Mathew K AnalyticsData analytics zero to hero
A free 30-lesson course. Every lesson has a video walkthrough and a Jupyter notebook you can download or open in Google Colab; 22 lessons include real datasets. Tools covered: pandas, Matplotlib, SciPy, NumPy, SQLite, scikit-learn.
13 minLesson 1
Python Variables & Data Types Explained | Data Analytics #1
11 minLesson 2
Python Control Flow: If, For & While Loops | Data Analytics #2
11 minLesson 3
Python Functions & Modules for Reusable Code | Data Analytics #3
11 minLesson 4
Python Lists, Tuples, Sets & Dicts Explained | Data Analytics #4
13 minLesson 5
Read & Write Files in Python (CSV & TXT) | Data Analytics #5
14 minLesson 6
NumPy Arrays & Operations for Beginners | Data Analytics #6
15 minLesson 7
Pandas Series & DataFrames from Scratch | Data Analytics #7
13 minLesson 8
Pandas Data Cleaning: Missing Values & Duplicates | Data Analytics #8
11 minLesson 9
Pandas Data Wrangling: Reshape & Transform Data | Data Analytics #9
12 minLesson 10
Pandas GroupBy & Aggregation Made Simple | Data Analytics #10
12 minLesson 11
Pandas Merge, Join & Pivot Explained | Data Analytics #11
12 minLesson 12
Pandas Time Series Analysis Tutorial | Data Analytics #12
10 minLesson 13
Data Visualisation with Matplotlib | Data Analytics #13
12 minLesson 14
Beautiful Charts with Seaborn in Python | Data Analytics #14
15 minLesson 15
Build a Streamlit Dashboard in Python | Data Analytics #15
12 minLesson 16
SQL Fundamentals for Data Analysts | Data Analytics #16
12 minLesson 17
SQL Joins & Aggregations Explained | Data Analytics #17
12 minLesson 18
Python + SQL: Real Analyst Queries | Data Analytics #18
12 minLesson 19
Automate Excel with Python | Data Analytics #19
12 minLesson 20
Excel Pivot Tables & Charts for Reporting | Data Analytics #20
10 minLesson 21
Pull Data from APIs with Python | Data Analytics #21
10 minLesson 22
Web Scraping with Python: Step by Step | Data Analytics #22
10 minLesson 23
Statistics Fundamentals Every Analyst Needs | Data Analytics #23
10 minLesson 24
Correlation, P-Values & Confidence Intervals | Data Analytics #24
10 minLesson 25
Machine Learning for Beginners in Python | Data Analytics #25
11 minLesson 26
Feature Engineering & Model Evaluation | Data Analytics #26
12 minLesson 27
Storytelling with Data: Present Like a Pro | Data Analytics #27
13 minLesson 28
Retail Analytics Deep Dive Project | Data Analytics #28
12 minLesson 29
Business Operations Analytics Deep Dive | Data Analytics #29
15 minLesson 30