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Udemy - Learn Data Mining and Machine Learning with Python

Udemy - Learn Data Mining and Machine Learning with Python

Size
3.2 GB
Seeders
0
Leechers
1
Files
98
Category
Added
at 11:10pm GMT+1
Infohash
5be4766d7af4e6ebc6ff6ab01910d536214084f9
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Description
Learn Data Mining & Machine Learning with Python



https://DevCourseWeb.com

Genre: eLearning | MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 3.19 GB | Duration: 135 lectures • 8h 37m

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.

File list
  • Udemy - Learn Data Mining and Machine Learning with Python
  • ~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 213 B

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