European Internet School: Mastering Pandas for Data Analysis: From Basics to Advanced Techniques

European Internet School: Mastering Pandas for Data Analysis: From Basics to Advanced Techniques

European Internet School

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Python
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Mastering Pandas for Data Analysis: From Basics to Advanced Techniques

Mastering Pandas for Data Analysis: From Basics to Advanced Techniques

Course Content

Lesson 1: Installing Pandas and Setting Up Your Python Environment for Data Analysis

# **Installing Pandas and Setting Up Your Python Environment for Data Analysis** --- ## **Introduc...

Lesson 2: Understanding Pandas Core Concepts: Series, DataFrames, and Indexing

```markdown # Understanding Pandas Core Concepts: Series, DataFrames, and Indexing ## Introduction ...

Lesson 3: Reading and Writing Data: CSV, Excel, JSON, and SQL Files with Pandas

# **Reading and Writing Data: CSV, Excel, JSON, and SQL Files with Pandas** --- ## **Introduction*...

Lesson 4: Data Cleaning Essentials: Handling Missing Values, Duplicates, and Outliers

# **Data Cleaning Essentials: Handling Missing Values, Duplicates, and Outliers** --- ## **Introdu...

Lesson 5: Data Transformation Techniques: Filtering, Sorting, and Applying Functions

# **Data Transformation Techniques: Filtering, Sorting, and Applying Functions** Data transformatio...

Lesson 6: Grouping and Aggregating Data: Using `groupby()`, Pivot Tables, and Aggregation Functions

# **Grouping and Aggregating Data: Using `groupby()`, Pivot Tables, and Aggregation Functions** ## ...

Lesson 7: Merging and Joining Datasets: Concatenation, Merging, and Combining DataFrames

# **Merging and Joining Datasets: Concatenation, Merging, and Combining DataFrames** ## **Introduct...

Lesson 8: Time Series Analysis with Pandas: Resampling, Rolling Windows, and DateTime Handling

```markdown # **Time Series Analysis with Pandas: Resampling, Rolling Windows, and DateTime Handling...

Lesson 9: Handling Text Data: String Operations, Regular Expressions, and Text Processing

# **Handling Text Data: String Operations, Regular Expressions, and Text Processing** --- ## **Int...

Lesson 10: Advanced Indexing and Selection: MultiIndex, Boolean Indexing, and Querying

1 A 300 California or Texas in 2021: Sales Region Year Product C...

Lesson 11: Optimizing Pandas Performance: Vectorization, `eval()`, and Memory Management

# Optimizing Pandas Performance: Vectorization, `eval()`, and Memory Management ## Introduction Pa...

Lesson 12: Visualizing Data with Pandas and Matplotlib/Seaborn: Built-in Plotting and Integration

```markdown # **Visualizing Data with Pandas and Matplotlib/Seaborn: Built-in Plotting and Integrati...

Lesson 13: Working with Large Datasets: Chunking, Dask, and Parallel Processing in Pandas

# **Working with Large Datasets: Chunking, Dask, and Parallel Processing in Pandas** --- ## **Intr...

Lesson 14: Automating Data Analysis with Pandas: Scripting, Loops, and Custom Functions

# **Automating Data Analysis with Pandas: Scripting, Loops, and Custom Functions** ## **Introductio...

Lesson 15: Real-World Case Study: End-to-End Data Analysis Project Using Pandas

```markdown # **Real-World Case Study: End-to-End Data Analysis Project Using Pandas** --- ## **In...