Ma Ge Python Full Stack + Crawler + Data + AI [2022]

Ma Ge Python Full Stack + Crawler + Data + AI [2022] Resource Introduction:

Systematic course design

Famous teachers personally designed the course, visited more than 100 Internet companies, and experts from Tencent/Ali personally participated in the course design

High value, 30% higher than other courses, with 28 new knowledge points

30 modules, knowledge + skills + practical training + project exercises, to help you become a master from a novice

30 technical modules, employment and salary increase are no longer a dream

Course Catalog

├──00. Python learning materials collection

| ├──Python learning collection

| | ├──51 excellent Python learning books.rar 747.40M

| | ├──Python Classic Examples 80 Questions.zip 631.87kb

| | ├──Python + Artificial Intelligence Introductory Books + From Beginner to Mastery (50 books).zip 792.64M

| | ├──Python course study outline.zip 32.16M

| | ├──Python free materials - e-books and practical manuals for large companies.zip 39.29M

| | ├──Python introductory materials sharing-15 Python introductory books.zip 413.65M

| | ├──Python introductory material sharing-20 Python advanced books.zip

| | ├──Python improvement material sharing-26 deep learning e-books.zip 3.23G

| | ├──Python improvement data sharing-37 big data and artificial intelligence e-books.zip 2.15G

| | ├──Python improvement information sharing-Python quick reference table.zip 7.14M

| | ├──Python learning video-free learning course self-study is indispensable.zip

| | ├──Collection of interview questions from first-tier Internet companies in the past three years.zip 3.77M

| | ├──Thousands of resume templates + resume guidance + interview questions - essential for job hunting and salary increase.zip 2.35G

| | └──The most complete python 14 mind maps + learning roadmap in history.zip 2.66M

| └──Python data link.docx 30.66kb

├──Section 10 High-order function decorators (I)

| ├──10.1 Recursive Exercises.mp4 900.11M

| ├──10.2 Detailed Explanation of Upper and Lower Triangle Printing.mp4 486.84M

| ├──10.3 Currying and no-argument decorators.mp4 476.88M

| ├──10.4 Parameter decorator.mp4 547.17M

| ├──10.5 Wraps essence and advanced decorators.mp4 538.45M

| ├──10.6 Type annotation and inspect usage.mp4 249.38M

| ├──10.7 Parameter check decorator implementation.mp4 310.78M

| ├──Course Summary.mp4 14.73M

| ├──Interview Collection.txt 0.18kb

| ├──Software download.txt 0.15kb

| └──Data 2.zip 14.66M

├──Section 11 High-order function decorators (Part 2)

| ├──11.1 functools.mp4 548.16M

| ├──11.2 lru_cache application.mp4 199.58M

| ├──11.3 lru_cache principle.mp4 648.71M

| └──11.4 Disk Principles and File Objects.mp4 325.37M

├──Section 12 File IO and Text Processing (I)

| ├──12.1 File opening mode and pointer operation.mp4 771.88M

| ├──12.10 shutil module usage.mp4 386.50M

| ├──12.2 Buffer, encoding, new line processing.mp4 554.38M

| ├──12.3 Context and file-like objects.mp4 288.86M

| ├──12.4 Basics of Regular Expressions.mp4 276.08M

| ├──12.5 Regular Grouping and Assertions.mp4 220.83M

| ├──12.6 Regular greedy non-greedy and single-line multi-line mode.mp4 296.53M

| ├──12.7 os.path uses .mp4 93.02M

| ├──12.8 Path class uses 1.mp4 544.35M

| ├──12.9 Path class uses 2.mp4 272.43M

| ├──High-paying IT learning website.url 0.05kb

| ├──Course Summary.mp4 14.73M

| ├──Interview Collection.txt 0.18kb

| ├──Software download.txt 0.15kb

| └──Data 2.zip 14.66M

├──Section 13 File IO and Text Processing (Part 2)

| ├──13.1 Detailed explanation of base64 encoding.mp4 662.74M

| ├──13.2 cache key implementation.mp4 335.44M

| ├──13.3 cache expiration implementation.mp4 697.37M

| └──13.4 Copy operation detailed explanation.mp4 276.86M

├──Section 14 File IO and Text Processing (Part 3)

| ├──14.1 Regular single match.mp4 450.78M

| ├──14.10 Classes and instances, initialization, binding.mp4 576.38M

| ├──14.2 Regular full-text search, replacement, and cutting.mp4 167.02M

| ├──14.3 Regular Grouping.mp4 290.72M

| ├──14.4 csv and ini file processing.mp4 625.44M

| ├──14.5 Detailed explanation of serialization principle.mp4 219.87M

| ├──14.6 The essence of serialization.mp4 455.09M

| ├──14.7 Json format.mp4 86.38M

| ├──14.8 json and msgpack serialization.mp4 412.06M

| ├──14.9 Object-Oriented Overview.mp4 256.03M

| ├──High-paying IT learning website.url 0.05kb

| ├──Course Summary.mp4 14.73M

| ├──Interview Collection.txt 0.18kb

| ├──Software download.txt 0.15kb

| └──Data 2.zip 14.66M

├──Chapter 15 Object-Oriented (I)

| ├──15.1 Regular Expression Exercises Explanation 1.mp4 281.49M

| ├──15.2 Regular Expression Exercises 2.mp4 302.86M

| ├──15.3 Job password strength and configuration file conversion.mp4 210.53M

| ├──15.4 Homework word statistics detailed explanation.mp4 503.96M

| ├──15.5 The nature of object-oriented properties and methods.mp4 725.70M

| ├──15.6 Access Control.mp4 334.53M

| ├──15.7 Property decorators and destructors.mp4 334.27M

| ├──15.8 Python class version differences and inheritance.mp4 277.98M

| └──15.9 Inheritance and Access Control.mp4 506.87M

├──Chapter 16 Object-Oriented (II)

| ├──16.1 Initialization, Overwriting and Polymorphism.mp4 426.65M

| ├──16.10 PEP.mp4 269.20M

| ├──16.2 Multiple inheritance and Mixin.mp4 519.78M

| ├──16.3 Assignment generation digital category.mp4 306.49M

| ├──16.4 Operation coordinate printing and vehicle management.mp4 416.44M

| ├──16.5 Operation temperature conversion shopping and shape area calculation.mp4 652.19M

| ├──16.6 Exception generation and capture.mp4 245.76M

| ├──16.7 Abnormal inheritance and matching.mp4 358.99M

| ├──16.8 Exception finally, else clause and nesting.mp4 408.56M

| └──16.9 argparser module.mp4 737.02M

├──Section 17 Operating Systems (I)

| ├──17.1 History of operating system development.mp4 490.15M

| ├──17.2 Operating System Hierarchy.mp4 221.33M

| ├──17.3 Partitions and FSH.mp4 305.05M

| ├──17.4 CentOS installation and configuration.mp4 1.01G

| ├──17.5 Common commands 1.mp4 979.68M

| └──17.6 Common commands 2.mp4 1.36G

├──Chapter 18 Operating Systems (II)

| ├──18.1 Inode and file descriptor principles.mp4 601.13M

| ├──18.2 Pipes and Redirection.mp4 375.16M

| ├──18.3 User and Permission System.mp4 740.13M

| ├──18.4 grep and sed.mp4 423.30M

| ├──18.5 awk.mp4 438.49M

| ├──18.6 ip processing and VIM usage.mp4 342.11M

| ├──18.7 Environment variables.mp4 579.72M

| └──18.8 Pyenv installation and configuration.mp4 787.62M

├──Chapter 19 Advanced Object-Oriented Learning (I)

| ├──19.1 dir attribute view.mp4 380.99M

| ├──19.10 reflection.mp4 272.25M

| ├──19.2 Magic Method Instantiation.mp4 168.07M

| ├──19.3 Magic Method Visualization and Hash.mp4 520.90M

| ├──19.4 Magic Methods: Bool Operator Overloading and Containerization.mp4 491.04M

| ├──19.5 Single and Double Linked List Implementation 1.mp4 570.22M

| ├──19.6 Double Link List Implementation 2.mp4 463.60M

| ├──19.7 Magic Methods of Callable Objects.mp4 285.45M

| ├──19.8 Magic Method Context Management.mp4 349.47M

| └──19.9 Magic Method Context Management 2.mp4 350.54M

├──Section 1 Introduction to Salary Selection Certification

| └──Informal class skipping.txt

├──Chapter 20 Advanced Object-Oriented Learning (II)

| ├──20.1 Magic Method Reflection.mp4 541.46M

| ├──20.2 Descriptor.mp4 649.15M

| ├──20.3 Principles of static methods and class methods.mp4 242.05M

| ├──20.4 Parameter check of descriptor comprehensive application.mp4 371.55M

| ├──20.5 Linked list containerization and attribute decorator implementation.mp4 508.72M

| ├──20.6 __slots__ and memory allocation.mp4 398.15M

| ├──20.7 Unimplemented and Unimplemented Exceptions and radd.mp4 182.48M

| ├──20.8 radd implementation.mp4 321.69M

| └──20.9 Python object model and iterable objects.mp4 360.81M

├──Section 21 Modularization (I)

| ├──21.1 Module import search cache.mp4 715.93M

| ├──21.2 package.mp4 593.83M

| ├──21.3 Absolute relative import and use.mp4 360.67M

| ├──21.4 package.mp4 650.75M

| ├──21.5 The concept and basic use of logging.mp4 228.86M

| ├──21.6 Log levels and handlers.mp4 891.25M

| └──21.7 log stream.mp4 363.94M

├──Section 22 Modularization (II)

| ├──22.1 Log formatter and filter.mp4 356.01M

| ├──22.2 Job ls parameter processing 1.mp4 269.36M

| ├──22.3 Tree traversal and heap sort.mp4 575.00M

| ├──22.3 Job ls parameter processing 2.mp4 1.05G

| └──22.4 Job Print Tree.mp4 232.33M

├──Chapter 23 Concurrent Programming (I)

| ├──23.1 Concurrency Solution.mp4 521.13M

| ├──23.2 queue module usage.mp4 335.10M

| ├──23.3 Thread and process concepts and states.mp4 383.13M

| ├──23.4 Basic thread operations.mp4 417.42M

| ├──23.5 Thread start and run principles.mp4 405.53M

| └──23.6 daemon thread and join.mp4 429.43M

├──Chapter 24 Concurrent Programming (Part 2)

| ├──24.1 threadlocal class usage.mp4 434.28M

| ├──24.10 Process pool thread pool usage.mp4 856.82M

| ├──24.2 Threadlocal principle analysis.mp4 583.08M

| ├──24.3 Event.mp4 375.23M

| ├──24.4 Lock usage and analysis.mp4 439.66M

| ├──24.5 Lock Principle Practice and Reentrant Lock.mp4 572.26M

| ├──24.6 Condition use.mp4 277.26M

| ├──24.7 semaphore.mp4 342.73M

| ├──24.8 GIL.mp4 218.53M

| └──24.9 Multi-process and process pool programming.mp4 371.46M

├──Section 25 Network Programming (I)

| ├──25.1 Basic Network Knowledge.mp4 917.41M

| ├──25.2 TCP and UDP.mp4 613.55M

| ├──25.3 IP address and routing.mp4 721.13M

| ├──25.4 socket programming basics.mp4 393.76M

| ├──25.5 Basic implementation of actual group chat software.mp4 672.72M

| ├──25.6 Group chat server implementation.mp4 587.10M

| ├──25.7 makefile implementation.mp4 263.59M

| └──25.8 Group chat client implementation.mp4 277.78M

├──Section 26 Network Programming (Part 2)

| ├──26.1 udp programming basics.mp4 298.36M

| ├──26.10 IO multiplexing group chat implementation.mp4 959.92M

| ├──26.2 udp group chat server implementation.mp4 478.44M

| ├──26.3 udp group chat client implementation.mp4 457.25M

| ├──26.4 Heartbeat mechanism implementation.mp4 514.25M

| ├──26.5 Basic principles of socketserver.mp4 233.62M

| ├──26.6 SocketServer Principle Practice.mp4 1.22G

| ├──26.7 The difference between synchronization and blocking.mp4 220.86M

| ├──26.8 IO model.mp4 262.23M

| └──26.9 Event-driven programming practice.mp4 534.47M

├──Chapter 27 Database (I)

| ├──27.1 Database Development.mp4 680.65M

| ├──27.10 Join.mp4 494.53M

| ├──27.2 MariaDB installation.mp4 470.76M

| ├──27.3 Mariadb local source installation.mp4 605.13M

| ├──27.4 Create table.mp4 216.64M

| ├──27.5 Primary key foreign key index.mp4 299.61M

| ├──27.6 Constraints and ER.mp4 554.53M

| ├──27.7 Add, delete and modify SQL.mp4 251.35M

| ├──27.8 Simple Query SQL.mp4 303.03M

| └──27.9 Grouping and Subquery.mp4 381.31M

├──Chapter 28 Database (Part 2)

| ├──28.1 Affairs.mp4 638.38M

| ├──28.10 Many-to-many query.mp4 553.05M

| ├──28.2 Pymysql usage.mp4 786.44M

| ├──28.3 Metaprogramming.mp4 483.72M

| ├──28.4 ORM and Django configuration.mp4 391.57M

| ├──28.5 Create Model class.mp4 377.28M

| ├──28.6 Django simple query.mp4 536.68M

| ├──28.7 Q objects and group aggregation.mp4 647.06M

| ├──28.8 One-to-many query implementation.mp4 660.39M

| └──28.9 distinct and raw.mp4 356.38M

├──Chapter 29 Front-end Development (I)

| ├──29.1 History of front-end technology development.mp4 912.74M

| ├──29.2 Front-end development environment configuration.mp4 127.57M

| ├──29.3 JS identifiers and data types.mp4 549.37M

| ├──29.4 JS operators and expressions.mp4 707.19M

| ├──29.5 DjangoORM Exercise.mp4 235.40M

| ├──29.6 JS branch and C style for.mp4 204.08M

| ├──29.7 Js for loop.mp4 117.32M

| └──29.8 JS function.mp4 673.79M

├──Section 2 Python opening ceremony and career guidance

| └──Section 2 Python Opening Ceremony and Career Guidance.mp4 1.18G

├──Chapter 30 Front-end Development (Part 2)

| ├──30.1 JS exception handling.mp4 76.78M

| ├──30.2 JS class definition instantiation and inheritance.mp4 485.46M

| ├──30.3 this question.mp4 88.43M

| ├──30.4 this problem solution.mp4 243.46M

| ├──30.5 Commonly used HTML tags.mp4 663.67M

| ├──30.6 HTML tables and forms.mp4 516.33M

| ├──30.7 CSS1.mp4 836.74M

| ├──30.8 CSS2.mp4 978.68M

| └──30.9 Deconstruction and data object manipulation.mp4 424.80M

├──Chapter 31 Front-end Development (Part 3)

| ├──31.1 Promise.mp4 1.13G

| ├──31.2 High-level Mixin.mp4 372.78M

| ├──31.3 JS modularization.mp4 543.55M

| ├──31.4 React project scaffolding configuration.mp4 503.04M

| ├──31.5 React VDOM.mp4 161.19M

| ├──31.6 JSX.mp4 221.84M

| ├──31.7 React State.mp4 671.82M

| └──31.8 React Props.mp4 527.30M

├──Chapter 32 Front-end Development (IV)

| ├──32.1 Constructor and life cycle function 1.mp4 968.12M

| ├──32.2 Life cycle function 2.mp4 305.61M

| ├──32.3 Functional components and higher-order components.mp4 680.21M

| └──32.4 BS and HTTP characteristics.mp4 259.77M

├──Section 33: Front-end and back-end separation blog project (I)

| ├──33.1 HTTP protocol.mp4 732.42M

| ├──33.2 Cookie principle.mp4 197.44M

| ├──33.3 Detailed explanation of Session principle.mp4 711.03M

| ├──33.4 WSGI Principles.mp4 127.23M

| ├──33.5 wsgiserver principle.mp4 147.06M

| ├──33.6 wsgiapp principle.mp4 640.10M

| └──33.7 Blog system design.mp4 499.16M

├──Section 34: Front-end and back-end separation blog project (Part 2)

| ├──34.1 DjangoApp Principle.mp4 399.09M

| ├──34.2 Basic configuration of Django project.mp4 224.61M

| ├──34.3 Django routing request and response.mp4 639.85M

| ├──34.4 Django template principle.mp4 469.34M

| ├──34.5 DTL.mp4 924.71M

| ├──34.5 DTL filter usage.mp4 522.29M

| ├──34.6 Best Practices for RESTFul Interface Design.mp4 399.00M

| └──34.7 Registration interface design and CSRF principle.mp4 688.23M

├──Section 35: Front-end and back-end separation blog project (Part 3)

| ├──35.1 Registration code implementation.mp4 532.49M

| ├──35.2 Login code implementation.mp4 304.68M

| ├──35.3 Login decorator principle.mp4 543.96M

| ├──35.4 Detailed explanation of middleware principles.mp4 755.73M

| ├──35.5 Login decorator and logout.mp4 747.69M

| └──35.6 CBV principle and release function implementation.mp4 997.32M

├──Section 36: Front-end and back-end separation blog project (IV)

| ├──36.1 Authentication decorator transformation.mp4 586.17M

| ├──36.10 Verification code.mp4 801.81M

| ├──36.2 Details page and time processing.mp4 240.22M

| ├──36.3 List page.mp4 156.15M

| ├──36.4 Paging.mp4 171.49M

| ├──36.5 Front-end project construction and front-end routing.mp4 829.75M

| ├──36.6 Login registration page and login implementation.mp4 425.69M

| ├──36.7 axios package.mp4 414.97M

| ├──36.8 mobx principle and use.mp4 506.18M

| └──36.9 Registration implementation and injection decorator and antd configuration.mp4 853.74M

├──Section 37: Front-end and back-end separation blog project (V)

| ├──37.1 Antd menu form and verification.mp4 1.44G

| ├──37.2 Rich Text Editor.mp4 355.41M

| ├──37.3 CSRF decorator principle and details page.mp4 1.26G

| ├──37.4 List page paging and axios encapsulation reconstruction.mp4 643.06M

| ├──37.5 Django template exercises.mp4 855.79M

| ├──37.6 package.mp4 391.23M

| ├──37.7 Deployment architecture and principles.mp4 1.08G

| ├──37.8 celery.mp4 1.09G

| └──37.9 Flask framework.mp4 591.22M

├──Section 38: Front-end and back-end separation blog project (VI)

| ├──38.1 jQuery.mp4 754.52M

| ├──38.2 Ajax and cross-domain processing.mp4 573.51M

| └──38.3 jsonp.mp4 338.90M

├──Chapter 39 Reptiles (I)

| ├──39.1 Crawler Overview.mp4 201.93M

| ├──39.2 robots protocol.mp4 226.82M

| ├──39.3 urllib and requests crawl.mp4 1.33G

| ├──39.4 xpath syntax.mp4 930.31M

| ├──39.5 xpath practice.mp4 202.44M

| ├──39.6 MongoDB installation.mp4 510.49M

| ├──39.7 Bson Principle.mp4 399.96M

| └──39.8 Mongo's CRUD.mp4 714.47M

├──Section 3 Programming Basics

| ├──3.1 Python development environment installation.mp4 470.83M

| ├──3.2 Von Neumann system and computer basics.mp4 329.66M

| ├──3.3 Basic concepts of Python programming.mp4 398.27M

| ├──3.4-base detailed explanation.mp4 221.64M

| ├──3.5 Coding, Arithmetic and Bit Operations.mp4 281.59M

| ├──3.6 Comparison logic operations and priority.mp4 250.80M

| ├──3.7 Built-in functions and numerical processing.mp4 333.41M

| ├──3.8 Branch loop statement.mp4 444.59M

| └──3.9 Principle of Linear Table.mp4 146.03M

├──Chapter 40 Reptiles (Part 2)

| ├──40.1 Concept and Node Traversal.mp4 846.54M

| ├──40.2 5 types of filters.mp4 432.14M

| ├──40.3 Searching the Document Tree.mp4 653.37M

| ├──40.4 RabbitMQ concepts and work queue programming.mp4 920.53M

| ├──40.5 Persistence and publish-subscribe mode.mp4 566.91M

| ├──40.6 Routing and Topic Mode.mp4 606.57M

| ├──40.7 jsonpath.mp4 415.87M

| ├──40.8 Simulated login.mp4 447.38M

| └──40.9 Distributed Crawler.mp4 808.81M

├──Chapter 41 Reptiles (Part 3)

| ├──41.1 Distributed crawler package.mp4 1.38G

| ├──41.2 selenium development.mp4 1.24G

| ├──41.3 scrapy first introduction.mp4 701.86M

| ├──41.4 Introduction to Scrapy.mp4 1.15G

| ├──41.5 Pipeline processing and URL extraction.mp4 695.19M

| ├──41.6 Redis installation.mp4 438.61M

| └──41.7 Redis strings and bitmaps.mp4 712.49M

├──Chapter 42 Reptiles (IV)

| ├──42.1 Redis list.mp4 531.30M

| ├──42.2 Redis hash.mp4 182.96M

| ├──42.3 Redis hash application and Set.mp4 334.16M

| ├──42.4 SortedSet.mp4 479.00M

| ├──42.5 Redis programming.mp4 370.19M

| ├──42.6 Redis persistence.mp4 403.42M

| ├──42.7 Master-slave replication cluster.mp4 1.31G

| └──42.8 Scrapy crawling books in practice.mp4 991.95M

├──Chapter 43 Reptiles (V)

| ├──43.1 scrapy-redis crawler practice.mp4 1.23G

| ├──43.2 gogs service installation.mp4 474.05M

| ├──43.3 Git must-know operations.mp4 1006.80M

| ├──43.4 Git project development and multi-person collaboration.mp4 522.42M

| ├──43.5 Git branch merge and workflow.mp4 288.96M

| ├──43.6 Picture.mp4 385.55M

| └──43.7 Singleton singleton pattern.mp4 273.88M

├──Section 4 Linear Data Structures (I)

| ├──4.1 List initialization and indexing.mp4 359.36M

| ├──4.10 Detailed explanation of three methods of comparing three numbers.mp4 380.17M

| ├──4.2 List search, modification, addition and time complexity analysis.mp4 381.04M

| ├──4.3 List model and operation time complexity analysis.mp4 328.45M

| ├──4.4 Comparison of deep and shallow copy and linear data structure.mp4 637.90M

| ├──4.5 Chapter 1 Exercises Explanation.mp4 596.06M

| ├──4.6 Detailed explanation of the multiplication table.mp4 571.09M

| ├──4.7 Printing Graphics Fibonacci Prime Numbers Detailed Explanation.mp4 798.68M

| ├──4.8 Python memory management and random module.mp4 406.96M

| ├──4.9 Yuanzu.mp4 196.07M

| ├──Course Summary.mp4 14.73M

| ├──Interview Collection.txt 0.18kb

| ├──Software download.txt 0.15kb

| └──Data 2.zip 14.66M

├──Section 5 Linear Data Structures (II)

| ├──5.1 Algorithm of Bubble Sort.mp4 476.56M

| ├──5.10 Homework string statistics.mp4 206.84M

| ├──5.2 String concatenation and search.mp4 184.10M

| ├──5.3 String segmentation and replacement.mp4 211.17M

| ├──5.4 String removal and formatting.mp4 503.28M

| ├──5.5 Encoding and decoding.mp4 456.27M

| ├──5.6 bytes and bytearray and byte order.mp4 371.89M

| ├──5.7 slice.mp4 309.97M

| ├──5.8 Homework: Finding Prime Numbers.mp4 821.56M

| └──5.9 Homework: Three Methods of Yang Hui Triangle.mp4 751.80M

├──Section 6 Hash Table (I)

| ├──6.1 Python usage.mp4 295.01M

| ├──6.2 set collection.mp4 533.99M

| ├──6.3 set operation.mp4 158.88M

| ├──6.4 Dictionary 1.mp4 174.66M

| ├──6.5 Dictionary 2.mp4 486.99M

| └──6.6 Packaging and deconstruction.mp4 176.10M

├──Section 7 Hash Table (II)

| ├──7.1 Homework Monkey Eating Peaches Yang Hui Triangle Digital Statistics Detailed Explanation.mp4 452.05M

| ├──7.2 Set dictionary deconstruction exercises.mp4 523.98M

| ├──7.3 Selection sort detailed explanation.mp4 639.35M

| ├──7.4 List comprehensions and generator expressions.mp4 745.36M

| ├──7.5 Sets and dictionary comprehensions.mp4 304.53M

| └──7.6 Built-in functions and iterators.mp4 626.35M

├──Section 8 Function (I)

| ├──8.1 Basic concepts of functions.mp4 312.14M

| ├──8.2 Actual parameter passing and formal parameter default values.mp4 384.18M

| ├──8.3 Transformable parameters and keyword-only parameters.mp4 382.39M

| ├──8.4 positional-only.mp4 512.99M

| ├──8.5 Function Exercises.mp4 433.84M

| ├──8.6 Scope and classification.mp4 71.91M

| ├──8.7 Nested scope and assignment issues.mp4 410.85M

| └──8.8 global, nonlocal and closure principle.mp4 526.45M

├──Section 9 Function (II)

| ├──9.1 Default value scope.mp4 309.30M

| ├──9.2 LEGB and anonymous functions.mp4 381.05M

| ├──9.3 Function call principle and recursion.mp4 565.09M

| ├──9.4 Insertion sort.mp4 278.53M

| ├──9.5 Generator Function.mp4 588.08M

| ├──9.6 tree.mp4 311.99M

| └──9.7 High-order functions and Sorted principles.mp4 602.89M

└──Preview

| └──Section 3 Programming Basics

| | ├──3.1 Python development environment installation.mp4 488.50M

| | ├──3.2 Von Neumann system and computer basics.mp4 333.87M

| | ├──3.3 Basic concepts of Python programming.mp4 377.26M

| | └──3.4 Detailed explanation of base 3.4.mp4 192.28M