Data Science Tutorials

If you're coming from one of my data science tutorials, you'll find the code and the links to the tutorials here. I hope you find them helpful. Happy learning and coding!

No.	Article	Code
1	Build a Data Science App with Python in 10 Easy Steps	Code
2	A Practical Guide to Deploying Machine Learning Models	Code
3	FastAPI Tutorial: Build APIs with Python in Minutes	Code
4	The Beginner’s Guide to Natural Language Processing with Python	Code
5	How to Perform Statistical Analysis on Sparse Data in Python	Code
6	10 Essential Statistical Functions in Python	Code
7	How to Calculate Joint and Conditional Probabilities in Python	Code
8	How to Use the Geometric Distribution in Python	Code
9	How to Use the Beta Distribution in Python	Code
10	How to Use the Cauchy Distribution in Python	Code
11	Tips for Effective Outlier Detection in Real-World Datasets	Code
12	How to Interpret Statistical Plots in Python	Code
13	Data Cleaning with Bash: A Handbook for Developers	Code
14	Analyzing JSON Data with DuckDB & SQL	Code
15	The Poisson Distribution: From Basics to Real-World Examples	Code
16	Why & How to Containerize Your Existing Python Apps	Code
17	How to Analyze Parquet Files with DuckDB	Code
18	How to Analyze CSV Files with DuckDB	Code
19	How to Query Pandas DataFrames with DuckDB	Code
20	How to Calculate Descriptive Statistics in DuckDB	Code
21	How to Perform Hypothesis Testing in DuckDB	Code
22	Top 5 Statistical Techniques to Detect and Handle Outliers in Data	Code
23	Why & How to Containerize Your Existing Python Apps	Code
24	Step-by-Step Guide to Deploying Machine Learning Models with FastAPI and Docker	Code
25	Build a Data Cleaning & Validation Pipeline in Under 50 Lines of Python	Code
26	Vibe Coding a Speed Reading App with Python in Just 15 Minutes	Code
27	Build ETL Pipelines for Data Science Workflows in About 30 Lines of Python	Code

A few more (possibly interesting) articles:

• 7 Concepts Behind Large Language Models Explained in 7 Minutes
• How to Learn Math for Data Science: A Roadmap for Beginners
• How to Learn Programming for Data Science: A Roadmap for Beginners
• Go vs. Python for Modern Data Workflows: Need Help Deciding?