TGx:[UdemyCourseDownloader] A Beginner's Guide to Machine Learning (in Python)

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[UdemyCourseDownloader] A Beginner's Guide to Machine Learning (in Python)

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Other > Training

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English

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1.47 GB

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acf14ed0fd1a4b370da46f0573859db642599362

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kirat1h

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24-11-2018 14:59

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978

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File	Size
01 - Introduction and Course Scope - A Beginner's Guide to Machine Learning (in Python).mp4	12.66 MB
02 - Big Data - A Beginner's Guide to Machine Learning (in Python).mp4	20.53 MB
03 - Data Science - A Beginner's Guide to Machine Learning (in Python).mp4	4.86 MB
04 - Data Analytics - A Beginner's Guide to Machine Learning (in Python).mp4	23.63 MB
05 - Machine Learning and Data Mining - A Beginner's Guide to Machine Learning (in Python).mp4	47.00 MB
06 - Machine Learning in This Course - A Beginner's Guide to Machine Learning (in Python).mp4	7.28 MB
07 - Exploratory Data Analysis - A Beginner's Guide to Machine Learning (in Python).mp4	48.16 MB
08 - Introduction to Python - A Beginner's Guide to Machine Learning (in Python).mp4	27.15 MB
09 - Descriptive Statistics in Python - A Beginner's Guide to Machine Learning (in Python).mp4	61.60 MB
10 - Dataset Resources - A Beginner's Guide to Machine Learning (in Python).mp4	40.38 MB
11 - Linear Regression - A Beginner's Guide to Machine Learning (in Python).mp4	13.98 MB
12 - Support Vector Machine - A Beginner's Guide to Machine Learning (in Python).mp4	7.94 MB
13 - Support Vector Machine in Python - A Beginner's Guide to Machine Learning (in Python).mp4	40.00 MB
14 - K-Nearest Neighbor - A Beginner's Guide to Machine Learning (in Python).mp4	6.97 MB
15 - K-Nearest Neighbor in Python - A Beginner's Guide to Machine Learning (in Python).mp4	12.82 MB
16 - Decision Trees - A Beginner's Guide to Machine Learning (in Python).mp4	9.77 MB
17 - Decision Trees in Python - A Beginner's Guide to Machine Learning (in Python).mp4	11.60 MB
18 - Logistic Regression - A Beginner's Guide to Machine Learning (in Python).mp4	11.82 MB
19 - Neural Networks - A Beginner's Guide to Machine Learning (in Python).mp4	38.43 MB
20 - Neural Networks in Python - A Beginner's Guide to Machine Learning (in Python).mp4	7.92 MB
21 - Ensemble Learning - A Beginner's Guide to Machine Learning (in Python).mp4	11.08 MB
22 - Ensemble Learning in Python - A Beginner's Guide to Machine Learning (in Python).mp4	66.03 MB
23 - Regression Problem in Python - A Beginner's Guide to Machine Learning (in Python).mp4	77.37 MB
24 - Performance Metrics - A Beginner's Guide to Machine Learning (in Python).mp4	29.78 MB
25 - Overfitting vs Underfitting - A Beginner's Guide to Machine Learning (in Python).mp4	12.63 MB
26 - Data Cleaning - A Beginner's Guide to Machine Learning (in Python).mp4	10.15 MB
27 - Data Transformation - A Beginner's Guide to Machine Learning (in Python).mp4	23.18 MB
28 - Data Transformation in Python - A Beginner's Guide to Machine Learning (in Python).mp4	17.26 MB
29 - Categorical Features - A Beginner's Guide to Machine Learning (in Python).mp4	8.81 MB
30 - Unbalanced Data - A Beginner's Guide to Machine Learning (in Python).mp4	19.41 MB
31 - Validation Methods - A Beginner's Guide to Machine Learning (in Python).mp4	30.13 MB
32 - The Holdout Method and Confusion Matrix in Python - A Beginner's Guide to Machine Learning (in Python).mp4	58.28 MB
33 - The K Fold Method and Cleaning the Data in Python - A Beginner's Guide to Machine Learning (in Python).mp4	146.67 MB
34 - Classifying New Observations - A Beginner's Guide to Machine Learning (in Python).mp4	42.57 MB
35 - Feature Selection - A Beginner's Guide to Machine Learning (in Python).mp4	25.08 MB
36 - Feature Selection in Python - A Beginner's Guide to Machine Learning (in Python).mp4	88.04 MB
37 - Dimensionality Reduction - A Beginner's Guide to Machine Learning (in Python).mp4	20.70 MB
38 - Principle Component Analysis in Python - A Beginner's Guide to Machine Learning (in Python).mp4	54.15 MB
39 - Hyperparameter Optimization - A Beginner's Guide to Machine Learning (in Python).mp4	46.98 MB
40 - Grid Search #1 in Python - A Beginner's Guide to Machine Learning (in Python).mp4	45.11 MB
41 - Grid Search #2 in Python - A Beginner's Guide to Machine Learning (in Python).mp4	56.41 MB
42 - Grid Search #3 in Python - A Beginner's Guide to Machine Learning (in Python).mp4	155.92 MB
Udemy Course downloader.txt	94.00 B
udemycoursedownloader.com.url	132.00 B

Description

Description
In this course, you will learn the basics of Machine Learning and Data Mining; almost everything you need to get started. You will understand what Big Data is and what Data Science and Data Analytics is. You will learn algorithms such as Linear Regression, Logistic Regression, Support Vector Machine, K-Nearest Neighbor, Decision Trees, and Neural Networks. You'll also understand how to combine algorithms into ensembles. Preprocessing data will be taught and you will understand how to clean your data, transform it, how to handle categorical features, and how to handle unbalanced data. By the end of this course, you will understand the ABCs of Data Mining and be able to implement what you've learnt on your own, more specifically, be able to implement what you've learnt on Python. There is no ideal student as there are no prior requirements needed - everybody is welcome!!