Data Science Series

Deep dive into data science concepts, tools, and real-world applications.

7 posts

Introduction to Data Science

Dec 1, 20253 min read

Introduction to Data Science

Kickstart your data science journey with a friendly, beginner-friendly introduction. Understand what Data Science is, how it works, and where it's used in real life.

data-sciencebeginnerintroduction

Python Setup for Data Science

Dec 2, 20251 min read

Python Setup for Data Science

Set up your complete Python environment for data science. Install essential libraries, configure Jupyter notebooks, and write your first analysis.

pythonsetupjupyter

Essential Python Libraries for Data Science

Dec 5, 20254 min read

Essential Python Libraries for Data Science

Learn about the core Python libraries used in Data Science, including Pandas, NumPy, Matplotlib, Seaborn, and Scikit-learn, and how they fit into a typical workflow.

data-sciencepythonlibraries

Understanding Data Loading in Data Science

Dec 6, 20253 min read

Understanding Data Loading in Data Science

Learn how we load data from different sources like CSV, Excel, JSON, SQL, and MongoDB into Pandas for analysis.

data-sciencebeginnerdata-loading

Data Preprocessing for Data Science

Dec 6, 20253 min read

Data Preprocessing for Data Science

Learn how to clean, transform, and prepare your dataset for reliable and high performing machine learning models.

data-preprocessingmachine-learningpython

Handling Missing Data

Dec 7, 20252 min read

Handling Missing Data

Learn how to detect, fill, and drop missing values in Pandas to prepare real-world datasets for analysis

pandasdata-cleaningmissing-data

Removing Duplicate Records

Dec 8, 20253 min read

Removing Duplicate Records

Learn how to identify and remove duplicate rows from DataFrames using Pandas drop_duplicates() method for cleaner data analysis

pandasdata-cleaningduplicates