A Beginner's Guide to Machine Learning (in Python) Free Download - CourseLelo

A Beginner's Guide to Machine Learning (in Python) by Curiosity for Data Science Udemy Free Download: includes 7 lectures in 03h 34m. Total 1172 students enrolled and submit 75 Student Reviews

A Beginner's Guide to Machine Learning (in Python) Udemy Free Coupon, A Beginner's Guide to Machine Learning (in Python) by Curiosity for Data Science free enroll, A Beginner's Guide to Machine Learning (in Python) free download

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

Learn supervised learning for structured data, and implement them using Python programming

Categories
Development
Review
4 (75 reviews)

Course Description

Last Updated: 10 May, 2022

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 Machine Learning 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!!

Please feel free to ask me any question! Don't like the course? Ask for a 30-day refund!!


Real Testaments -->

1) "Excellent course!! Dana is very knowledgeable about Machine Learning, and is able to present the concepts and practices in a way that is easy to understand, along with actionable exercises to implement and practice. The presentation is very detailed and direct. A topic is introduced, explained, displayed with example and then we began implementing it." -- Joseph, 5 star rating

2) "The instructor gives a very basic explanation for complicated material. that makes it very easy for me to understand given that I already studied that in a master class but I understand it better here. Thank you" --  Fatimah, 5 star rating

3) "I think it was a very useful begginner's guide to Machine Learning using Python. I learned a lot !. Thanks" -- Hernan, 4 star rating

What you'll learn

  • Understand Machine Learning, Data Mining, Big Data, Data Science, and Data Analytics
  • Learn a little bit of coding in Python
  • Learn Support Vector Machine, Linear Regression, Logistic Regression, K-Nearest Neighbor, Decision Trees, and Neural Networks
  • Learn how to preprocess a dataset
  • Learn how to handle categorical features
  • Learn how to handle unbalanced datasets
  • Understand the different validation methods
  • Understand feature selection and dimensionality reduction
  • Understand hyperparameter optimization

Requirements

  • No previous knowledge required
Course Outline
07:08
Practical Exercises
00:10
Machine Learning
10:42
Quiz #1
1 question
Exploratory Data Analysis
07:55
Quiz #2
1 question
Introduction to Python
04:34
Descriptive Statistics and Histograms in Python
06:48
Spambase Dataset
00:04
Dataset Resources
02:51
Model Evaluation
03:39
Linear Regression
04:30
Quiz #3
1 question
Support Vector Machine
01:38
Quiz #4
1 question
Support Vector Machine in Python
05:42
K-Nearest Neighbor
01:38
Quiz #5
1 question
K-Nearest Neighbor in Python
01:32
Decision Trees
01:44
Decision Trees in Python
02:10
Logistic Regression
01:34
Neural Networks
08:08
Quiz #6
1 question
Neural Networks in Python
01:30
Ensemble Learning
01:48
Ensemble Learning in Python
08:03
Energy Efficiency Dataset
00:05
Regression Problem in Python
08:50
Hyperparameters
03:31
Hyperparameters vs. Parameters Examples
00:14
Kernels and Learning Rate vs. Momentum
00:06
Performance Metrics
06:28
Overfitting vs. Underfitting
01:44
Data Cleaning
01:59
Data Transformation
04:07
Data Transformation in Python
01:54
Categorical Features
02:46
Unbalanced Data
03:07
Validation Methods
04:42
The Holdout Method and Confusion Matrix in Python
06:23
The K-Fold Method and Cleaning the Data
15:51
Classifying New Observations
04:39
Feature Selection
03:34
Feature Selection in Python
08:49
Dimensionality Reduction
02:25
Principle Component Analysis in Python
06:08
Hyperparameter Optimization
05:21
Grid Search Optimization in Python, Part #1
05:51
Grid Search Optimization in Python, Part #2
06:36
Grid Search Optimization in Python, Part #3
11:59
Bonus Lecture: Discounted Coupons
00:21
Big Data
03:52
Data Science
06:10
Data Analytics
03:35

Student feedback

4

Course rating
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