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Python for Data Science with AI · LearnSpace
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Python for Data Science with AI

Курс от LearnKartS
Начальный≈ 26.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Step into the world of data science with this course designed to transform beginners into confident, job-ready data analysts. Whether you’re a student, working professional or transitioning careers, this hands-on Python for Data Science with AI course is designed to have you coding right away in Google Colab and solving real-world data challenges with Python from day one. You’ll build a solid foundation in Python programming by mastering variables, data types, control structures, loops, and functions. Then, learn powerful tools like Pandas for cleansing and transforming datasets and Matplotlib & Seaborn for professional visualizations that convey insights. What makes this course stand out? Its case-study-driven approach, pseudocode-first workflow, AI-assisted learning, and heavy hands-on coding ensure you develop the exact practical skills employers are looking for in data roles. By the end, you’ll be able to: • Confidently analyze & clean real-world datasets. • Build data analysis workflows in Python. • Create impactful visualizations & dashboards. • Turn raw data into actionable insights. Ready to launch your data science journey? Enroll now and start analyzing data like a true professional!

Навыки, которые вы освоите

Python ProgrammingPseudocodePandas (Python Package)Data ManipulationSeabornData Visualization SoftwareMatplotlibData AnalysisComputer ProgrammingProgramming PrinciplesData VisualizationAI literacyData SciencePlot (Graphics)Generative AIData WranglingAI EnablementProblem Solving

Программа курса

5 модулей · 193 учебных материалов

01Getting Started with Python for Data Science (Beginner Friendly)42 материалов

Welcome to Python for Data Science: How This Course Works

Course IntroductionВидеоMeet your instructorВидеоLearning ObjectivesВидеоDemo: Hands-on Reality Check: What Data Work Actually Looks LikeВидеоWhy Python Still Dominates Data Science and AI

Учитесь у экспертов

Mirza Rahim Baig

Преподаватель курса

LearnKartS

Преподаватель курса

Python for Data Science with AI
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 26.8 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Корейский, Индонезийский, Испанский, Японский

Часть программы вашего университета
Видео
The Learning Approach Used in This CourseВидео
Demo: Getting Started with Google ColabВидео
Demo: Writing Your First Python Program on Google ColabВидео
Checkpoint QuizЗадание
Python for Data Science with GenAI: Foundations, Mindset & First Hands-On in ColabDIALOGUE
Proficiency QuizЗадание
Getting Started with Python for Data Science using Google ColabDIALOGUE
SummaryЧтение

Real-World Data Science Case Study: What You’ll Build

Learning ObjectivesВидеоIntroduction to the Case StudyВидеоHow the Case Study Connects Every Concept You’ll LearnВидеоThe End-to-End Data Science WorkflowВидеоPlanning Your Solution ApproachВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеSummaryВидео

Python for Data Science vs Programming: What Really Matters

Learning ObjectivesВидеоA Tale of Two PythonsВидеоPython for Software Development vs Data ScienceВидеоWhat Matters for Programming for Data ScienceВидеоCode vs. PseudocodeВидеоExample of Code vs PseudocodeВидеоImportance of Pseudo CodeВидеоWriting Pseudo CodeВидеоDemo : Writing Pseudocode for Data ProblemsВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеSummaryВидео

Using Generative AI to Learn Python Effectively

Learning ObjectivesВидеоCommon Mistakes Learners Make with GenAIВидеоThe Illusion of “Knowing Code”ВидеоA Smarter Way to Use Genai for LearningВидеоDemo: Using GenAI as a Coding AssistantВидеоReflection & Next StepsВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеSummaryЧтение
02Python Basics for Data Analysis: Variables, Data Types & Logic35 материалов

Python Concepts Needed for Real Data Analysis

Learning ObjectiveЧтениеRevisiting the Case Study RequirementsВидеоIdentifying the Exact Python Concepts NeededВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеSummaryЧтение

Python Variables, Data Types, and Lists for Data Work

Learning ObjectivesВидеоUnderstanding Variables Used in Data ProblemsВидеоNumbers and Strings in PythonВидеоDemo : Working with NumbersВидеоDemo : Working with StringsВидеоIndexing in StringsВидеоDemo : Indexing and String OperationsВидеоLists and List IndexingВидеоDemo: Indexing and Access in ListsВидео List FunctionsВидеоPython Basics for Data Science: Variables, Data Types, Strings & List OperationsDIALOGUEDemo: Useful List Functions for Data WorkВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеMastering Python Data Types, Variables, and Collections for Data ScienceDIALOGUESummaryВидео

Control Flow and Decision Making

Learning ObjectivesВидеоWhy Control Structures Matter in Data LogicВидео'if' Statements in PythonВидеоDemo : Simple 'if' ConditionsВидео'if-else' LogicВидеоDemo : Using "if-else"Видео
03Python Loops and Functions for Data Processing40 материалов

Applying Loops and Functions to the Case Study

Learning ObjectivesВидеоReviewing the Problem LogicВидеоIdentifying Repeated PatternsВидеоDemo: Writing Pseudocode Before CodingВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеSummaryВидео

Python Loops Explained: For and While Loops in Data Analysis

Learning ObjectivesВидеоWhy Loops Are Essential in Data ProcessingВидеоPseudocode for "for" LoopsВидео Demo: Writing "for" Loops - Part-1ВидеоDemo: Writing "for" Loops - Part-2Видео“while” Loops and Use CasesВидео

Python Functions and Reusable Logic for Data Analysis

Learning ObjectivesВидеоWhy Abstraction Improves ClarityВидеоHow Functions Work in PythonВидеоPython Inbuilt FunctionsВидеоDemo: Inbuilt FunctionsВидеоWrite Pseudocode for Custom FunctionsВидео

Implementing Complete Data Logic Using Python Code

Learning ObjectivesВидеоReviewing Solution ApproachВидеоDemo : Reviewing Pseudo CodeВидеоDemo : Using Gemini to Verify Pseudo CodeВидеоCheckpoint QuizЗаданиеProficiency QuizЗадание
04Data Analysis with Pandas43 материалов

Pandas Series and DataFrames: Working with Real Datasets

Learning ObjectivesВидеоEssential Python Libraries for Data AnalysisВидеоWhy Pandas Is the Core Data ToolВидеоUnderstanding Panda SeriesВидеоDemo: Pandas Series & Useful FunctionsВидеоPandas DataFrames: Collection of SeriesВидеоDemo: Creating DataframesВидеоImporting and Exporting DataВидеоDemo: Importing DataВидеоDemo: Exporting DataВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеSummaryВидео

Accessing, Filtering, and Sorting Data with Pandas

Learning ObjectivesВидеоData Access in Pandas (Loc, Iloc)ВидеоDemo: Data Access in PandasВидеоDemo: Filtering and Querying DataВидеоDemo: Modifying ValuesВидеоDemo: Sorting DatasetsВидео

Data Transformation and Aggregation Using Pandas

Learning ObjectivesВидеоDemo: Combining Datasets with ConcatВидеоDemo: Data MergingВидеоGrouping and AggregationВидеоDemo: Grouping and Summarizing DataВидеоPivot Tables for InsightsВидео

Solving the Case Study with Pandas

Learning ObjectivesВидео Demo: Using Pandas for Our Case StudyВидеоDemo: Writing Pseudocode for Our Case StudyВидеоDemo - Verifying Pesudocode with GeminiВидеоDemo - Converting Pseudo Code to Python CodeВидеоDemo - Evaluating the Code with GeminiВидео
05Data visualization with Matplotlib and Seaborn33 материалов

Data Visualization with Matplotlib: Core Plot Types

Learning ObjectivesЧтениеOverview of Python Visualization LibrariesВидеоWhy Matplotlib Is FoundationalВидеоCommon Plot Types for AnalysisВидеоDemo: Creating Line, Bar, Pie ChartsВидеоDemo: Creating Histograms, Box Plots, Scatter PlotsВидеоDemo: Many Ways to PlotВидеоDemo: Saving and Exporting VisualizationsВидеоCheckpoint QuizЗаданиеProficiency QuizЗаданиеSummaryВидео

Statistical Data Visualization with Seaborn

Learning ObjectivesВидеоWhy Seaborn Is Powerful for AnalysisВидеоStatistical Visualizations in SeabornВидеоDemo: Boxplots, Violin Plots, HistogramsВидеоDemo: Scatter Plots, Regression Plots, and FacetsВидеоDemo: Heatmaps for CorrelationsВидео

Case Study – Complete Data Analysis Solution

Learning ObjectivesВидеоDemo: Reviewing the Full Data WorkflowВидеоDemo: Final Pseudocode WalkthroughВидеоDemo: Validating Pseudocode with GeminiВидеоDemo: Writing the Complete Python Solution - Part-1ВидеоDemo: Writing the Complete Python Solution - Part-2Видео
Multiple Conditions (if-elif-else)Видео
Demo: Using "if-elif-else"Видео
Nested Decision LogicВидео
Demo: Nested 'if' StatementsВидео
Checkpoint QuizЗадание
Proficiency QuizЗадание
SummaryЧтение
Demo: "while" LoopВидео
Demo: Conditional Execution Inside “while” Loop - Part-1Видео
Demo: Conditional Execution Inside “while” Loop - Part-2Видео
Demo: Conditional Execution Inside “for” LoopВидео
Checkpoint QuizЗадание
Proficiency QuizЗадание
SummaryВидео
Writing Custom FunctionsВидео
Demo: Custom FunctionsВидео
Checkpoint QuizЗадание
Python Functions & Abstraction: From Inbuilt Methods to Writing Custom LogicDIALOGUE
Proficiency QuizЗадание
Building and Using Functions for Scalable Python ProgrammingDIALOGUE
SummaryВидео
SummaryЧтение
Checkpoint QuizЗадание
Proficiency QuizЗадание
SummaryВидео
Demo : Pivot TablesВидео
Checkpoint QuizЗадание
Proficiency QuizЗадание
SummaryВидео
Checkpoint QuizЗадание
Pandas Case Study Workflow: From Pseudocode to Python Implementation & EvaluationDIALOGUE
Proficiency QuizЗадание
Applying Pandas with Pseudocode and Code Validation for Data AnalysisDIALOGUE
SummaryЧтение
Customizing Visuals in SeabornВидео
Demo: Customizing VisualizationsВидео
Checkpoint QuizЗадание
Proficiency QuizЗадание
SummaryВидео
Demo: Validating and Running the Full ProcessВидео
Checkpoint QuizЗадание
Proficiency QuizЗадание
SummaryЧтение
Course CompletionВидео