data-science-free-tutorials
Free Data Science tutorials for beginners with 151 interactive lessons. Easy-to-follow programming guides with hands-on practice exercises.
https://github.com/labex-labs/data-science-free-tutorials
Last synced: 4 days ago
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- 📖 Discretizing Continuous Features with KBinsDiscretizer - discretizing-continuous-features-with-kbinsdiscretizer-49115) |
- 📖 Creating Visualizations with Display Objects - creating-visualizations-with-display-objects-49116) |
- 📖 Text Document Classification - text-document-classification-49117) |
- 📖 Precompute Gram Matrix for ElasticNet - precompute-gram-matrix-for-elasticnet-49118) |
- 📖 Random Forest OOB Error Estimation - random-forest-oob-error-estimation-49119) |
- 📖 Scikit-Learn Estimators and Pipelines - scikit-learn-estimators-and-pipelines-49120) |
- 📖 Comparison of F-Test and Mutual Information - comparison-of-f-test-and-mutual-information-49121) |
- 📖 Concatenating Multiple Feature Extraction Methods - concatenating-multiple-feature-extraction-methods-49129) |
- 📖 Simple 1D Kernel Density Estimation - simple-1d-kernel-density-estimation-49175) |
- 📖 Explicit Feature Map Approximation for RBF Kernels - explicit-feature-map-approximation-for-rbf-kernels-49176) |
- 📖 Principal Component Analysis with Kernel PCA - principal-component-analysis-with-kernel-pca-49177) |
- 📖 Plot Kernel Ridge Regression - plot-kernel-ridge-regression-49178) |
- 📖 Exploring K-Means Clustering Assumptions - exploring-k-means-clustering-assumptions-49179) |
- 📖 K-Means Clustering on Handwritten Digits - k-means-clustering-on-handwritten-digits-49180) |
- 📖 Clustering Analysis with Silhouette Method - clustering-analysis-with-silhouette-method-49182) |
- 📖 Empirical Evaluation of K-Means Initialization - empirical-evaluation-of-k-means-initialization-49183) |
- 📖 Active Learning Withel Propagation - active-learning-withel-propagation-49184) |
- 📖 Label Propagation Learning - label-propagation-learning-49186) |
- 📖 Sparse Signal Regression with L1-Based Models - sparse-signal-regression-with-l1-based-models-49187) |
- 📖 Lasso and Elastic Net - lasso-and-elastic-net-49188) |
- 📖 Scikit-Learn Lasso Regression - scikit-learn-lasso-regression-49189) |
- 📖 Lasso Model Selection - lasso-model-selection-49190) |
- 📖 Model Selection for Lasso Regression - model-selection-for-lasso-regression-49192) |
- 📖 Discriminant Analysis Classification Algorithms - discriminant-analysis-classification-algorithms-49193) |
- 📖 Linear Discriminant Analysis for Classification - linear-discriminant-analysis-for-classification-49194) |
- 📖 Plotting Learning Curves - plotting-learning-curves-49195) |
- 📖 Class Likelihood Ratios to Measure Classification Performance - class-likelihood-ratios-to-measure-classification-performance-49196) |
- 📖 Hierarchical Clustering with Scikit-Learn - hierarchical-clustering-with-scikit-learn-49198) |
- 📖 Manifold Learning on Handwritten Digits - manifold-learning-on-handwritten-digits-49199) |
- 📖 Local Outlier Factor for Novelty Detection - local-outlier-factor-for-novelty-detection-49200) |
- 📖 Outlier Detection with LOF - outlier-detection-with-lof-49201) |
- 📖 Step-by-Step Logistic Regression - step-by-step-logistic-regression-49202) |
- 📖 Plot Multinomial and One-vs-Rest Logistic Regression - plot-multinomial-and-one-vs-rest-logistic-regression-49203) |
- 📖 Regularization Path of L1-Logistic Regression - regularization-path-of-l1-logistic-regression-49204) |
- 📖 Logistic Regression Model - logistic-regression-model-49205) |
- 📖 Comparison of Covariance Estimators - comparison-of-covariance-estimators-49206) |
- 📖 Robust Covariance Estimation and Mahalanobis Distances Relevance - robust-covariance-estimation-and-mahalanobis-distances-relevance-49207) |
- 📖 Manifold Learning on Spherical Data - manifold-learning-on-spherical-data-49208) |
- 📖 Map Data to a Normal Distribution - map-data-to-a-normal-distribution-49209) |
- 📖 Visualize High-Dimensional Data with MDS - visualize-high-dimensional-data-with-mds-49210) |
- 📖 Mean-Shift Clustering Algorithm - mean-shift-clustering-algorithm-49211) |
- 📖 Comparing K-Means and MiniBatchKMeans - comparing-k-means-and-minibatchkmeans-49212) |
- 📖 Impute Missing Data - impute-missing-data-49213) |
- 📖 Multi-Layer Perceptron Regularization - multi-layer-perceptron-regularization-49214) |
- 📖 Scikit-Learn MLPClassifier: Stochastic Learning Strategies - scikit-learn-mlpclassifier-stochastic-learning-strategies-49215) |
- 📖 Classify Handwritten Digits with MLP Classifier - classify-handwritten-digits-with-mlp-classifier-49216) |
- 📖 Gradient Boosting Monotonic Constraints - gradient-boosting-monotonic-constraints-49218) |
- 📖 Optimizing Model Hyperparameters with GridSearchCV - optimizing-model-hyperparameters-with-gridsearchcv-49219) |
- 📖 Joint Feature Selection with Multi-Task Lasso - joint-feature-selection-with-multi-task-lasso-49220) |
- 📖 Multi-Label Document Classification - multi-label-document-classification-49221) |
- 📖 Plot Nca Classification - plot-nca-classification-49223) |
- 📖 Neighborhood Components Analysis - neighborhood-components-analysis-49225) |
- 📖 Nearest Centroid Classification - nearest-centroid-classification-49226) |
- 📖 Nested Cross-Validation for Model Selection - nested-cross-validation-for-model-selection-49227) |
- 📖 Non-Negative Least Squares Regression - non-negative-least-squares-regression-49228) |
- 📖 Linear Regression Example - linear-regression-example-49231) |
- 📖 Sparse Signal Recovery with Orthogonal Matching Pursuit - sparse-signal-recovery-with-orthogonal-matching-pursuit-49232) |
- 📖 OPTICS Clustering Algorithm - optics-clustering-algorithm-49234) |
- 📖 Text Classification Using Out-of-Core Learning - text-classification-using-out-of-core-learning-49235) |
- 📖 Outlier Detection Using Scikit-Learn Algorithms - outlier-detection-using-scikit-learn-algorithms-49236) |
- 📖 Detecting Outliers in Wine Data - detecting-outliers-in-wine-data-49237) |
- 📖 Principal Components Analysis - principal-components-analysis-49239) |
- 📖 Plot Pca vs Fa Model Selection - plot-pca-vs-fa-model-selection-49241) |
- 📖 Plot Pca vs Lda - plot-pca-vs-lda-49242) |
- 📖 Plot PCR vs PLS - plot-pcr-vs-pls-49243) |
- 📖 Permutation Test Score for Classification - permutation-test-score-for-classification-49246) |
- 📖 Constructing Scikit-Learn Pipelines - constructing-scikit-learn-pipelines-49247) |
- 📖 Precision-Recall Metric for Imbalanced Classification - precision-recall-metric-for-imbalanced-classification-49249) |
- 📖 Quantile Regression with Scikit-Learn - quantile-regression-with-scikit-learn-49251) |
- 📖 Random Classification Dataset Plotting - random-classification-dataset-plotting-49252) |
- 📖 Hashing Feature Transformation - hashing-feature-transformation-49253) |
- 📖 Plot Random Forest Regression Multioutput - plot-random-forest-regression-multioutput-49254) |
- 📖 Multilabel Dataset Generation with Scikit-Learn - multilabel-dataset-generation-with-scikit-learn-49255) |
- 📖 Hyperparameter Optimization: Randomized Search vs Grid Search - hyperparameter-optimization-randomized-search-vs-grid-search-49256) |
- 📖 Digit Classification with RBM Features - digit-classification-with-rbm-features-49259) |
- 📖 Recursive Feature Elimination - recursive-feature-elimination-49267) |
- 📖 Recursive Feature Elimination with Cross-Validation - recursive-feature-elimination-with-cross-validation-49268) |
- 📖 Ridge Regression for Linear Modeling - ridge-regression-for-linear-modeling-49269) |
- 📖 Manipulate Various Built-in Python Objects - manipulate-various-built-in-python-objects-132391) |
- 📖 Creating New Objects with Class - creating-new-objects-with-class-132720) |
- 📖 Extensible Programs Through Inheritance - extensible-programs-through-inheritance-132721) |
- 📖 Customizing Python's Dynamic Behavior - customizing-python-s-dynamic-behavior-132722) |
- 📖 Defining Custom Python Exceptions - defining-custom-python-exceptions-132723) |
- 📖 Python Object System Fundamentals - python-object-system-fundamentals-132724) |
- 📖 Classes and Encapsulation - classes-and-encapsulation-132725) |
- 📖 Iterative Process Fundamentals - iterative-process-fundamentals-132726) |
- 📖 Customizing Iteration with Generator Functions - customizing-iteration-with-generator-functions-132727) |
- 📖 Producers, Consumers and Pipelines - producers-consumers-and-pipelines-132728) |
- 📖 Generator-Related Topics in Python - generator-related-topics-in-python-132729) |
- 📖 Variadic Function Arguments in Python - variadic-function-arguments-in-python-132730) |
- 📖 Anonymous Functions and Lambda - anonymous-functions-and-lambda-132731) |
- 📖 Creating Functional Functions - creating-functional-functions-132732) |
- 📖 Decorator Concept Introduction - decorator-concept-introduction-132733) |
- 📖 Built-in Method Decorators Introduction - built-in-method-decorators-introduction-132734) |
- 📖 Python Testing Essentials - python-testing-essentials-132735) |
- 📖 Logging Module Introduction - logging-module-introduction-132736) |
- 📖 Code Debugging Techniques - code-debugging-techniques-132737) |
- 📖 Organizing Larger Python Programs - organizing-larger-python-programs-132738) |
- 📖 Third Party Modules - third-party-modules-132739) |
- 📖 Sharing Python Code Basics - sharing-python-code-basics-132740) |
- 📖 Generating Secure Dynamic Templates with Jinja2 - generating-secure-dynamic-templates-with-jinja2-188849) |
- 📖 How to handle file not found error in Python - how-to-handle-file-not-found-error-in-python-397683) |
- 📖 How to use itertools.combinations in Python - how-to-use-itertools-combinations-in-python-398083) |
- 📖 How to use the __dict__ attribute to manage instance data in Python - how-to-use-the-dict-attribute-to-manage-instance-data-in-python-398095) |
- 📖 How to check if an object is iterable in Python - how-to-check-if-an-object-is-iterable-in-python-398148) |
- 📖 How to configure network interfaces in Python - how-to-configure-network-interfaces-in-python-398157) |
- 📖 How to create a list with a range of numbers in Python - how-to-create-a-list-with-a-range-of-numbers-in-python-398166) |
- 📖 How to efficiently process large CSV files in Python - how-to-efficiently-process-large-csv-files-in-python-398186) |
- 📖 How to properly set up an __init__.py file in a Python package - how-to-properly-set-up-an-init-py-file-in-a-python-package-398237) |
- 📖 How to send and receive messages using Python sockets - how-to-send-and-receive-messages-using-python-sockets-398244) |
- 📖 How to use lambda functions to update dictionary values in Python - how-to-use-lambda-functions-to-update-dictionary-values-in-python-398266) |
- 📖 How to find common elements in two Python lists - how-to-find-common-elements-in-two-python-lists-415086) |
- 📖 How to use re.findall() in Python to find all matching substrings - how-to-use-re-findall-in-python-to-find-all-matching-substrings-415132) |
- 📖 How to use __init__, __str__, and __repr__ methods in Python - how-to-use-init-str-and-repr-methods-in-python-415189) |
- 📖 How to filter out non-alphanumeric characters from Python strings - how-to-filter-out-non-alphanumeric-characters-from-python-strings-415420) |
- 📖 How to determine grade based on marks using Python if-elif-else - how-to-determine-grade-based-on-marks-using-python-if-elif-else-415721) |
- 📖 How to resolve import errors in Python - how-to-resolve-import-errors-in-python-415766) |
- 📖 How to use a lambda function for custom sorting in Python - how-to-use-a-lambda-function-for-custom-sorting-in-python-415786) |
- 📖 How to run a Python program from the command line - how-to-run-a-python-program-from-the-command-line-398242) |
- 📖 How to clean up virtual environments - how-to-clean-up-virtual-environments-425433) |
- 📖 How to add time in Python datetime - how-to-add-time-in-python-datetime-437712) |
- 📖 MySQL Backup and Recovery - mysql-backup-and-recovery-550902) |
- 📖 Understand and Use Tuples in Python - understand-and-use-tuples-in-python-585769) |
- 📖 Add Comments in Python - add-comments-in-python-585756) |
- 📖 Apply PEP 8 Code Style in Python - apply-pep-8-code-style-in-python-585757) |
- 📖 Control Program Flow with Conditional Statements in Python - control-program-flow-with-conditional-statements-in-python-585758) |
- 📖 Define and Use Functions in Python - define-and-use-functions-in-python-585759) |
- 📖 Define Classes and Objects in Python - define-classes-and-objects-in-python-585760) |
- 📖 Documenting Python Functions with Docstrings - documenting-python-functions-with-docstrings-585761) |
- 📖 Explore Python Development Tools - explore-python-development-tools-585762) |
- 📖 Explore Special Methods in Python Classes - explore-special-methods-in-python-classes-585763) |
- 📖 Handle Exceptions with try except in Python - handle-exceptions-with-try-except-in-python-585764) |
- 📖 Handle Input and Output in Python - handle-input-and-output-in-python-585765) |
- 📖 Import Modules and Packages in Python - import-modules-and-packages-in-python-585766) |
- 📖 Manage Dictionaries in Python - manage-dictionaries-in-python-585767) |
- 📖 Manipulate Lists in Python - manipulate-lists-in-python-585768) |
- 📖 Understand Loops in Python - understand-loops-in-python-585778) |
- 📖 Write and Debug a Simple Python Program - write-and-debug-a-simple-python-program-585786) |
- 📖 Work with Strings in Python - work-with-strings-in-python-585785) |
- 📖 Work with Sets in Python - work-with-sets-in-python-585784) |
- 📖 Use VS Code for Python Development - use-vs-code-for-python-development-585783) |
- 📖 Use Lambda Functions in Python - use-lambda-functions-in-python-585782) |
- 📖 Understand Operators in Python - understand-operators-in-python-585781) |
- 📖 Understand Operator Precedence in Python - understand-operator-precedence-in-python-585780) |
- 📖 Understand Number Types and Operations in Python - understand-number-types-and-operations-in-python-585779) |
- 📖 Understand Class Features in Python - understand-class-features-in-python-585771) |
- 📖 Understand Errors and Exceptions in Python - understand-errors-and-exceptions-in-python-585773) |
- 📖 Understand Decorators in Python - understand-decorators-in-python-585772) |
- 📖 MySQL Common Table Expressions (CTEs) - mysql-common-table-expressions-ctes-550903) |
- 📖 MySQL Configuration and Tuning - mysql-configuration-and-tuning-550904) |
- 📖 MySQL Error Handling and Logging - mysql-error-handling-and-logging-550905) |
- 📖 MySQL Event Scheduler - mysql-event-scheduler-550906) |
- 📖 MySQL Full-Text Search Capabilities - mysql-full-text-search-capabilities-550907) |
- 📖 MySQL Functions and Custom Logic - mysql-functions-and-custom-logic-550908) |
- 📖 MySQL Import and Export Operations - mysql-import-and-export-operations-550909) |
- 📖 MySQL Indexes and Performance Optimization - mysql-indexes-and-performance-optimization-550910) |
- 📖 MySQL JSON Data Handling - mysql-json-data-handling-550911) |
- 📖 MySQL Partitioning for Large Datasets - mysql-partitioning-for-large-datasets-550912) |
- 📖 MySQL Security Best Practices - mysql-security-best-practices-550914) |
- 📖 MySQL Stored Procedures Basics - mysql-stored-procedures-basics-550915) |
- 📖 MySQL Subqueries and Nested Operations - mysql-subqueries-and-nested-operations-550916) |
- 📖 MySQL Temporary Tables and Session Data - mysql-temporary-tables-and-session-data-550917) |
- 📖 MySQL Transactions and Data Integrity - mysql-transactions-and-data-integrity-550918) |
- 📖 MySQL Triggers for Automation - mysql-triggers-for-automation-550919) |
- 📖 MySQL Views and Virtual Tables - mysql-views-and-virtual-tables-550920) |
- 📖 MySQL Window Functions - mysql-window-functions-550921) |
- 📖 PostgreSQL Advanced Data Types - data-filtering-and-simple-queries-in-postgresql-550947) |
- 📖 PostgreSQL Advanced Query Writing - data-filtering-and-simple-queries-in-postgresql-550948) |
- 📖 PostgreSQL Backup and Restore - data-filtering-and-simple-queries-in-postgresql-550949) |
- 📖 PostgreSQL Database Maintenance - postgresql-database-maintenance-550950) |
- 📖 PostgreSQL Date and Time Operations - data-filtering-and-simple-queries-in-postgresql-550951) |
- 📖 PostgreSQL Error Handling - data-filtering-and-simple-queries-in-postgresql-550952) |
- 📖 PostgreSQL Event Trigger Setup - postgresql-event-trigger-setup-550953) |
- 📖 PostgreSQL Full-Text Search - data-filtering-and-simple-queries-in-postgresql-550954) |
- 📖 PostgreSQL JSON/JSONB Advanced Operations - data-filtering-and-simple-queries-in-postgresql-550956) |
- 📖 PostgreSQL PgBouncer Connection Pooling - data-filtering-and-simple-queries-in-postgresql-550957) |
- 📖 PostgreSQL PostGIS Extension - data-filtering-and-simple-queries-in-postgresql-550958) |
- 📖 PostgreSQL Role and Permission Management - postgresql-role-and-permission-management-550960) |
- 📖 PostgreSQL Stored Function Development - data-filtering-and-simple-queries-in-postgresql-550961) |
- 📖 PostgreSQL Streaming Replication - data-filtering-and-simple-queries-in-postgresql-550962) |
- 📖 PostgreSQL Table Partitioning - data-filtering-and-simple-queries-in-postgresql-550963) |
- 📖 PostgreSQL Transaction Management - data-filtering-and-simple-queries-in-postgresql-550964) |
- 📖 PostgreSQL Trigger Automation - postgresql-trigger-automation-550965) |
- 📖 PostgreSQL Views Management - data-filtering-and-simple-queries-in-postgresql-550966) |
- 📖 Understand Character Encoding in Python - understand-character-encoding-in-python-585770) |
- 📖 Understand Function Parameters in Python - understand-function-parameters-in-python-585774) |
- 📖 Understand Function Return Values and Scope in Python - understand-function-return-values-and-scope-in-python-585775) |
- 📖 Understand Identifiers in Python - understand-identifiers-in-python-585776) |
- 📖 Understand Keywords and Built-in Identifiers in Python - understand-keywords-and-built-in-identifiers-in-python-585777) |
- 📖 Print Hello Python - print-hello-python-61) |
- 📖 Classes and Objects - classes-and-objects-71) |
- 📖 Python Code Comments - python-code-comments-72) |
- 📖 Python Data Structures Fundamentals - python-data-structures-fundamentals-74) |
- 📖 Python Function Fundamentals - python-function-fundamentals-79) |
- 📖 Python's Conditional Statements - python-s-conditional-statements-82) |
- 📖 Exploring IPython's Interactive Computing Features - exploring-ipython-s-interactive-computing-features-83) |
- 📖 Python Math and Augmented Assignment - python-math-and-augmented-assignment-88) |
- 📖 Variable Type Conversion - variable-type-conversion-95) |
- 📖 NumPy Einsum for Scientific Computing - numpy-einsum-for-scientific-computing-4991) |
- 📖 NumPy Einsum Function - numpy-einsum-function-8001) |
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