Title
Feature Engineering For Machine Learning: Principles And Techniques For Data Scientists
Delivery time: 8-12 business days (International)
Feature Engineering Is A Crucial Step In The Machinelearning Pipeline, Yet This Topic Is Rarely Examined On Its Own. With This Practical Book, Youll Learn Techniques For Extracting And Transforming Featuresthe Numeric Representations Of Raw Datainto Formats For Machinelearning Models. Each Chapter Guides You Through A Single Data Problem, Such As How To Represent Text Or Image Data. Together, These Examples Illustrate The Main Principles Of Feature Engineering.Rather Than Simply Teach These Principles, Authors Alice Zheng And Amanda Casari Focus On Practical Application With Exercises Throughout The Book. The Closing Chapter Brings Everything Together By Tackling A Realworld, Structured Dataset With Several Featureengineering Techniques. Python Packages Including Numpy, Pandas, Scikitlearn, And Matplotlib Are Used In Code Examples.Youll Examine: Feature Engineering For Numeric Data: Filtering, Binning, Scaling, Log Transforms, And Power Transforms Natural Text Techniques: Bagofwords, Ngrams, And Phrase Detection Frequencybased Filtering And Feature Scaling For Eliminating Uninformative Features Encoding Techniques Of Categorical Variables, Including Feature Hashing And Bincounting Modelbased Feature Engineering With Principal Component Analysis The Concept Of Model Stacking, Using Kmeans As A Featurization Technique Image Feature Extraction With Manual And Deeplearning Techniques
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⚠️ WARNING (California Proposition 65):
This product may contain chemicals known to the State of California to cause cancer, birth defects, or other reproductive harm.
For more information, please visit www.P65Warnings.ca.gov.
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Shipping & Returns
Shipping
We ship your order within 2–3 business days for USA deliveries and 5–8 business days for international shipments. Once your package has been dispatched from our warehouse, you'll receive an email confirmation with a tracking number, allowing you to track the status of your delivery.
Returns
To facilitate a smooth return process, a Return Authorization (RA) Number is required for all returns. Returns without a valid RA number will be declined and may incur additional fees. You can request an RA number within 15 days of the original delivery date. For more details, please refer to our Return & Refund Policy page.
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We provide a 2-year limited warranty, from the date of purchase for all our products.
If you believe you have received a defective product, or are experiencing any problems with your product, please contact us.
This warranty strictly does not cover damages that arose from negligence, misuse, wear and tear, or not in accordance with product instructions (dropping the product, etc.).
Warranty
We provide a 2-year limited warranty, from the date of purchase for all our products.
If you believe you have received a defective product, or are experiencing any problems with your product, please contact us.
This warranty strictly does not cover damages that arose from negligence, misuse, wear and tear, or not in accordance with product instructions (dropping the product, etc.).
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Secure Payment
Your payment information is processed securely. We do not store credit card details nor have access to your credit card information.
We accept payments with :
Visa, MasterCard, American Express, Paypal, Shopify Payments, Shop Pay and more.