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Advanced Python for Data Analysis: Build & Optimize · LearnSpace
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Advanced Python for Data Analysis: Build & Optimize

Курс от EDUCBA
Уровень не указан≈ 12.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Take your Python skills to the next level by learning how to build, integrate, and optimize real-world data analysis applications. In this course, you will strengthen your Python development workflow by working with packages, modules, Anaconda, and PyCharm before expanding into client-server networking, socket programming, chatbot development, database integration with SQLite, and high-performance data analysis using NumPy. You will begin by configuring professional Python development environments and applying coding best practices to write efficient, maintainable programs. Next, you will implement TCP/IP communication, build socket-based client-server applications, and develop chatbot functionality for real-time messaging. You will then integrate SQLite databases into Python projects, create and manage tables, and execute SQL queries to store, retrieve, and update structured data. Finally, you will analyze datasets using Python and optimize numerical computations with NumPy through multidimensional arrays, reshaping, vectorization, matrix operations, and comparison techniques. This course is designed for learners with intermediate Python knowledge who want to expand their programming skills for practical data analysis and application development. By the end of the course, you will be able to configure professional Python environments, develop networked Python applications, integrate databases, analyze datasets, and optimize data processing with NumPy, giving you practical skills for data-driven Python projects.

Навыки, которые вы освоите

NumPyDatabase ManagementComputer NetworkingIntegrated Development EnvironmentsData ScienceData AnalysisDesignDatabase ApplicationDatabase SoftwareReal Time DataPackage and Software ManagementApplication DevelopmentAnalysis

Программа курса

6 модулей · 70 учебных материалов

01Python Development Environment Essentials11 материалов

Working with Packages and IDEs

Introduction to Packages and ModulesВидеоConcept of Anaconda DistributionВидеоInstallation of PyCharmВидеоExecuting Programs in PyCharmВидео

Учитесь у экспертов

EDUCBA

Преподаватель курса

Advanced Python for Data Analysis: Build & Optimize
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Обучение на Coursera

≈ 12.8 ч

6 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета
Working with Packages and IDEsЗадание

Advanced Python Fundamentals

Methods of the ListВидеоLearning the Bolt StructureВидеоAdvanced Python FundamentalsЗаданиеMastering Packages, IDEs, and Python Fundamentals for Data AnalysisDIALOGUEGraded - Python Development Environment EssentialsЗаданиеConfiguring a Python Development Environment and Structuring Efficient CodeDIALOGUE
02Python for Networking and Communication10 материалов

Foundations of Client-Server Networking

Networking Aspect of Client ServerВидеоMessage Communication of Client and ServerВидеоServer IP from Client to ServerВидеоProgramming Aspect of NetworkingВидеоFoundations of Client-Server NetworkingЗадание

Implementing Socket Programming

Writing the Client and Server CodeВидеоSocket Programming for ServerВидеоPython Package for MultithreadingВидеоImplementing Socket ProgrammingЗаданиеGraded - Python for Networking and CommunicationЗадание
03Building Chat Applications with Python9 материалов

Chatbot Programming Basics

Working with Chat BotВидеоSending and Receiving DataВидеоWorking on Chat Bot ServerВидеоChatbot Programming BasicsЗадание

Client-Side Socket Development

Creating and Importing Client SocketВидеоCreating Message for ClientВидеоLearning to Create a Chat AppВидеоClient-Side Socket DevelopmentЗаданиеGraded - Building Chat Applications with PythonЗадание
04Database Integration with Python14 материалов

Using Databases in PyCharm

PyCharm Databases and SQLiteВидеоCommands for Creating a TableВидеоInserting Values in TableВидеоUsing Databases in PyCharmЗадание

Querying and Modifying Data

Connecting between Database and Python codeВидеоQuery from DatabaseВидеоMaking changes in Chat AppВидеоQuerying and Modifying DataЗадание

Managing Client Data in Applications

Decoding the Client infoВидеоIndexing the Client ElementВидеоConnection from Client at AddressВидеоAdding Email and Client NameВидеоManaging Client Data in ApplicationsЗаданиеGraded - Database Integration with PythonЗадание
05Data Handling and Analysis in Python10 материалов

Practical Data Analysis with Python

Analyzing the Data SetsВидеоCoding for Converting TemperaturesВидеоConverting Temperature using List comprehension ВидеоPractical Data Analysis with PythonЗадание

Introduction to NumPy for Data Analysis

Introduction to NumPyВидеоSize of ListВидеоMemory Consumed By ND arrayВидеоPython List and NumPy ArraysВидеоIntroduction to NumPy for Data AnalysisЗаданиеGraded - Data Handling and Analysis in PythonЗадание
06Advanced NumPy Operations16 материалов

Creating and Reshaping Arrays

Creating NumPy ArraysВидеоDifferent Dimensional Array in NumPyВидеоShape of an ArrayВидеоSlicingВидеоSlicing ContinueВидеоCreating and Reshaping ArraysЗадание

Practical Array Applications

Arrays of Ones and ZerosВидеоNumPy ExampleВидеоNumPy Example ContinueВидеоUsing Scalers with NumPy ArraysВидеоPractical Array ApplicationsЗадание

Matrix and Comparison Operations

Matrix MultiplicationВидеоComparison OperationsВидеоMatrix and Comparison OperationsЗаданиеGraded - Advanced NumPy OperationsЗаданиеDesigning a Python-Based Chat Data System with Networking and NumPy OptimizationDIALOGUE