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TORRENT DETAILS
Udemy - Learn Data Mining And Machine Learning With Python
TORRENT SUMMARY
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Learn how to use NumPy, Pandas, Matplotlib, Scikit-Learn, Tensorflow with a complete statistics course as appendix
What you'll learn Learn everything about Data Mining and its applications Understand Machine Learning and its connection with Data Mining Learn all Machine Learning algorithms, their types, and their usage in business Learn how to implement Machine Learning algorithms in different business scenarios Learn how to install and use Python programming language to create machine learning algorithms in a simple way Learn how to import your data sets into Python and make required cleaning before creating the algorithms Learn how to interpret the results of each algorithms and compare them with each other to choose the optimum one Learn how to create graphs in Pythons, such as scattered and regression graphs and use them in your analyses
Requirements Basic knowledge in Statistics and operating systems Description If you seek to learn how to create machine learning models and use them in data mining process, this course is for you. You will understand in this course what is data mining process and how to implement machine learning algorithms in data mining. Moreover, you will learn in details how deep learning does work and how to build a deep learning model to solve a business problem. In the beginning of the course, you will understand the basic concepts of data mining and learn about the business fields where data mining is implemented. After that you will learn how to create machine learning models in Python using several data science libraries developed especially for this purpose. NumPy, Pandas, and Matplotlib are some examples of these models that you will learn how to import and use to create machine learning algorithms in Python. You will learn typing codes in Python from scratch without the need to have a pervious knowledge in coding. You will be familiar with the essential code needed to build machine learning models. This course is designed to provide you with the knowledge you need in a simple and straightforward way to smooth the learning process. You will build your knowledge step by step until you become familiar with the most used Machine Learning algorithms.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/001 Introduction to Course.mp4
25.4 MB
~Get Your Files Here !/01 - Introduction/001 Introduction to Course_en.vtt
2.3 KB
~Get Your Files Here !/01 - Introduction/002 Course Contents.mp4
9 MB
~Get Your Files Here !/01 - Introduction/002 Course Contents_en.vtt
1.5 KB
~Get Your Files Here !/01 - Introduction/003 Control a pace of a video.mp4
3.8 MB
~Get Your Files Here !/01 - Introduction/003 Control a pace of a video_en.vtt
712 B
~Get Your Files Here !/01 - Introduction/004 Introduction to Data Mining.mp4
9.3 MB
~Get Your Files Here !/01 - Introduction/004 Introduction to Data Mining_en.vtt
2 KB
~Get Your Files Here !/01 - Introduction/005 Business Applications of Data Mining.mp4
15.9 MB
~Get Your Files Here !/01 - Introduction/005 Business Applications of Data Mining_en.vtt
4.4 KB
~Get Your Files Here !/01 - Introduction/006 Data Mining Process Pyramid.mp4
12.6 MB
~Get Your Files Here !/01 - Introduction/006 Data Mining Process Pyramid_en.vtt
2 KB
~Get Your Files Here !/01 - Introduction/007 Introduction to Machine Learning.mp4
10.6 MB
~Get Your Files Here !/01 - Introduction/007 Introduction to Machine Learning_en.vtt
2 KB
~Get Your Files Here !/01 - Introduction/008 How Does Machine Learning Work.mp4
18.7 MB
~Get Your Files Here !/01 - Introduction/008 How Does Machine Learning Work_en.vtt
3.8 KB
~Get Your Files Here !/01 - Introduction/009 Machine Learning Algorithms Types.mp4
16.6 MB
~Get Your Files Here !/01 - Introduction/009 Machine Learning Algorithms Types_en.vtt
3.7 KB
~Get Your Files Here !/01 - Introduction/010 Reinforcement Learning overview.mp4
12.9 MB
~Get Your Files Here !/01 - Introduction/010 Reinforcement Learning overview_en.vtt
2 KB
~Get Your Files Here !/01 - Introduction/011 Course Rating.html
493 B
~Get Your Files Here !/02 - Setup Programming Environment/001 Install Anaconda package.mp4
29.7 MB
~Get Your Files Here !/02 - Setup Programming Environment/001 Install Anaconda package_en.vtt
3.5 KB
~Get Your Files Here !/02 - Setup Programming Environment/002 Introduction to Jupyter.mp4
29.7 MB
~Get Your Files Here !/02 - Setup Programming Environment/002 Introduction to Jupyter_en.vtt
4.7 KB
~Get Your Files Here !/02 - Setup Programming Environment/003 1-Create-Lists-Tuples-and-Dictionaries.ipynb
3.6 KB
~Get Your Files Here !/02 - Setup Programming Environment/003 Introduction to Python Part-1(Create Lists).mp4
35.6 MB
~Get Your Files Here !/02 - Setup Programming Environment/003 Introduction to Python Part-1(Create Lists)_en.vtt
5.9 KB
~Get Your Files Here !/02 - Setup Programming Environment/004 Introduction to Python Part-2 (Create Tuples & Dictionaries).mp4
21.5 MB
~Get Your Files Here !/02 - Setup Programming Environment/004 Introduction to Python Part-2 (Create Tuples & Dictionaries)_en.vtt
3.2 KB
~Get Your Files Here !/02 - Setup Programming Environment/005 2-Loops-in-Python.ipynb
2.4 KB
~Get Your Files Here !/02 - Setup Programming Environment/005 Introduction to Python Part-3 (Loops & Functions).mp4
38.6 MB
~Get Your Files Here !/02 - Setup Programming Environment/005 Introduction to Python Part-3 (Loops & Functions)_en.vtt
7.2 KB
~Get Your Files Here !/02 - Setup Programming Environment/006 3-Import-Libraries.ipynb
4.1 KB
~Get Your Files Here !/02 - Setup Programming Environment/006 Introduction to Pandas Library.mp4
66.1 MB
~Get Your Files Here !/02 - Setup Programming Environment/006 Introduction to Pandas Library_en.vtt
8.8 KB
~Get Your Files Here !/02 - Setup Programming Environment/006 Sales-data.csv
84 KB
~Get Your Files Here !/02 - Setup Programming Environment/007 Introduction to NumPy & Matplotlib Libraries.mp4
25.3 MB
~Get Your Files Here !/02 - Setup Programming Environment/007 Introduction to NumPy & Matplotlib Libraries_en.vtt
3.7 KB
~Get Your Files Here !/02 - Setup Programming Environment/008 Introduction to Scikit-learn Library.mp4
5.7 MB
~Get Your Files Here !/02 - Setup Programming Environment/008 Introduction to Scikit-learn Library_en.vtt
818 B
~Get Your Files Here !/03 - Supervised Learning Algorithms/001 Introduction to Supervised Learning Algorithms.mp4
6.3 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/001 Introduction to Supervised Learning Algorithms_en.vtt
1.2 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/002 Types of Variables.mp4
9.6 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/002 Types of Variables_en.vtt
2.4 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/003 Introduction to Regression Analysis.mp4
21.3 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/003 Introduction to Regression Analysis_en.vtt
4.3 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/004 Regression Model Slope.mp4
29.6 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/004 Regression Model Slope_en.vtt
6.2 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/005 The Intercept Value.mp4
2.9 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/005 The Intercept Value_en.vtt
636 B
~Get Your Files Here !/03 - Supervised Learning Algorithms/006 R-Squared Value.mp4
28.6 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/006 R-Squared Value_en.vtt
7.1 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/007 P-Value.mp4
17.4 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/007 P-Value_en.vtt
3.7 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/008 Simple Linear Regression.mp4
3.7 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/008 Simple Linear Regression_en.vtt
870 B
~Get Your Files Here !/03 - Supervised Learning Algorithms/009 Concepts used in Machine Learning (Important).html
228 B
~Get Your Files Here !/03 - Supervised Learning Algorithms/010 Overview on the dataset.mp4
5.1 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/010 Overview on the dataset_en.vtt
797 B
~Get Your Files Here !/03 - Supervised Learning Algorithms/010 Study-Hours.csv
287 B
~Get Your Files Here !/03 - Supervised Learning Algorithms/011 Create Simple Linear Regression Model in Python-Part 1.mp4
38.5 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/011 Create Simple Linear Regression Model in Python-Part 1_en.vtt
6.3 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/011 Simple-Linear-Regression.ipynb
3.4 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/012 Create Simple Linear Regression Model in Python-Part 2.mp4
34.6 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/012 Create Simple Linear Regression Model in Python-Part 2_en.vtt
5.5 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/013 Create Simple Linear Regression Model in Python-Part 3.mp4
26 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/013 Create Simple Linear Regression Model in Python-Part 3_en.vtt
3.8 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/014 Create Simple Linear Regression Model in Python-Part 4.mp4
27.4 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/014 Create Simple Linear Regression Model in Python-Part 4_en.vtt
4.5 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/015 Create Simple Linear Regression Model in Python-Part 5.mp4
56.9 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/015 Create Simple Linear Regression Model in Python-Part 5_en.vtt
8.2 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/016 Multiple Linear Regression.mp4
14.2 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/016 Multiple Linear Regression_en.vtt
2.6 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/017 Dummy Variables.mp4
36.4 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/017 Dummy Variables_en.vtt
5 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/018 Dummy Variables Trap.html
612 B
~Get Your Files Here !/03 - Supervised Learning Algorithms/019 Stepwise Approach.mp4
28.8 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/019 Stepwise Approach_en.vtt
6.1 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/020 Assumptions of Multiple Linear Regression.mp4
31.3 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/020 Assumptions of Multiple Linear Regression_en.vtt
8.2 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/021 Companies-spends-and-profits.csv
3.2 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/021 Overview on the business problem data.mp4
7.6 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/021 Overview on the business problem data_en.vtt
1.1 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/022 Create Multiple Linear Regression Model in Python-Part 1.mp4
33.6 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/022 Create Multiple Linear Regression Model in Python-Part 1_en.vtt
4.3 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/022 Multiple-Linear-Regression.ipynb
3.6 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/023 Create Multiple Linear Regression Model in Python-Part 2.mp4
51 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/023 Create Multiple Linear Regression Model in Python-Part 2_en.vtt
5.8 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/024 Create Multiple Linear Regression Model in Python-Part 3.mp4
92.1 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/024 Create Multiple Linear Regression Model in Python-Part 3_en.vtt
9.1 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/025 Create Multiple Linear Regression Model in Python-Part 4.mp4
61.7 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/025 Create Multiple Linear Regression Model in Python-Part 4_en.vtt
9.4 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/026 Polynomial Regression.mp4
10.9 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/026 Polynomial Regression_en.vtt
2.4 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/027 Overview on the business problem data.mp4
7.2 MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/027 Overview on the business problem data_en.vtt
1.1 KB
~Get Your Files Here !/03 - Supervised Learning Algorithms/027 Reward-system.csv
