Mathew K Analytics

Learn collections with free notebooks

30 free video lessons that use collections, each with a downloadable Jupyter notebook and, where needed, the dataset. Learn collections by working through real examples.

Python Data Analytics #03: Market Basket Analysis & Association Rules in Python29 min
Lesson 3

Python Data Analytics #03: Market Basket Analysis & Association Rules in Python

📊 Dataset · 📓 Notebook · pandas · itertools · collections

Python Data Analytics #10: Retail Analytics Capstone — End-to-End Report in Python29 min
Lesson 10

Python Data Analytics #10: Retail Analytics Capstone — End-to-End Report in Python

📊 Dataset · 📓 Notebook · pandas · NumPy · Matplotlib

Python Data Analytics #26: Analysing Real Hashtags & Topic Trends in Python27 min
Lesson 26

Python Data Analytics #26: Analysing Real Hashtags & Topic Trends in Python

📊 Dataset · 📓 Notebook · pandas · regex (re) · collections

Python Tuples Explained: Immutable, Fast & Unpackable | Data Types #720 min
Lesson 7

Python Tuples Explained: Immutable, Fast & Unpackable | Data Types #7

📓 Notebook · collections

Python collections Explained: Counter, deque & defaultdict | Standard Library #417 min
Lesson 4

Python collections Explained: Counter, deque & defaultdict | Standard Library #4

📓 Notebook · collections

Build a Python CLI Tool from Scratch | Standard Library Capstone #2518 min
Lesson 25

Build a Python CLI Tool from Scratch | Standard Library Capstone #25

📊 Dataset · 📓 Notebook · argparse · dataclasses · pathlib

Interpreting Patterns and Market Trends in Python Market Research Analytics23 min
Lesson 25

Interpreting Patterns and Market Trends in Python Market Research Analytics

📓 Notebook · pandas · NumPy · Matplotlib

Master Word Frequency & Keyword Analysis for Market Research Using Python24 min
Lesson 42

Master Word Frequency & Keyword Analysis for Market Research Using Python

📓 Notebook · NumPy · pandas · regex (re)

Identifying Common Themes in Customer Comments with Python Analytics26 min
Lesson 44

Identifying Common Themes in Customer Comments with Python Analytics

📓 Notebook · pandas · NumPy · Matplotlib

Visualizing Text-Based Market Insights in Python for Market Research22 min
Lesson 45

Visualizing Text-Based Market Insights in Python for Market Research

📓 Notebook · collections · pandas · NumPy

End-to-End Market Research Analytics Project24 min
Lesson 56

End-to-End Market Research Analytics Project

📓 Notebook · pandas · NumPy · collections

Understanding Types of Retail and E-commerce Data for Effective Python Analytics26 min
Lesson 3

Understanding Types of Retail and E-commerce Data for Effective Python Analytics

📓 Notebook · pandas · NumPy · itertools

Retail Analytics Workflow Using Python: Step-by-Step Training for E-commerce Data19 min
Lesson 4

Retail Analytics Workflow Using Python: Step-by-Step Training for E-commerce Data

📓 Notebook · pandas · NumPy · itertools

Understanding Product and Category Data for Retail E-commerce Analytics23 min
Lesson 12

Understanding Product and Category Data for Retail E-commerce Analytics

📓 Notebook · pandas · NumPy · collections

Customer and Order Data in Retail Systems: Python Training for E-commerce Analytics23 min
Lesson 13

Customer and Order Data in Retail Systems: Python Training for E-commerce Analytics

📓 Notebook · pandas · NumPy · collections

Product Bundle Insights and Cross-Selling Strategies with Python for Retail Analytics23 min
Lesson 35

Product Bundle Insights and Cross-Selling Strategies with Python for Retail Analytics

📓 Notebook · mlxtend · pandas · NumPy

Unlock Revenue Growth Opportunities in Retail E-Commerce with Python Analytics24 min
Lesson 40

Unlock Revenue Growth Opportunities in Retail E-Commerce with Python Analytics

📓 Notebook · pandas · NumPy · itertools

Introduction to Machine Learning in Retail: Practical Training for E-commerce Analytics27 min
Lesson 41

Introduction to Machine Learning in Retail: Practical Training for E-commerce Analytics

📓 Notebook · pandas · NumPy · Matplotlib

Product Recommendation Systems Training for E-commerce Analytics with Python20 min
Lesson 43

Product Recommendation Systems Training for E-commerce Analytics with Python

📓 Notebook · pandas · NumPy · scikit-learn

Python Basics for Social Media Data Analysis29 min
Lesson 6

Python Basics for Social Media Data Analysis

📓 Notebook · Matplotlib · pandas · NumPy

Understanding Video Metadata: Title, Tags, Category30 min
Lesson 12

Understanding Video Metadata: Title, Tags, Category

📓 Notebook · pandas · NumPy · pathlib

Thumbnail and Title Performance Analysis27 min
Lesson 37

Thumbnail and Title Performance Analysis

📓 Notebook · pandas · NumPy · Matplotlib

4 - Building a Weather Trends Dashboard in Python with Data Visualization12 min
Lesson 44

4 - Building a Weather Trends Dashboard in Python with Data Visualization

📓 Notebook · collections

Distribution & Relationship Analysis in Python | Exploratory Data Analysis Tutorial16 min
Lesson 46

Distribution & Relationship Analysis in Python | Exploratory Data Analysis Tutorial

📓 Notebook · collections · NumPy

1 Descriptive Statistics in Python for Data Science10 min
Lesson 51

1 Descriptive Statistics in Python for Data Science

📓 Notebook · collections

Building a News Data Scraping and Analysis Project Using Python19 min
Lesson 4

Building a News Data Scraping and Analysis Project Using Python

📓 Notebook · NumPy · Requests · BeautifulSoup

Web Scraping and Visualization Techniques for Real Estate Data Analysis16 min
Lesson 5

Web Scraping and Visualization Techniques for Real Estate Data Analysis

📓 Notebook · NumPy · Requests · BeautifulSoup

How to Extract YouTube Channel Video Data Using Python and YouTube Data API14 min
Lesson 6

How to Extract YouTube Channel Video Data Using Python and YouTube Data API

📓 Notebook · NumPy · Requests · BeautifulSoup

Sentiment Analysis with Text Mining: A Practical Data Science Capstone Project21 min
Lesson 44

Sentiment Analysis with Text Mining: A Practical Data Science Capstone Project

📓 Notebook · scikit-learn · NumPy · pandas

Fundamentals of Descriptive Statistics in Python for Data Analysis10 min
Lesson 73

Fundamentals of Descriptive Statistics in Python for Data Analysis

📓 Notebook · collections