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https://github.com/labex-labs/data-science-free-tutorials
Practice Data Science Free Tutorials | This repo collects 51 of free tutorials for Data Science. Data Science is at the forefront of technological innovation. This Skill Tree provides a comprehensive, beginner-friendly journey into the world of data analysis and interpretation. Following a well-s...
https://github.com/labex-labs/data-science-free-tutorials
List: data-science-free-tutorials
awesome awesome-list data-science exercises free free-tutorials hands-on labex programming tutorials
Last synced: 29 days ago
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Practice Data Science Free Tutorials | This repo collects 51 of free tutorials for Data Science. Data Science is at the forefront of technological innovation. This Skill Tree provides a comprehensive, beginner-friendly journey into the world of data analysis and interpretation. Following a well-s...
- Host: GitHub
- URL: https://github.com/labex-labs/data-science-free-tutorials
- Owner: labex-labs
- Created: 2024-06-01T00:54:06.000Z (6 months ago)
- Default Branch: master
- Last Pushed: 2024-11-01T01:48:58.000Z (about 1 month ago)
- Last Synced: 2024-11-03T02:02:08.908Z (about 1 month ago)
- Topics: awesome, awesome-list, data-science, exercises, free, free-tutorials, hands-on, labex, programming, tutorials
- Homepage: https://labex.io/skilltrees/data-science
- Size: 22.5 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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- ultimate-awesome - data-science-free-tutorials - Practice Data Science Free Tutorials | This repo collects 51 of free tutorials for Data Science. Data Science is at the forefront of technological innovation. This Skill Tree provides a comprehensive, beginner-friendly journey into the world of data analysis and interpretation. Following a well-s. (Other Lists / PowerShell Lists)
README
# Data Science Free Tutorials
Data Science is at the forefront of technological innovation. This Skill Tree provides a comprehensive, beginner-friendly journey into the world of data analysis and interpretation. Following a well-structured roadmap, you'll learn essential concepts and tools through hands-on, non-video courses. Practical exercises in the interactive playground will solidify your skills in statistical analysis, machine learning, and data visualization.
| Index | Name | Difficulty | Tutorial Link |
|---------|---------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------|---------------------------------------------------------------------------------------------------------|
| 01 | [📖 Your First Python Lab](https://labex.io/tutorials/python-your-first-python-lab-270256) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-your-first-python-lab-270256) |
| 02 | [📖 Python Data Types and Operators](https://labex.io/tutorials/python-python-data-types-and-operators-393077) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-python-data-types-and-operators-393077) |
| 03 | [📖 Python Control Structures](https://labex.io/tutorials/python-python-control-structures-393123) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-python-control-structures-393123) |
| 04 | [📖 Python Functions and Modules](https://labex.io/tutorials/python-python-functions-and-modules-393141) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-python-functions-and-modules-393141) |
| 05 | [📖 Python Data Structures](https://labex.io/tutorials/python-python-data-structures-393168) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-python-data-structures-393168) |
| 06 | [📖 Installation and Basic Configuration of MySQL](https://labex.io/tutorials/linux-installation-and-basic-configuration-of-mysql-391538) | ★☆☆ | [🔗 View](https://labex.io/tutorials/linux-installation-and-basic-configuration-of-mysql-391538) |
| 07 | [📖 Database Management Fundamentals](https://labex.io/tutorials/mysql-database-management-fundamentals-391537) | ★☆☆ | [🔗 View](https://labex.io/tutorials/mysql-database-management-fundamentals-391537) |
| 08 | [📖 SQL's SELECT Statement](https://labex.io/tutorials/mysql-sql-s-select-statement-391541) | ★☆☆ | [🔗 View](https://labex.io/tutorials/mysql-sql-s-select-statement-391541) |
| 09 | [📖 Modify and Delete](https://labex.io/tutorials/mysql-modify-and-delete-391539) | ★☆☆ | [🔗 View](https://labex.io/tutorials/mysql-modify-and-delete-391539) |
| 10 | [📖 Other Basic Operations](https://labex.io/tutorials/linux-other-basic-operations-391540) | ★☆☆ | [🔗 View](https://labex.io/tutorials/linux-other-basic-operations-391540) |
| 11 | [📖 Your First NumPy Lab](https://labex.io/tutorials/numpy-your-first-numpy-lab-92735) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-your-first-numpy-lab-92735) |
| 12 | [📖 Array Attributes and Dtype](https://labex.io/tutorials/numpy-array-attributes-and-dtype-8027) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-array-attributes-and-dtype-8027) |
| 13 | [📖 NumPy Arrays and Data Types](https://labex.io/tutorials/numpy-numpy-arrays-and-data-types-4996) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-arrays-and-data-types-4996) |
| 14 | [📖 NumPy Array Operations](https://labex.io/tutorials/numpy-numpy-array-operations-1403) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-array-operations-1403) |
| 15 | [📖 NumPy Slicing and Indexing](https://labex.io/tutorials/numpy-numpy-slicing-and-indexing-352) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-slicing-and-indexing-352) |
| 16 | [📖 Efficient NumPy Array Multiplication Operations](https://labex.io/tutorials/numpy-efficient-numpy-array-multiplication-operations-5007) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-efficient-numpy-array-multiplication-operations-5007) |
| 17 | [📖 NumPy Shape Manipulation](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214) |
| 18 | [📖 NumPy File IO](https://labex.io/tutorials/numpy-numpy-file-io-127) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-file-io-127) |
| 19 | [📖 NumPy Advanced Topics](https://labex.io/tutorials/numpy-numpy-advanced-topics-11) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-advanced-topics-11) |
| 20 | [📖 Your First Pandas Lab](https://labex.io/tutorials/pandas-your-first-pandas-lab-92727) | ★☆☆ | [🔗 View](https://labex.io/tutorials/pandas-your-first-pandas-lab-92727) |
| 21 | [📖 Working with Pandas](https://labex.io/tutorials/python-working-with-pandas-65430) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-working-with-pandas-65430) |
| 22 | [📖 Pandas Data Manipulation](https://labex.io/tutorials/python-pandas-data-manipulation-65431) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-pandas-data-manipulation-65431) |
| 23 | [📖 Data Selection in Pandas](https://labex.io/tutorials/python-data-selection-in-pandas-65432) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-data-selection-in-pandas-65432) |
| 24 | [📖 Pandas Plotting for Air Quality Analysis](https://labex.io/tutorials/python-pandas-plotting-for-air-quality-analysis-65433) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-pandas-plotting-for-air-quality-analysis-65433) |
| 25 | [📖 Working with Columns in Pandas](https://labex.io/tutorials/python-working-with-columns-in-pandas-65434) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-working-with-columns-in-pandas-65434) |
| 26 | [📖 Titanic Passenger Data Analysis with Pandas](https://labex.io/tutorials/python-titanic-passenger-data-analysis-with-pandas-65435) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-titanic-passenger-data-analysis-with-pandas-65435) |
| 27 | [📖 Reshaping Data with Pandas](https://labex.io/tutorials/python-reshaping-data-with-pandas-65436) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-reshaping-data-with-pandas-65436) |
| 28 | [📖 Combining Data Tables in Pandas](https://labex.io/tutorials/python-combining-data-tables-in-pandas-65437) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-combining-data-tables-in-pandas-65437) |
| 29 | [📖 Handling Time Series Data](https://labex.io/tutorials/python-handling-time-series-data-65438) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-handling-time-series-data-65438) |
| 30 | [📖 Pandas Textual Data](https://labex.io/tutorials/python-pandas-textual-data-65439) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-pandas-textual-data-65439) |
| 31 | [📖 Your First Matplotlib Lab](https://labex.io/tutorials/matplotlib-your-first-matplotlib-lab-92737) | ★☆☆ | [🔗 View](https://labex.io/tutorials/matplotlib-your-first-matplotlib-lab-92737) |
| 32 | [📖 Create a Line Plot with Matplotlib](https://labex.io/tutorials/python-create-a-line-plot-with-matplotlib-71147) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-create-a-line-plot-with-matplotlib-71147) |
| 33 | [📖 Matplotlib Pyplot Interface Tutorial](https://labex.io/tutorials/matplotlib-matplotlib-pyplot-interface-tutorial-71148) | ★☆☆ | [🔗 View](https://labex.io/tutorials/matplotlib-matplotlib-pyplot-interface-tutorial-71148) |
| 34 | [📖 Image Plotting with Matplotlib](https://labex.io/tutorials/matplotlib-image-plotting-with-matplotlib-71149) | ★☆☆ | [🔗 View](https://labex.io/tutorials/matplotlib-image-plotting-with-matplotlib-71149) |
| 35 | [📖 The Lifecycle of a Plot](https://labex.io/tutorials/python-the-lifecycle-of-a-plot-71150) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-the-lifecycle-of-a-plot-71150) |
| 36 | [📖 Customizing Matplotlib Visualizations](https://labex.io/tutorials/matplotlib-customizing-matplotlib-visualizations-71151) | ★☆☆ | [🔗 View](https://labex.io/tutorials/matplotlib-customizing-matplotlib-visualizations-71151) |
| 37 | [📖 Linear Models in Scikit-Learn](https://labex.io/tutorials/ml-linear-models-in-scikit-learn-71093) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-linear-models-in-scikit-learn-71093) |
| 38 | [📖 Discriminant Analysis Classifiers Explained](https://labex.io/tutorials/ml-discriminant-analysis-classifiers-explained-71094) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-discriminant-analysis-classifiers-explained-71094) |
| 39 | [📖 Exploring Scikit-Learn Datasets and Estimators](https://labex.io/tutorials/ml-exploring-scikit-learn-datasets-and-estimators-71095) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-exploring-scikit-learn-datasets-and-estimators-71095) |
| 40 | [📖 Kernel Ridge Regression](https://labex.io/tutorials/ml-kernel-ridge-regression-71096) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-kernel-ridge-regression-71096) |
| 41 | [📖 Supervised Learning with Scikit-Learn](https://labex.io/tutorials/ml-supervised-learning-with-scikit-learn-71097) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-supervised-learning-with-scikit-learn-71097) |
| 42 | [📖 Model Selection: Choosing Estimators and Their Parameters](https://labex.io/tutorials/ml-model-selection-choosing-estimators-and-their-parameters-71098) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-model-selection-choosing-estimators-and-their-parameters-71098) |
| 43 | [📖 Supervised Learning with Support Vectors](https://labex.io/tutorials/ml-supervised-learning-with-support-vectors-71099) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-supervised-learning-with-support-vectors-71099) |
| 44 | [📖 Exploring Scikit-Learn SGD Classifiers](https://labex.io/tutorials/ml-exploring-scikit-learn-sgd-classifiers-71100) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-exploring-scikit-learn-sgd-classifiers-71100) |
| 45 | [📖 Unsupervised Learning: Seeking Representations of the Data](https://labex.io/tutorials/ml-unsupervised-learning-seeking-representations-of-the-data-71101) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-unsupervised-learning-seeking-representations-of-the-data-71101) |
| 46 | [📖 Implementing Stochastic Gradient Descent](https://labex.io/tutorials/ml-implementing-stochastic-gradient-descent-71102) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-implementing-stochastic-gradient-descent-71102) |
| 47 | [📖 Working with Text Data](https://labex.io/tutorials/ml-working-with-text-data-71103) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-working-with-text-data-71103) |
| 48 | [📖 Gaussian Process Regression and Classification](https://labex.io/tutorials/ml-gaussian-process-regression-and-classification-71104) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-gaussian-process-regression-and-classification-71104) |
| 49 | [📖 Dimensional Reduction with PLS Algorithms](https://labex.io/tutorials/ml-dimensional-reduction-with-pls-algorithms-71105) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-dimensional-reduction-with-pls-algorithms-71105) |
| 50 | [📖 Naive Bayes Example](https://labex.io/tutorials/ml-naive-bayes-example-71106) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-naive-bayes-example-71106) |
| 51 | [📖 Decision Tree Classification with Scikit-Learn](https://labex.io/tutorials/ml-decision-tree-classification-with-scikit-learn-71107) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-decision-tree-classification-with-scikit-learn-71107) |
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