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https://github.com/labex-labs/data-science-free-tutorials
[Practice Data Science Free Tutorials] This repository collects 53 of free tutorials for Data Science. Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring data processin...
https://github.com/labex-labs/data-science-free-tutorials
List: data-science-free-tutorials
awesome awesome-list data-science education free free-tutorials hands-on labex programming tutorials
Last synced: about 1 month ago
JSON representation
[Practice Data Science Free Tutorials] This repository collects 53 of free tutorials for Data Science. Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring data processin...
- Host: GitHub
- URL: https://github.com/labex-labs/data-science-free-tutorials
- Owner: labex-labs
- Created: 2024-06-01T00:54:06.000Z (4 months ago)
- Default Branch: master
- Last Pushed: 2024-08-01T01:32:29.000Z (about 2 months ago)
- Last Synced: 2024-08-02T04:25:48.587Z (about 2 months ago)
- Topics: awesome, awesome-list, data-science, education, free, free-tutorials, hands-on, labex, programming, tutorials
- Homepage: https://labex.io/skilltrees/data-science
- Size: 14.6 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 repository collects 53 of free tutorials for Data Science. Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring data processin. (Other Lists / PowerShell Lists)
README
# Data Science Free Tutorials
Data Science learning path involves mastering core technologies such as Python programming, statistics, and foundational machine learning concepts. Then, you progress to exploring data processing and visualization tools like Pandas, NumPy, and Matplotlib. Next, you can delve into machine learning frameworks and libraries like Scikit-learn and TensorFlow, as well as knowledge in deep learning. Understanding data engineering aspects is also crucial, including skills in data cleaning, transformation, and storage technologies such as SQL and NoSQL databases. Continuous learning and hands-on practice through solving real-world problems and engaging in projects are essential for skill advancement.
| 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 | [📖 Data Types and Conversion](https://labex.io/tutorials/python-data-types-and-conversion-290726) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-data-types-and-conversion-290726) |
| 03 | [📖 Python Code Comments](https://labex.io/tutorials/python-python-code-comments-72) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-python-code-comments-72) |
| 04 | [📖 Python Math and Augmented Assignment](https://labex.io/tutorials/python-python-math-and-augmented-assignment-88) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-python-math-and-augmented-assignment-88) |
| 05 | [📖 Conditional Statements in Python](https://labex.io/tutorials/python-conditional-statements-in-python-290723) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-conditional-statements-in-python-290723) |
| 06 | [📖 Python Data Structures Fundamentals](https://labex.io/tutorials/python-python-data-structures-fundamentals-74) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-python-data-structures-fundamentals-74) |
| 07 | [📖 Variable Type Conversion](https://labex.io/tutorials/python-variable-type-conversion-95) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-variable-type-conversion-95) |
| 08 | [📖 Exploring IPython's Interactive Computing Features](https://labex.io/tutorials/python-exploring-ipython-s-interactive-computing-features-83) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-exploring-ipython-s-interactive-computing-features-83) |
| 09 | [📖 Database Management Fundamentals](https://labex.io/tutorials/mysql-database-management-fundamentals-178584) | ★☆☆ | [🔗 View](https://labex.io/tutorials/mysql-database-management-fundamentals-178584) |
| 10 | [📖 SQL's SELECT Statement](https://labex.io/tutorials/mysql-sql-s-select-statement-178585) | ★☆☆ | [🔗 View](https://labex.io/tutorials/mysql-sql-s-select-statement-178585) |
| 11 | [📖 Modify and Delete](https://labex.io/tutorials/mysql-modify-and-delete-178586) | ★☆☆ | [🔗 View](https://labex.io/tutorials/mysql-modify-and-delete-178586) |
| 12 | [📖 Other Basic Operations](https://labex.io/tutorials/linux-other-basic-operations-178587) | ★☆☆ | [🔗 View](https://labex.io/tutorials/linux-other-basic-operations-178587) |
| 13 | [📖 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) |
| 14 | [📖 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) |
| 15 | [📖 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) |
| 16 | [📖 NumPy Array Operations](https://labex.io/tutorials/numpy-numpy-array-operations-1403) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-array-operations-1403) |
| 17 | [📖 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) |
| 18 | [📖 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) |
| 19 | [📖 NumPy Shape Manipulation](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-shape-manipulation-214) |
| 20 | [📖 NumPy File IO](https://labex.io/tutorials/numpy-numpy-file-io-127) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-file-io-127) |
| 21 | [📖 NumPy Advanced Topics](https://labex.io/tutorials/numpy-numpy-advanced-topics-11) | ★☆☆ | [🔗 View](https://labex.io/tutorials/numpy-numpy-advanced-topics-11) |
| 22 | [📖 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) |
| 23 | [📖 Working With Pandas](https://labex.io/tutorials/python-working-with-pandas-65430) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-working-with-pandas-65430) |
| 24 | [📖 Pandas Data Manipulation](https://labex.io/tutorials/python-pandas-data-manipulation-65431) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-pandas-data-manipulation-65431) |
| 25 | [📖 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) |
| 26 | [📖 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) |
| 27 | [📖 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) |
| 28 | [📖 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) |
| 29 | [📖 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) |
| 30 | [📖 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) |
| 31 | [📖 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) |
| 32 | [📖 Pandas Textual Data](https://labex.io/tutorials/python-pandas-textual-data-65439) | ★☆☆ | [🔗 View](https://labex.io/tutorials/python-pandas-textual-data-65439) |
| 33 | [📖 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) |
| 34 | [📖 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) |
| 35 | [📖 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) |
| 36 | [📖 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) |
| 37 | [📖 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) |
| 38 | [📖 Customizing Matplotlib Visualizations](https://labex.io/tutorials/matplotlib-customizing-matplotlib-visualizations-71151) | ★☆☆ | [🔗 View](https://labex.io/tutorials/matplotlib-customizing-matplotlib-visualizations-71151) |
| 39 | [📖 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) |
| 40 | [📖 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) |
| 41 | [📖 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) |
| 42 | [📖 Kernel Ridge Regression](https://labex.io/tutorials/ml-kernel-ridge-regression-71096) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-kernel-ridge-regression-71096) |
| 43 | [📖 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) |
| 44 | [📖 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) |
| 45 | [📖 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) |
| 46 | [📖 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) |
| 47 | [📖 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) |
| 48 | [📖 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) |
| 49 | [📖 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) |
| 50 | [📖 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) |
| 51 | [📖 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) |
| 52 | [📖 Naive Bayes Example](https://labex.io/tutorials/ml-naive-bayes-example-71106) | ★☆☆ | [🔗 View](https://labex.io/tutorials/ml-naive-bayes-example-71106) |
| 53 | [📖 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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