К содержимому
learnspaceYOUR NEXT CHAPTER
ПРОСТРАНСТВО ОБУЧЕНИЯ
ГлавнаяКаталог курсовМоё обучениеCoursera

Знания без границ

Учитесь у лучших университетов и компаний мира.

Открыть Coursera
Интеграция
Пространство университета
Моё пространствоСтраница курса
↵
ЯЛичный кабинетСтудент
© 2026 LearnSpaceКаждый день — возможность узнать больше.Помощь
Python Data Analysis · LearnSpace
Назад в каталог
courseraАнализ данных

Python Data Analysis

Курс от Packt
Начальный≈ 30.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course introduces the core concepts of data analysis using Python, equipping learners with essential skills to perform data manipulation and analysis. Data analysis is a crucial skill in today's tech-driven world, and this course empowers professionals with the tools they need to extract insights from data. Throughout this course, you will gain hands-on experience using key Python libraries such as NumPy and pandas, making complex data analysis tasks accessible. You’ll learn how to clean, process, and analyze data sets, setting you up for success in real-world data projects. What sets this course apart is its combination of theory and practice, using real-world examples to guide you. You'll not only learn the fundamental concepts but also how to apply them to solve actual data problems. This course is perfect for programmers, scientists, and engineers with a basic understanding of Python and data science concepts. If you're looking to expand your data analysis skills with Python, this course is designed for you.

Навыки, которые вы освоите

Data VisualizationTime Series Analysis and ForecastingPredictive ModelingData WranglingDatabase ManagementMatplotlibNumPyData AnalysisData ProcessingPlot (Graphics)Python ProgrammingText MiningBig DataPandas (Python Package)Applied Machine LearningData ManipulationScikit Learn (Machine Learning Library)Data ScienceStatistical AnalysisPredictive Analytics

Программа курса

12 модулей · 96 учебных материалов

01Getting Started with Python Libraries7 материалов

Lesson 1

Course Overview VideoВидеоGetting Started with Python Libraries - Overview VideoВидеоIntroductionЧтениеOn Mac OS XЧтение

Учитесь у экспертов

Packt - Course Instructors

Преподаватель курса

Python Data Analysis
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 30.4 ч

12 модулей

Язык: Английский

Часть программы вашего университета
Installing with setuptoolsЧтение
Using IPython as a ShellЧтение
Foundations of Python and Data Analysis ToolsЗадание
02NumPy Arrays9 материалов

Lesson 1

NumPy Arrays - Overview VideoВидеоIntroductionЧтениеSelecting NumPy Array ElementsЧтениеOne-Dimensional Slicing and IndexingЧтениеSplitting NumPy ArraysЧтениеPractice: Debugging NumPy Array ManipulationsDIALOGUECreating Array Views and CopiesЧтениеIndexing with a List of LocationsЧтениеExploring NumPy ArraysЗадание
03Statistics and Linear Algebra8 материалов

Lesson 1

Statistics and Linear Algebra - Overview VideoВидеоIntroductionЧтениеBasic Descriptive Statistics with NumPyЧтениеSolving Linear Systems with NumPyЧтениеNumPy Random NumbersЧтениеPerforming a Normality Test with SciPyЧтениеCreating a NumPy-Masked ArrayЧтениеFoundations of Statistics and Linear AlgebraЗадание
04Pandas Primer11 материалов

Lesson 1

Pandas Primer - Overview VideoВидеоIntroductionЧтениеPandas SeriesЧтениеQuerying Data in PandasЧтениеStatistics with pandas DataFramesЧтениеPractice: Analyze Scalable Data Analysis StrategiesDIALOGUEConcatenating and Appending DataFramesЧтениеHandling Missing ValuesЧтениеDealing with DatesЧтениеPivot TablesЧтениеPandas Fundamentals and Data ManipulationЗадание
05Retrieving, Processing, and Storing Data7 материалов

Lesson 1

Retrieving, Processing, and Storing Data - Overview VideoВидеоIntroductionЧтениеStoring Data with PyTablesЧтениеReflect: Choose a Data Storage StrategyDIALOGUEReading and Writing to Excel with pandasЧтениеReading and Writing JSON with pandasЧтениеData Handling and Processing FundamentalsЗадание
06Data Visualization7 материалов

Lesson 1

Data Visualization - Overview VideoВидеоIntroductionЧтениеLogarithmic PlotsЧтениеPractice: Diagnose a Misleading VisualizationDIALOGUELegends and AnnotationsЧтениеPlotting in pandasЧтениеExploring Data Visualization TechniquesЗадание
07Signal Processing and Time Series8 материалов

Lesson 1

Signal Processing and Time Series - Overview VideoВидеоIntroductionЧтениеDefining CointegrationЧтениеAutocorrelationЧтениеPractice: Choose the Right Time Series ModelDIALOGUEARMA ModelsЧтениеFourier AnalysisЧтениеSignal Processing and Time-series FundamentalsЗадание
08Working with Databases8 материалов

Lesson 1

Working with Databases - Overview VideoВидеоIntroductionЧтениеAccessing Databases from pandasЧтениеPopulating a Database with SQLAlchemyЧтениеPractice: Choosing the Right Database for the JobDIALOGUEDataset Databases for Lazy PeopleЧтениеStoring Data in RedisЧтениеDatabase Fundamentals and OperationsЗадание
09Analyzing Textual Data and Social Media8 материалов

Lesson 1

Analyzing Textual Data and Social Media - Overview VideoВидеоIntroductionЧтениеFiltering out Stopwords, Names, and NumbersЧтениеAnalyzing Word FrequenciesЧтениеPractice: Designing a Text Analysis PipelineDIALOGUESentiment AnalysisЧтениеCreating Word CloudsЧтениеExploring Textual Data and Social Media AnalysisЗадание
10Predictive Analytics and Machine Learning9 материалов

Lesson 1

Predictive Analytics and Machine Learning - Overview VideoВидеоIntroductionЧтениеPreprocessingЧтениеClassification with Logistic RegressionЧтениеRegression with ElasticNetCVЧтениеPractice: Choose Your ModelDIALOGUEClustering with Affinity PropagationЧтениеNeural NetworksЧтениеMachine Learning Fundamentals and TechniquesЗадание
11Environments Outside the Python Ecosystem and Cloud Computing7 материалов

Lesson 1

Environments Outside the Python Ecosystem and Cloud Computing - Overview VideoВидеоIntroductionЧтениеSending NumPy Arrays to JavaЧтениеPractice: Design a Multi-Language SystemDIALOGUEIntegrating Boost and PythonЧтениеSetting up Google App EngineЧтениеPython Ecosystem and Cloud Computing IntegrationЗадание
12Performance Tuning, Profiling, and Concurrency7 материалов

Lesson 1

Performance Tuning, Profiling, and Concurrency - Overview VideoВидеоIntroductionЧтениеInstalling CythonЧтениеCalling C CodeЧтениеSpeeding Up Embarrassingly Parallel For Loops With JoblibЧтениеInstalling MPI for PythonЧтениеPerformance Optimization and Parallel Computing FundamentalsЗадание