本课程专为初学者设计，全面涵盖Python编程基础与机器学习实战应用。通过系统化的教学，您将从零开始掌握Python的核心语法、数据结构、函数、类等基础知识，并逐步深入到机器学习领域，学习如何使用Python进行数据分析、模型训练与预测。课程内容包含丰富的实战案例，帮助您快速上手并应用于实际项目中。无论您是编程新手还是希望提升机器学习技能的开发者，本课程都将为您提供全面的学习路径，助您从入门到精通。
以下云资源目录树快照生成于[11个月前]，该学习资料由夸克云用户[心旷*怡的青蛙]分享（只展示大部分文件和目录）
Python编程与机器学习：从入门到实战1.34GB(mp4视频182节；)
13. Machine Learning with Python
11. Visualizing a Decision Tree_en.srt8.68KB11. Visualizing a Decision Tree.srt9.31KB
11. Visualizing a Decision Tree.mp412.67MB10. Persisting Models_en.srt4.48KB10. Persisting Models.srt4.8KB10. Persisting Models.mp45.78MB9. Calculating the Accuracy_en.srt8.4KB9. Calculating the Accuracy.srt8.88KB9. Calculating the Accuracy.mp410.87MB8. Learning and Predicting_en.srt5.41KB8. Learning and Predicting.srt5.7KB8. Learning and Predicting.mp46.57MB7. Preparing the Data_en.srt4.15KB7. Preparing the Data.srt4.31KB7. Preparing the Data.mp45.05MB7. Preparing the Data(1).mp45.05MB6. A Real Machine Learning Problem_en.srt4.57KB6. A Real Machine Learning Problem.srt4.91KB6. A Real Machine Learning Problem.mp46.75MB5. Jupyter Shortcuts_en.srt7.7KB5. Jupyter Shortcuts.srt8.23KB5. Jupyter Shortcuts.mp410.11MB4. Importing a Data Set_en.srt9.08KB4. Importing a Data Set.srt9.47KB4. Importing a Data Set.mp411.54MB3. Libraries and Tools_en.srt7.11KB3. Libraries and Tools.srt7.47KB3. Libraries and Tools.mp48.64MB2. Machine Learning in Action_en.srt4.37KB2. Machine Learning in Action.srt4.41KB2. Machine Learning in Action.mp43.44MB1. What is Machine Learning_en.srt3.03KB1. What is Machine Learning.srt3.07KB1. What is Machine Learning.mp47.42MB12. Building Web Applications with Django
22. Deployment_en.srt11.09KB22. Deployment.srt12.16KB22. Deployment.mp412.79MB21. Getting Ready to Deploy_en.srt13.63KB21. Getting Ready to Deploy.srt14.43KB21. Getting Ready to Deploy.mp422.76MB20. Adding the Homepage_en.srt6.17KB20. Adding the Homepage.srt6.67KB20. Adding the Homepage.mp49.37MB19. Creating APIs_en.srt12.92KB19. Creating APIs.srt13.76KB19. Creating APIs.mp419.49MB18. Referencing Urls_en.srt5.2KB18. Referencing Urls.srt5.68KB18. Referencing Urls.mp46.46MB17. Raising 404 Errors_en.srt5.15KB17. Raising 404 Errors.srt5.46KB17. Raising 404 Errors.mp48.92MB16. Getting a Single Object_en.srt4.82KB16. Getting a Single Object.srt5.08KB16. Getting a Single Object.mp47.58MB15. Url Parameters_en.srt6.31KB15. Url Parameters.srt6.78KB15. Url Parameters.mp48.83MB14. Sharing a Template Across Multiple Apps_en.srt5.27KB14. Sharing a Template Across Multiple Apps.srt5.5KB14. Sharing a Template Across Multiple Apps.mp410.36MB13. Customizing the Layout_en.srt3.08KB13. Customizing the Layout.srt3.32KB13. Customizing the Layout.mp47.77MB12. Adding Bootstrap_en.srt6.01KB12. Adding Bootstrap.srt6.41KB12. Adding Bootstrap.mp410.89MB11. Templates_en.srt14.31KB11. Templates.srt15.34KB11. Templates.mp420.64MB10. Database Abstraction API_en.srt5.34KB10. Database Abstraction API.srt5.68KB10. Database Abstraction API.mp47.41MB9. Customizing the Admin_en.srt9.45KB9. Customizing the Admin.srt10.18KB9. Customizing the Admin.mp414.31MB8. Admin_en.srt6.2KB8. Admin.srt6.73KB8. Admin.mp47.39MB7. Changing the Models_en.srt7.71KB7. Changing the Models.srt8KB7. Changing the Models.mp413.41MB6. Migrations_en.srt11.72KB6. Migrations.srt12.38KB6. Migrations.mp414.78MB5. Models_en.srt6.74KB5. Models.srt7KB5. Models.mp410.25MB4. Views_en.srt10.95KB4. Views.srt11.66KB4. Views.mp414.8MB3. Your First App_en.srt5.34KB3. Your First App.srt5.71KB3. Your First App.mp45.49MB2. Your First Django Project_en.srt5.86KB2. Your First Django Project.srt6.17KB2. Your First Django Project.mp46.79MB1. Introduction_en.srt2.43KB1. Introduction.srt2.53KB1. Introduction.mp42.74MB11. Popular Python Packages
12. NumPy_en.srt12.4KB12. NumPy.srt13.06KB12. NumPy.mp418.99MB11. Command Query Separation Principle_en.srt6.71KB11. Command Query Separation Principle.srt6.9KB11. Command Query Separation Principle.mp48.52MB10. Working with Excel Spreadsheets_en.srt12.68KB10. Working with Excel Spreadsheets.srt13.5KB10. Working with Excel Spreadsheets.mp419.67MB9. Working with PDFs_en.srt8.07KB9. Working with PDFs.srt8.69KB9. Working with PDFs.mp413.58MB8. Browser Automation_en.srt15.46KB8. Browser Automation.srt16.51KB8. Browser Automation.mp425.89MB7. Web Scraping_en.srt11.97KB7. Web Scraping.srt12.63KB7. Web Scraping.mp421MB6. Sending Text Messages_en.srt7.88KB6. Sending Text Messages.srt8.4KB6. Sending Text Messages.mp412.83MB5. Hiding API Keys_en.srt2.8KB5. Hiding API Keys.srt3.03KB5. Hiding API Key.mp44.43MB4. Searching for Businesses_en.srt12.6KB4. Searching for Businesses.srt13.25KB4. Searching for Businesses.mp429.96MB3. Yelp API_en.srt3.88KB3. Yelp API.srt3.91KB3. Yelp API.mp48.43MB2. What are APIs_en.srt3.5KB2. What are APIs.srt3.56KB2. What are APIs.mp45.62MB1. Introduction_en.srt2.75KB1. Introduction.srt2.77KB1. Introduction.mp43.23MB10. Python Package Index
10. Pydoc_en.srt5.72KB10. Pydoc.srt5.98KB10. Pydoc.mp411.77MB9. Docstrings_en.srt8.17KB9. Docstrings.srt8.52KB9. Docstrings.mp411.16MB8. Publishing Packages_en.srt10.61KB8. Publishing Packages.srt11.2KB8. Publishing Packages.mp419.2MB7. Managing Dependencies_en.srt4.17KB7. Managing Dependencies.srt4.35KB7. Managing Dependencies.mp46.36MB6. Pipfile_en.srt6.72KB6. Pipfile.srt6.86KB6. Pipfile.mp48.51MB5. Virtual Environments in VSCode_en.srt5.09KB5. Virtual Environments in VSCode.srt5.39KB5. Virtual Environments in VSCode.mp49.03MB4. Pipenv_en.srt4.86KB4. Pipenv.srt5.07KB4. Pipenv.mp45.36MB3. Virtual Environments_en.srt5.47KB3. Virtual Environments.srt5.6KB3. Virtual Environments.mp45.98MB2. Pip_en.srt8.18KB2. Pip.srt8.18KB2. Pip.mp414.53MB1. Pypi_en.srt2.63KB1. Pypi.srt2.67KB1. Pypi.mp43.44MB9. Python Standard Library
17. Running External Programs_en.srt10.5KB17. Running External Programs.srt10.48KB17. Running External Programs.mp415.64MB16. Command-line Arguments_en.srt2.26KB16. Command-line Arguments.srt2.35KB16. Command-line Arguments.mp43.45MB15. Templates_en.srt6.24KB15. Templates.srt6.37KB15. Templates.mp410.64MB14. Sending Emails_en.srt8.34KB14. Sending Emails.srt8.55KB14. Sending Emails.mp415.81MB13. Opening the Browser_en.srt1.56KB13. Opening the Browser.srt1.58KB13. Opening the Browser.mp41.87MB12. Generating Random Values_en.srt5.07KB12. Generating Random Values.srt5.3KB12. Generating Random Values.mp48.14MB11. Working with Time Deltas_en.srt3.11KB11. Working with Time Deltas.srt3.16KB11. Working with Time Deltas.mp45.47MB10. Working with DateTimes_en.srt6.25KB10. Working with DateTimes.srt6.38KB10. Working with DateTimes.mp413.54MB9. Working with Timestamps_en.srt3.08KB9. Working with Timestamps.srt3.05KB9. Working with Timestamps.mp44.54MB8. Working with a SQLite Database_en.srt12.05KB8. Working with a SQLite Database.srt12.13KB8. Working with a SQLite Database.mp417.86MB7. Working with JSON Files_en.srt4.85KB7. Working with JSON Files.srt5.06KB7. Working with JSON Files.mp46.92MB6. Working with CSV Files_en.srt6.21KB6. Working with CSV Files.srt6.44KB6. Working with CSV Files.mp48.4MB5. Working with Zip Files_en.srt3.93KB5. Working with Zip Files.srt4.01KB5. Working with Zip Files.mp46.99MB4. Working with Files_en.srt5.06KB4. Working with Files.srt5.03KB4. Working with Files.mp48.42MB3. Working with Directories_en.srt5.26KB3. Working with Directories.srt5.3KB3. Working with Directories.mp47.5MB2. Working With Paths_en.srt5.95KB2. Working With Paths.srt6.05KB2. Working With Paths.mp48.67MB1. Python Standard Library_en.srt1.09KB1. Python Standard Library.srt1KB1. Python Standard Library.mp41.52MB8. Modules
8. Executing Modules as Scripts_en.srt3.85KB8. Executing Modules as Scripts.srt4.16KB8. Executing Modules as Scripts.mp44.77MB7. The dir Function_en.srt2.15KB7. The dir Function.srt2.22KB7. The dir Function.mp43.08MB6. Intra-package References_en.srt2.11KB6. Intra-package References.srt2.19KB6. Intra-package References.mp43.02MB5. Sub-packages_en.srt1.26KB5. Sub-packages.srt1.34KB5. Sub-packages.mp41.67MB4. Packages_en.srt3.2KB4. Packages.srt3.42KB4. Packages.mp44.03MB3. Module Search Path_en.srt2.18KB3. Module Search Path.srt2.26KB3. Module Search Path.mp42.78MB2. Compiled Python Files_en.srt3.31KB2. Compiled Python Files.srt3.44KB2. Compiled Python Files.mp43.64MB1. Creating Modules_en.srt6.18KB1. Creating Modules.srt6.43KB1. Creating Modules.mp46.6MB7. Classes
22. Data Classes_en.srt6.35KB22. Data Classes.srt6.79KB22. Data Classes.mp48.18MB21. Extending Built-in Types_en.srt3KB21. Extending Built-in Types.srt3.28KB21. Extending Built-in Types.mp44.78MB20. Duck Typing_en.srt3.99KB20. Duck Typing.srt4.09KB20. Duck Typing.mp44.81MB19. Polymorphism_en.srt5.18KB19. Polymorphism.srt5.47KB19. Polymorphism.mp47.93MB18. Abstract Base Classes_en.srt6.48KB18. Abstract Base Classes.srt6.63KB18. Abstract Base Classes.mp411.51MB17. A Good Example of Inheritance_en.srt5.74KB17. A Good Example of Inheritance.srt6.13KB17. A Good Example of Inheritance.mp49.15MB16. Multiple Inheritance_en.srt4.62KB16. Multiple Inheritance.srt4.86KB16. Multiple Inheritance.mp45.68MB15. Multi-level Inheritance_en.srt3.94KB15. Multi-level Inheritance.srt3.96KB15. Multi-level Inheritance.mp44.13MB14. Method Overriding_en.srt4.24KB14. Method Overriding.srt4.34KB14. Method Overriding.mp46.54MB13. The Object Class_en.srt2.93KB13. The Object Class.srt3.15KB13. The Object Class.mp44.7MB12. Inheritance_en.srt5.68KB12. Inheritance.srt5.98KB12. Inheritance.mp48.38MB11. Properties_en.srt10.27KB11. Properties.srt10.71KB11. Properties.mp415.44MB10. Private Members_en.srt4.87KB10. Private Members.srt4.97KB10. Private Members.mp46.79MB9. Making Custom Containers_en.srt8.98KB9. Making Custom Containers.srt9.43KB9. Making Custom Containers.mp414.31MB8. Performing Arithmetic Operations_en.srt1.86KB8. Performing Arithmetic Operations.srt1.93KB8. Performing Arithmetic Operations.mp44.49MB7. Comparing Objects_en.srt4.14KB7. Comparing Objects.srt4.39KB7. Comparing Objects.mp46.95MB6. Magic Methods_en.srt4.23KB6. Magic Methods.srt4.39KB6. Magic Methods.mp46.81MB5. Class vs Instance Methods_en.srt5.49KB5. Class vs Instance Methods.srt5.58KB5. Class vs Instance Methods.mp47.07MB4. Class vs Instance Attributes_en.srt5.05KB4. Class vs Instance Attributes.srt5.23KB4. Class vs Instance Attributes.mp48.35MB3. Constructors_en.srt5.99KB3. Constructors.srt6.35KB3. Constructors.mp47.92MB2. Creating Classes_en.srt4.93KB2. Creating Classes.srt5.17KB2. Creating Classes.mp46.4MB1. Classes_en.srt3.29KB1. Classes.srt3.48KB1. Classes.mp43.91MB6. Exceptions
7. Cost of Raising Exceptions_en.srt6.35KB7. Cost of Raising Exceptions.srt6.72KB7. Cost of Raising Exceptions.mp49.45MB6. Raising Exceptions_en.srt4.53KB6. Raising Exceptions.srt4.77KB6. Raising Exceptions.mp48.48MB5. The With Statement_en.srt4.31KB5. The With Statement.srt4.49KB5. The With Statement.mp45.75MB4. Cleaning Up_en.srt2.64KB4. Cleaning Up.srt2.7KB4. Cleaning Up.mp43.47MB3. Handling Different Exceptions_en.srt4.09KB3. Handling Different Exceptions.srt4.31KB3. Handling Different Exceptions.mp45.35MB2. Handling Exceptions_en.srt5.59KB2. Handling Exceptions.srt5.94KB2. Handling Exceptions.mp47.56MB1. Exceptions_en.srt3.11KB1. Exceptions.srt3.19KB1. Exceptions.mp43.62MB5. Data Structures
23. Exercise_en.srt8.39KB23. Exercise.srt8.89KB23. Exercise.mp412.82MB22. Unpacking Operator_en.srt5.24KB22. Unpacking Operator.srt5.79KB22. Unpacking Operator.mp47.86MB21. Generator Expressions_en.srt5.25KB21. Generator Expressions.srt5.57KB21. Generator Expressions.mp46.49MB20. Dictionary Comprehensions_en.srt4.19KB20. Dictionary Comprehensions.srt4.43KB20. Dictionary Comprehensions.mp45.24MB19. Dictionaries_en.srt6.74KB19. Dictionaries.srt7.37KB19. Dictionaries.mp49.61MB18. Sets_en.srt4.97KB18. Sets.srt5.37KB18. Sets.mp47.99MB17. Arrays_en.srt4.14KB17. Arrays.srt4.42KB17. Arrays.mp45.31MB16. Swapping Variables_en.srt3.25KB16. Swapping Variables.srt3.53KB16. Swapping Variables.mp43.68MB15. Tuples_en.srt5.29KB15. Tuples.srt5.81KB15. Tuples.mp46.27MB14. Queues_en.srt3.76KB14. Queues.srt4.04KB14. Queues.mp45.28MB13. Stacks_en.srt5.96KB13. Stacks.srt6.35KB13. Stacks.mp48.21MB12. Zip Function_en.srt2.29KB12. Zip Function.srt2.5KB12. Zip Function.mp42.89MB11. List Comprehensions_en.srt4.45KB11. List Comprehensions.srt4.58KB11. List Comprehensions.mp45.39MB10. Filter Function_en.srt2.62KB10. Filter Function.srt2.84KB10. Filter Function.mp43.53MB9. Map Function_en.srt4.26KB9. Map Function.srt4.7KB9. Map Function.mp46.22MB8. Lambda Functions_en.srt2.36KB8. Lambda Functions.srt2.53KB8. Lambda Functions.mp42.98MB7. Sorting Lists_en.srt5.92KB7. Sorting Lists.srt6.4KB7. Sorting Lists.mp48.2MB6. Finding Items_en.srt1.82KB6. Finding Items.srt1.91KB6. Finding Items.mp42.6MB5. Adding or Removing Items_en.srt3.98KB5. Adding or Removing Items.srt4.21KB5. Adding or Removing Items.mp44.97MB4. Looping over Lists_en.srt3.68KB4. Looping over Lists.srt4.01KB4. Looping over Lists.mp44.92MB3. List Unpacking_en.srt4.88KB3. List Unpacking.srt5.25KB3. List Unpacking.mp47.28MB2. Accessing Items_en.srt4.06KB2. Accessing Items.srt4.38KB2. Accessing Items.mp45.28MB1. Lists_en.srt5.13KB1. Lists.srt5.63KB1. Lists.mp46.57MB4. Functions
13. Solution_en.srt5.88KB13. Solution.srt6.34KB13. Solution.mp48.1MB12. Exercise_en.srt1.82KB12. Exercise.srt1.92KB12. Exercise.mp42.02MB11. VSCode Coding Tricks . Mac_en.srt2.42KB11. VSCode Coding Tricks . Mac.srt2.48KB11. VSCode Coding Tricks . Mac.mp42.77MB10. VSCode Coding Tricks . Windows_en.srt3.35KB10. VSCode Coding Tricks . Windows.srt3.48KB10. VSCode Coding Tricks . Windows.mp43.66MB9. Debugging_en.srt8.87KB9. Debugging.srt9.26KB9. Debugging.mp412.23MB8. Scope_en.srt7.19KB8. Scope.srt7.37KB8. Scope.mp47.93MB7. xxargs_en.srt2.98KB7. xxargs.srt3.19KB7. xxargs.mp43.71MB6. xargs_en.srt5.55KB6. xargs.srt5.82KB6. xargs.mp47.07MB5. Default Arguments_en.srt2.03KB5. Default Arguments.srt2.13KB5. Default Arguments.mp42.33MB4. Keyword Arguments_en.srt2.53KB4. Keyword Arguments.srt2.73KB4. Keyword Arguments.mp43.3MB3. Types of Functions_en.srt5.38KB3. Types of Functions.srt5.65KB3. Types of Functions.mp46.68MB2. Arguments_en.srt3.01KB2. Arguments.srt3.1KB2. Arguments.mp44MB1. Defining Functions_en.srt3.26KB1. Defining Functions.srt3.43KB1. Defining Functions.mp43.36MB3. Control Flow
14. Exercise_en.srt2.43KB14. Exercise.srt2.58KB14. Exercise.mp43.72MB13. Infinite Loops_en.srt2.07KB13. Infinite Loops.srt2.14KB13. Infinite Loops.mp42.63MB12. While Loops_en.srt6.31KB12. While Loops.srt6.68KB12. While Loops.mp47.41MB11. Iterables_en.srt3.95KB11. Iterables.srt4.24KB11. Iterables.mp45.31MB10. Nested Loops_en.srt3.47KB10. Nested Loops.srt3.73KB10. Nested Loops.mp44.35MB9. For..Else_en.srt3.65KB9. For..Else.srt3.8KB9. For..Else.mp44.62MB8. For Loops_en.srt4.75KB8. For Loops.srt5.01KB8. For Loops.mp45.55MB7. Quiz_en.srt2.34KB7. Quiz.srt2.43KB7. Quiz.mp42.49MB6. Chaining Comparison Operators_en.srt1.57KB6. Chaining Comparison Operators.srt1.67KB6. Chaining Comparison Operators.mp42.08MB5. Short-circuit Evaluation_en.srt2.76KB5. Short-circuit Evaluation.srt2.78KB5. Short-circuit Evaluation.mp43.18MB4. Logical Operators_en.srt5KB4. Logical Operators.srt5.38KB4. Logical Operators.mp46.68MB3. Ternary Operator_en.srt2.46KB3. Ternary Operator.srt2.61KB3. Ternary Operator.mp43.77MB2. Conditional Statements_en.srt5.52KB2. Conditional Statements.srt5.79KB2. Conditional Statements.mp46.46MB1. Comparison Operators_en.srt2.81KB1. Comparison Operators.srt2.91KB1. Comparison Operators.mp42.56MB2. Primitive Types
10. Quiz_en.srt3.22KB10. Quiz.srt3.34KB10. Quiz.mp44.72MB9. Type Conversion_en.srt6.44KB9. Type Conversion.srt7.01KB9. Type Conversion.mp47.5MB8. Working with Numbers_en.srt2.56KB8. Working with Numbers.srt2.72KB8. Working with Numbers.mp44.99MB7. Numbers_en.srt3.45KB7. Numbers.srt3.58KB7. Numbers.mp43.93MB6. String Methods_en.srt7.31KB6. String Methods.srt7.82KB6. String Methods.mp49.93MB5. Formatted Strings_en.srt2.49KB5. Formatted Strings.srt2.59KB5. Formatted Strings.mp43.16MB4. Escape Sequences_en.srt3.41KB4. Escape Sequences.srt3.62KB4. Escape Sequences.mp43.89MB3. Strings_en.srt7.3KB3. Strings.srt7.67KB3. Strings.mp48.37MB2. Variable Names_en.srt4.33KB2. Variable Names.srt4.41KB2. Variable Names.mp44.33MB1. Variables_en.srt4.19KB1. Variables.srt4.11KB1. Variables.mp44.8MB1. Getting Started
12. Quiz_en.srt2.24KB12. Quiz.srt2.22KB12. Quiz.mp44.43MB11. How Python Code is Executed_en.srt3.7KB11. How Python Code is Executed.srt3.71KB11. How Python Code is Executed.mp44.21MB10. Python Implementations_en.srt3.42KB10. Python Implementations.srt3.39KB10. Python Implementations.mp44.38MB9. Running Python Code_en.srt3.71KB9. Running Python Code.srt3.66KB9. Running Python Code.mp46.31MB8. Formatting Python Code_en.srt5.43KB8. Formatting Python Code.srt5.66KB8. Formatting Python Code.mp47.23MB7. Linting Python Code_en.srt5.62KB7. Linting Python Code.srt5.76KB7. Linting Python Code.mp46.19MB6. Python Extension_en.srt3.75KB6. Python Extension.srt3.73KB6. Python Extension.mp45.28MB5. Your First Python Program_en.srt4.56KB5. Your First Python Program.srt4.57KB5. Your First Python Program.mp45.55MB4. Code Editors_en.srt1.74KB4. Code Editors.srt1.67KB4. Code Editors.mp42.11MB3. Python Interpreter_en.srt2.79KB3. Python Interpreter.srt2.99KB3. Python Interpreter.mp42.77MB2. Installing Python_en.srt2.33KB2. Installing Python.srt2.29KB2. Installing Python.mp44.36MB1. What is Python_en.srt4.39KB1. What is Python.srt4.31KB1. What is Python.mp46.29MB
