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Essay Assignment – Guides Please carefully follow the following Assignment - Directions The goal of this assignment is to familiarize you with the structure and design of the Scikit-Learn library. You...

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Essay Assignment – Guides
Please carefully follow the following Assignment - Directions
The goal of this assignment is to familiarize you with the structure and design of the Scikit-Learn li
ary. You must read the Towards Data Science article entitled “Scikit-Learn Design Principles” by Mark Brennan, which can be found here.
Note: Find the online this one or with related titles if you can.
You must also read the section entitled “Scikit-Learn Design” on pages XXXXXXXXXXof our course textbook.
I have included 2 pdf files to read and complete / so you don’t look outside
After reading, you should write a short essay(not exceed 650 words) on:
· The structure and design of the Scikit-Learn li
ary
· The key design principles of the Scikit-Learn li
ary.
· The key concepts of the design principles.
· You should write your essay so that it communicates the key concepts of the design principles.
· May add more that strongly supports the above points, the pdf and the instruction
Your essay must not exceed 650 words - it is perfectly acceptable for your essay to be shorter than this, but be sure to discuss the major considerations. Content and quality of your writing is very important. Your essay should be neatly formatted and free from misspellings and grammar e
ors. Your message should be clear and succinct.
Writing Quality || Highly important
Is your writing properly formatted?
Do you have grammar and punctuation e
ors?
Content | Highly important
Do you successfully address the prompt?
1/ What format should our upload be in?
Important
You should upload your paper either as a PDF file or Word document.
2/ What is turnitin? Is it used for this paper?
Very Important
Yes, your paper will be run through the turnitin software and the graders will check the results before grading your paper. Turnitin is a robust and comprehensive plagiarism detection system that ensures the originality of a student's work. It has a database of thousands of websites, university papers from around the world, and previously submitted Eastern students’ papers. Bottom line: don’t copy your paper or parts of your paper from an outside resource or from another student
Note. Please note that I will use your Assignment work to compare with my work, use as reference and may take as it is if found the best and pass all the above requirements. So please avoid any plagiarism and copying from others and also pas the turnitin software if possible, as I myself will check carefully before paying/accepting your work.

Scikit-Learn_Design_Principles_-_Medium.pdf

Hands-On Machine Learning with Scikit-Learn and TensorFlow
Answered 1 days After Feb 09, 2022

Solution

Bhawna answered on Feb 11 2022
115 Votes
Scikit Learn design
There are a number of python li
aries that provide a very solid implementation to machine learning algorithms. Scikit learn is one of the best known python li
aries and it comes as a package that provides an efficient version of other commonly used algorithms. It provides tools for modeling, selection and pre-processing. Scikit learn is a very uniform and streamlined API system and it has emerged as a very useful and complete online documentation. The most useful benefit of Scikit learn is that one you understand the syntax of one type of model of Scikit learn, you can very easily use the new models or algorithms also (Pedregosa et al., 2011). It consist of ancillary functions which are integrated in the machine learning pipeline. These function are data preprocessing, data resampling, search interfaces for optimization of algorithm’s performance and also the evaluation parameters.
The whole organization of the li
ary is based on three complementary and fundamental APIs: Estimator, Predictor and Transformer. The core interface of the Scikit learn is the estimator as it is responsible for making predictions of the unseen data. An...
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