, Dash, and so on. In addition to
hands-on code examples, you will find intuitive explanations of the
inner workings of the main techniques and algorithms used in
predictive analytics. By the end of this book, you will be all set
to build high-performance predictive analytics solutions using
Python programming. What you will learn Get to grips with the main
concepts and principles of predictive analytics Learn about the
stages involved in producing complete predictive analytics
solutions Understand how to define a problem, propose a solution,
and prepare a dataset Use visualizations to explore relationships
and gain insights into the dataset Learn to build regression and
classification models using scikit-learn Use Keras to build
powerful neural network models that produce accurate predictions
Learn to serve a model's predictions as a web application Who this
book is forThis book is for data analysts, data scientists, data
engineers, and Python developers who want to learn about predictive
modeling and would like to implement predictive analytics solutions
using Python's data stack. People from other backgrounds who would
like to enter this exciting field will greatly benefit from reading
this book. All you need is to be proficient in Python programming
and have a basic understanding of statistics and college-level
algebra.
General
Is the information for this product incomplete, wrong or inappropriate?
Let us know about it.
Does this product have an incorrect or missing image?
Send us a new image.
Is this product missing categories?
Add more categories.
Review This Product
No reviews yet - be the first to create one!
|
You might also like..
|
Welcome to Loot.co.za!
Sign in / Register |Wishlists & Gift Vouchers |Help | Advanced search
