Python培训课程

Python培训课程

由讲师进行实时指导的Python本地培训课程通过动手实践向学员演示Python编程语言的各个方面。本课程涉及的主题包括Python编程基础、高级Python编程、Python用于测试自动化、Python脚本和自动化,以及Python用于金融、银行、保险等领域的数据分析和大数据应用。

NobleProg Python培训课程还涵盖了用于机器学习和深度学习的Python库和框架的初级和高级课程。

Python培训形式包括“现场实时培训”和“远程实时培训”。现场实时培训可在客户位于中国的所在场所或NobleProg位于中国的企业培训中心进行,远程实时培训可通过交互式远程桌面进行。

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Python课程大纲

课程名称
课程时长
课程概览
课程名称
课程时长
课程概览
28小时
This course is designed for those wishing to learn the Python programming language. The emphasis is on the Python language, the core libraries, as well as on the selection of the best and most useful libraries developed by the Python community. Python drives businesses and is used by scientists all over the world – it is one of the most popular programming languages.

The course can be delivered using the latest Python version 3.x with practical exercises making use of the full power. This course can be delivered on any operating system (all flavours of UNIX, including Linux and Mac OS X, as well as Microsoft Windows).

The practical exercises constitute about 70% of the course time, and around 30% are demonstrations and presentations. Discussions and questions can be asked throughout the course.

Note: the training can be tailored to specific needs upon prior request ahead of the proposed course date.
28小时
在这一由讲师引导的培训中,参与者将学习高级Python编程技术,包括如何将这种多功能语言应用于解决分布式应用、财务、数据分析和可视化、UI编程及维护脚本等领域的问题。

受众

- 开发人员

课程形式

- 部分讲座、部分讨论、练习和大量实操

注意事项

- 如果您想添加、移除或自定义本课程中的任一部分或主题,请联系我们以作安排。
21小时
In this instructor-led, live training in 中国, participants will learn how to use Python and Spark together to analyze big data as they work on hands-on exercises.

By the end of this training, participants will be able to:

- Learn how to use Spark with Python to analyze Big Data.
- Work on exercises that mimic real world cases.
- Use different tools and techniques for big data analysis using PySpark.
14小时
This course is designed for those wishing to learn the Python programming language. The emphasis is on the Python language, the core libraries, as well as on the selection of the best and most useful libraries developed by the Python community. Python drives businesses and is used by scientists all over the world – it is one of the most popular programming languages.
35小时
The training course will help the participants prepare for Web Application Development using Python Programming with Data Analytics. Such data visualization is a great tool for Top Management in decision making.
14小时
The aim of this course is to provide a basic proficiency in applying Machine Learning methods in practice. Through the use of the Python programming language and its various libraries, and based on a multitude of practical examples this course teaches how to use the most important building blocks of Machine Learning, how to make data modeling decisions, interpret the outputs of the algorithms and validate the results.

Our goal is to give you the skills to understand and use the most fundamental tools from the Machine Learning toolbox confidently and avoid the common pitfalls of Data Sciences applications.
14小时
这一由讲师引导的培训是基于Al Sweigart所著的知名书籍——“用Python自动化枯燥的事物(Automate the Boring Stuff with Python)”。它针对初学者,通过实际操作练习和讨论涵盖了Python编程的基本概念。重点在于学习编写代码以显着提高办公效率。

在本次培训结束后,参与者将知道如何用Python进行编程,并将这项新技能应用于:

- 通过编写简单的Python程序来自动执行任务。
- 编写可以使用“正则表达式”进行文本模式识别的程序。
- 以编程方式生成和更新Excel电子表格。
- 解析PDF和Word文档。
- 抓取网站,并从线上来源提取信息。
- 编写发送电子邮件通知的程序。
- 使用Python的调试工具来快速解决错误。
- 以编程方式控制鼠标和键盘,以执行点击和输入。

受众

- 希望学习用Python编程的非程序员
- 希望优化办公效率的专业人士和公司团队
- 希望自动化繁琐程序和工作流程的经理

课程形式

- 部分讲座、部分讨论、练习和大量实操
21小时
在这一由讲师引导的现场培训中,参与者将学习Python中最相关及最尖端的机器学习技术,因为它们构建了一系列涉及图像、音乐、文本和财务数据的演示应用程序。

在本次培训结束后,参与者将能够:

- 运用用于解决复杂问题的机器学习算法和技术
- 将深度学习和半监督学习应用于涉及图像、音乐、文本和财务数据的应用程序
- 推动Python算法达到其最大潜力
- 使用例如NumPy和Theano的库和包

受众

- 开发人员
- 分析师
- 数据科学家

课程形式

- 部分讲座、部分讨论、练习和大量实操
14小时
Pandas is a Python package that provides data structures for working with structured (tabular, multidimensional, potentially heterogeneous) and time series data.
21小时
In this instructor-led, live training in 中国, participants will learn how to use PyTest to write short, maintainable tests that are elegant, expressive and readable.

By the end of this training, participants will be able to:

- Write readable and maintainable tests without the need for boilerplate code.
- Use the fixture model to write small tests.
- Scale tests up to complex functional testing for applications, packages, and libraries.
- Understand and apply PyTest features such as hooks, assert rewriting and plug-ins.
- Reduce test times by running tests in parallel and across multiple processors.
- Run tests in a continuous integration environment, together with other utilities such as tox, mock, coverage, unittest, doctest and Selenium.
- Use Python to test non-Python applications.
14小时
This instructor-led, live training in 中国 (online or onsite) is aimed at data analysts who wish to build analytic applications using Python with Plotly and Dash.

By the end of this training, participants will be able to:

- Set up a real-time interactive dashboard for streaming live updating data.
- Build interactive dashboards using Python for data science solutions.
- Secure interactive dashboards with advanced authentication methods.
28小时
The aim of this course is to provide general proficiency in applying Machine Learning methods in practice. Through the use of the Python programming language and its various libraries, and based on a multitude of practical examples this course teaches how to use the most important building blocks of Machine Learning, how to make data modeling decisions, interpret the outputs of the algorithms and validate the results.

Our goal is to give you the skills to understand and use the most fundamental tools from the Machine Learning toolbox confidently and avoid the common pitfalls of Data Sciences applications.
28小时
This course introduces linguists or programmers to NLP in Python. During this course we will mostly use nltk.org (Natural Language Tool Kit), but also we will use other libraries relevant and useful for NLP. At the moment we can conduct this course in Python 2.x or Python 3.x. Examples are in English or Mandarin (普通话). Other languages can be also made available if agreed before booking.
35小时
Python is a programming language that has gained huge popularity in the financial industry. Adopted by the largest investment banks and hedge funds, it is being used to build a wide range of financial applications ranging from core trading programs to risk management systems.

In this instructor-led, live training, participants will learn how to use Python to develop practical applications for solving a number of specific finance related problems.

By the end of this training, participants will be able to:

- Understand the fundamentals of the Python programming language
- Download, install and maintain the best development tools for creating financial applications in Python
- Select and utilize the most suitable Python packages and programming techniques to organize, visualize, and analyze financial data from various sources (CSV, Excel, databases, web, etc.)
- Build applications that solve problems related to asset allocation, risk analysis, investment performance and more
- Troubleshoot, integrate, deploy, and optimize a Python application

Audience

- Developers
- Analysts
- Quants

Format of the course

- Part lecture, part discussion, exercises and heavy hands-on practice

Note

- This training aims to provide solutions for some of the principle problems faced by finance professionals. However, if you have a particular topic, tool or technique that you wish to append or elaborate further on, please please contact us to arrange.
21小时
A geographic information system (GIS) is a system designed to capture, store, manipulate, analyze, manage, and present spatial or geographic data. The acronym GIS is sometimes used for geographic information science (GIScience) to refer to the academic discipline that studies geographic information systems and is a large domain within the broader academic discipline of geoinformatics.

The use of Python with GIS has substantially increased over the last two decades, particularly with the introduction of Python 2.0 series in 2000, which included many new programming features that made the language much easier to deploy. Since that time, Python has not only been utilized within commercial GIS such as products by Esri but also open source platforms, including as part of QGIS and GRASS. In fact, Python today is by far the most widely used language by GIS users and programmers.

This program covers the usage of Python and its advance libraries like geopandas, pysal, bokeh and osmnx to implement your own GIS features. The program also covers introductory modules around ArcGIS API, and QGIS toolboox.
35小时
This is a 5 day introduction to Data Science and Artificial Intelligence (AI).

The course is delivered with examples and exercises using Python
28小时
This is a 4 day course introducing AI and it's application using the Python programming language. There is an option to have an additional day to undertake an AI project on completion of this course.
21小时
Deep Reinforcement Learning refers to the ability of an "artificial agent" to learn by trial-and-error and rewards-and-punishments. An artificial agent aims to emulate a human's ability to obtain and construct knowledge on its own, directly from raw inputs such as vision. To realize reinforcement learning, deep learning and neural networks are used. Reinforcement learning is different from machine learning and does not rely on supervised and unsupervised learning approaches.

In this instructor-led, live training, participants will learn the fundamentals of Deep Reinforcement Learning as they step through the creation of a Deep Learning Agent.

By the end of this training, participants will be able to:

- Understand the key concepts behind Deep Reinforcement Learning and be able to distinguish it from Machine Learning
- Apply advanced Reinforcement Learning algorithms to solve real-world problems
- Build a Deep Learning Agent

Audience

- Developers
- Data Scientists

Format of the course

- Part lecture, part discussion, exercises and heavy hands-on practice
14小时
In this instructor-led, live training in 中国 participants combine the power of Python with Selenium to automate the testing of a sample web application. By combining theory with practice in a live lab environment, participants will gain the knowledge and practice needed to automate their own web testing projects using Python and Selenium.
14小时
In this instructor-led, live training in 中国 (onsite or remote), participants will learn how to combine the capabilities of Python and Excel.

By the end of this training, participants will be able to:

- Install and configure packages for integrating Python and Excel.
- Read, write, and manipulate Excel files using Python.
- Call Python functions from Excel.
14小时
In this instructor-led, live training in 中国, participants will learn three different approaches for accessing, analyzing and visualizing data. We start with an introduction to RDMS databases; the focus will be on accessing and querying an Oracle database using the SQL language. Then we look at strategies for accessing an RDMS database programmatically using the Python language. Finally, we look at how to visualize and present data graphically using TIBCO Spotfire.

Format of the Course
Interactive lecture and discussion.
Lots of exercises and practice.
Hands-on implementation in a live-lab environment.
7小时
Behave是一个开源的、基于Python的BDD框架,用于以自然语言风格编写测试。

BDD(行为驱动开发)是一种敏捷软件开发技术,鼓励开发人员、QA和非技术业务人员在软件项目中进行协作。

本培训讲首先讨论BDD,以及Behave框架如何用于Web应用程序的BDD测试。学员将有充足的机会与讲师和其他学员进行交流,并在实验室环境中开展动手练习,运用所学的概念和策略。

在本次培训结束后,学员将对BDD和Behave有一个明确的理解,并获得在实际测试场景中使用这些技术和工具的必要实践。

受众

- 测试人员和开发人员

课程形式

- 重视实操。大部分概念是通过示例、练习和动手开发学到的。
21小时
PyQt 是一个跨平台库, 用于为 Python 应用程序开发 Gui (图形用户界面)。它将 Python 与 Qt GUI 工具包接口.

本教师指导的现场培训 (现场或远程) 针对的是希望使用 Python 和 Qt UI 框架对具有视觉吸引力的软件应用程序进行编程的人



到本次培训结束时, 学员将能够:

- 设置包含所有所需库、包和框架的开发环境。
- 创建一个桌面或服务器应用程序, 其用户界面功能流畅且具有视觉吸引力.
- 实现各种 UI 元素和效果, 包括小部件、图表、图层等, 以实现最大的可用性效果。
- 在设计和开发阶段实施良好的 UI 设计和代码组织。
- 测试和调试应用程序。

课程 格式

- 互动讲座和讨论.
- 大量的练习和练习
- 在现场实验室环境中的实际实现。

课程自定义选项

- 本课程可用于在 Windows、Linux 和 Mac OS 上进行开发.
- 使用所有软件的最新版本, 例如, 本文撰写时的 PyQt 5 等
- 要要求本课程的定制培训, 请联系我们安排
14小时
This instructor-led, live training in 中国 (online or onsite) is aimed at Matlab users who wish to explore and or transition to Python for data analytics and visualization.

By the end of this training, participants will be able to:

- Install and configure a Python development environment.
- Understand the differences and similarities between Matlab and Python syntax.
- Use Python to obtain insights from various datasets.
- Convert existing Matlab applications to Python.
- Integrate Matlab and Python applications.
14小时
Object-Oriented Programming (OOP) is a programming paradigm based around the concept of objects. OOP is more data-focused rather than logic-focused. Python is a high-level programming language famous for its clear syntax and code readibility.

In this instructor-led, live training, participants will learn how to get started with Object-Oriented Programming using Python.

By the end of this training, participants will be able to:

- Understand the fundamental concepts of Object-Oriented Programming
- Understand the OOP syntax in Python
- Write their own object-oriented program in Python

Audience

- Beginners who would like to learn about Object-Oriented Programming
- Developers interested in learning OOP in Python
- Python programmers interested in learning OOP

Format of the course

- Part lecture, part discussion, exercises and heavy hands-on practice
28小时
In this instructor-led, live training in 中国, participants will learn how to implement deep learning models for telecom using Python as they step through the creation of a deep learning credit risk model.

By the end of this training, participants will be able to:

- Understand the fundamental concepts of deep learning.
- Learn the applications and uses of deep learning in telecom.
- Use Python, Keras, and TensorFlow to create deep learning models for telecom.
- Build their own deep learning customer churn prediction model using Python.
28小时
This instructor-led, live training in 中国 (online or onsite) is aimed at persons who wish to learn just enough Python to begin crunching numbers from sales data, traffic analytics, customer interactions, etc..

By the end of this training, participants will be able to:

- Install and configure the necessary software, libraries and development environment to begin writing Python code for data analysis.
- Analyze data from sources such as Excel, CSV, JSON files and databases.
- Clean data to improve its usefulness before analyzing it.
- Perform simple statistical analysis.
- Generate reports that present the desired data in just the right format, from straight numbers to data visualizations.
- Gain valuable insight from data, including trends in performance, problematic areas.
7小时
In this instructor-led, live training, participants will learn advanced Python programming techniques, including how to apply this versatile language to solve problems in areas such as distributed applications, data analysis and visualization, UI programming and maintenance scripting.

Format of the Course

- Interactive lecture and discussion.
- Lots of exercises and practice.
- Hands-on implementation in a live-lab environment.

Course Customization Options

- If you wish to add, remove or customize any section or topic within this course, please contact us to arrange.
14小时
This instructor-led, live training in 中国 (online or onsite) is aimed at backend developers who wish to build REST APIs with Python and Flask.

By the end of this training, participants will be able to:

- Implement a REST API to allow a Flask web application to read and write to a database in the backend.
- Develop advanced authentication features like refresh tokens.
- Build a reusable backend for future Python projects.
- Simplify storage of data with SQLAlchemy.
- Deploy REST APIs onto a cloud based server.
7小时
This instructor-led, live training in 中国 (online or onsite) is aimed at developers who wish to use Python to automate the process of crawling many websites to extract data for processing and analysis.

By the end of this training, participants will be able to:

- Install and configure Python and all relevant packages.
- Retrieve and parse data stored across many different websites.
- Understand how websites work and how their HTML is structured.
- Construct spiders to crawl the web at scale.
- Use Selenium to crawl AJAX-driven web pages.

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近期Python培训课程

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