Python AI - Simply Explained Hands-On

所在平台: Udemy

课程主页: https://www.udemy.com/course/python-the-ultimate-course-2023-everything-youll-ever-need/

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课程名称:Python AI - 简明易懂的实践课程 课程概述:本课程旨在让你全面掌握Python的每一个细节,适合希望从基础到实现自己软件创意的学习者。你不仅会学习到Python语言的基础知识,还会接触到多个Python支持的库和数十个实践项目。课程最新内容包括从零开始设计Pygame RPG游戏(采用面向对象的设计模式)、使用Beautiful Soup和Selenium进行网页抓取、高级调试技术、Flutter在Python中的应用(UI网页/桌面设计)、SQL及关系数据库基础(包括SQLAlchemy)和简化的社交媒体项目等。 课程覆盖的主题广泛,包括: 1. Python字符串与随机数生成 2. 条件语句 3. 列表与数据存储 4. Python中的有限状态机 5. 循环 6. 函数 7. 字典 8. 异常与错误处理 9. Python内置函数 10. Python面向对象编程 11. 装饰器 12. 文本文件处理 13. 压缩文件处理 14. 使用Matplotlib进行数据绘图 15. 目录管理 16. 基于命令行的应用 17. Numpy与数学 18. 使用OpenCV进行图像处理 19. 视频处理 20. 物体跟踪 21. Pandas与表格数据 22. Python GUI应用 23. 将Python转换为独立软件 24. 基于Netflix的推荐系统 25. OCR与图像转文本 26. Python数据分析分解 27. 人工数据生成 28. Python机器学习分解 29. 特征工程 30. 使用Seaborn进行数据可视化 31. 高斯朴素贝叶斯 32. 主成分分析(PCA) 33. 线性回归 34. 多项式回归 35. K均值聚类 36. 支持向量机(SVM) 37. 线性判别分析(LDA) 38. t-SNE 39. 层次聚类 40. 时间序列分析 41. 决策树 42. 随机森林 43. 强化学习 44. 自然语言处理(NLP) 45. 构建消息和邮件垃圾过滤器 46. 市场细分 47. 房价分析 48. 深度学习分解 49. 人工神经网络 50. 图像分类 51. 卷积神经网络 52. 自动化会计工作 53. 构建网页应用 54. 使用Flet和Flutter进行Python开发 55. Python SQL与关系数据库(使用SQLAlchemy) 56. Pygame及高级游戏开发 如此广泛的主题意味着你将拥有开发任何Python软件所需的全部知识。本课程将复杂的概念分解为简单易懂的术语,帮助每位学习者克服机器学习、深度学习和数据分析等困难。如果你希望在当前最热门的编程语言中找到一份工作,这正是你开始的最佳时机!作为你的导师,我随时欢迎你提问并会热心指导。

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课程详情

This course is Everything you will ever need to Master every detail of Python.Are you looking to master Python from Basics all the way to Any Software Idea that comes up to your mind?Then this is the right course for you. Because you will not only learn the basics of the language, but you will learn about all the other python supported packages along tens of Hands-On-Projects!Update Pygame RPG Game Design From Scratch was added (With Object Oriented Pattern Design).UpdateWeb Scraping using Beautiful Soup and Selenium was added. Including Advanced Debugging Techniques.Update Flutter For Python section was added (UI Web/Desktop Design).Update SQL And Relational Databases was added (DB Basics and SQLAlchemy ). With simplified Social media project.Let this list of covered Topics give you an Idea:1 Python Strings and RNG2 Conditional Statements3 Lists and Bundle Storage4 Finite State Machines with Python5 Loops 6 Functions7 Dictionaries 8 Exceptions and Crash Handling 9 Python Built-In Functions10 Python Object Oriented Programming11 Decorators 12 Handling text Files13 Handling Compressed Files14 Data Plotting with Matplotlib15 Directory Management.16 Command Line Based Applications17 Numpy and Math18 Image Processing With OpenCV19 Video Processing20 Object Tracking21 Pandas And Tabular Data22 Python GUI Based Apps23 Converting Python to Stand-Alone Software24 Recommender Systems with Netflix25 OCR and Image to Text Conversion26 Python Data Analysis Breakdown27 Artificial Data Generation28 Python Machine Learning Breakdown29 Features Engineering30 Seaborn for Data Visualization 31 Gaussian Naive Bayes 32 Principal Component Analysis (PCA) 33 Linear Regression 34 Polynomial Regression 35 K-means Clustering 36 Support Vector Machine (SVM) 37 Linear Discriminate Analysis (LDA) 38 t-SNE 39 Hierarchical Clustering 40 Time Series Analysis 41 Decision Trees 42 Random Forests43 Reinforcement Learning 44 Natural Language Processing (NLP)45 Building A Messages and Emails Spam FIlter46 Market Segmentation47 Analyzing House Pricing48. Deep learning Breakdown49 Artificial Neural Networks 50 Image Classification 51 Convultional Neural Networks52 Automating Accountant Job53. Building Web Apps54 Flutter For Python Using Flet55 Python SQL and Relational Databases (Using SQLAlchemy)56. Pygame and RPG Advanced Game DevelopmentAnd moreSee all of those concepts? Do you know the amount of people suffering to understand concepts like Machine Learning, Deep Learning and Data Analysis? it is actually very large. But this won't be the case if you take this course!They will be broken down to very simple terms,Like explaining to a 5 years old how algorithms works! Start now an lay a job in one of the hottest Programming language in the market now!Because of the high diversity of topics in this course, this will be the only Python Course you will need to build any Python Software.Plus I will be you mentor, so you can ask me any question any time and I will be more than happy to guide you through!

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