کتاب Python Tour In Machine Learning

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Brief Summary of Book: Python Tour In Machine Learning by Md. Akramul Hossain

Here is a quick description and cover image of book Python Tour In Machine Learning written by Md. Akramul Hossain which was published in July 19, 2021. You can read this before Python Tour In Machine Learning PDF EPUB full Download at the bottom.

An easy and step by step implementation of machine learning problem is shown in python. You will find 6 machine learning problems and their step by step solutions.Among 6 problems, 4 are supervised learning problems and 2 are unsupervised learning problems.There are 2 problems taken kaggle competitions to get started as beginners.The 6 problems are listed Prediction on iris plants dataset (data is taken from sklearn.datasets.load_iris())California Housing dataset (data is taken from (sklearn.datasets.fetch_california_housing())Titanic – Machine Learning from Disaster (kaggle link : House Prices Advanced Regression Techniques (kaggle link : )An artificial dataset made by sklearn.datasets.make_blobs() to understand unsupervised learningMarket basket analysis (kaggle link : segmentation-tutorial-in-python )In chapter 1, some basic machine learning concepts is defined easily. In chapter 2, popular used python libraries is introduced. How to install, how to use etc. In chapter 3, Implementation of ML classification technique in iris plants dataset. In chapter 4, Implementation of ML regression technique in california housing dataset. In chapter 5, Prediction of survived and dead based on Titanic – Machine Learning from Disaster data. In chapter 6, Training on House Prices – Advanced Regression Techniques dataset. In chapter 7, A KMeans clustering model is built on artificial dataset to understand unsupervised learning. In chapter 8, Customer segmentation is performed by KMeans clustering technique.The following steps are implemented step by step as necessary in each Data Preprocessing [Checking data leakage, Handling Categorical variables, Handling missing values, Handling class imbalance]Building model and predictionCross validationVarious Evaluation techniquesBesides these, best feature selection technique, plotting decision region boundary etc will be found also.Hope, you will love this book. If you have any questions or suggestions regarding this book, please let me know at my email address [email protected].

Python Tour In Machine Learning by Md. Akramul Hossain – eBook Details

Before you start Complete Python Tour In Machine Learning PDF EPUB by Md. Akramul Hossain Download, you can read below technical ebook details:

• Full Book Name: Python Tour In Machine Learning
• Author Name: Md. Akramul Hossain
• Book Genre: Nonfiction
• Series Detail:
• ISBN # 9798536444870
• ASIN # B099LD5PSX
• Edition Language: English
• Date of Publication: July 19, 2021
• PDF / EPUB File Name: Python_Tour_In_Machine_Learning_-_Md_Akramul_Hossain.pdf, Python_Tour_In_Machine_Learning_-_Md_Akramul_Hossain.epub
• PDF File Size: 680 KB
• EPUB File Size: 648 KB

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