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Data Science

Er Yogendra Singh Rajput December 11, 2025
Data Science 2-Day Workshop Syllabus

Data Science Masterclass

A Comprehensive 2-Day Workshop to Master Data Analysis. Learn Python, Statistics, SQL, and Data Storytelling.

2 Days Intensive Workshop

Big Data Ready

Handle large datasets using Pandas and SQL efficiently.

Deep Insights

Uncover hidden patterns and trends in business data.

Storytelling

Communicate results effectively with stunning visualizations.

Workshop Requirements

Laptop (Min 4GB RAM)
Google Account (Colab)
Basic Statistics Knowledge
Excel Basics (Optional)
1

Day 1: Data Wrangling & Exploratory Analysis

S1: Python for DS

  • Data Science Lifecycle
  • Jupyter/Colab Setup
  • Python Data Structures
  • Functions & Lambda

S2: Pandas Mastery

  • Series vs DataFrames
  • Filtering & Sorting Data
  • Grouping & Aggregating
  • Merging Datasets

S3: Data Cleaning

  • Handling Missing Values
  • Removing Duplicates
  • Fixing Data Types
  • Outlier Detection

S4: Day 1 Project

  • EDA on Sales Data
  • Univariate Analysis
  • Bivariate Analysis
  • Identifying Top Products
2

Day 2: Stats, SQL & Visualization

S5: Statistical Foundations

  • Mean, Median, Mode
  • Standard Deviation
  • Normal Distribution
  • Correlation vs Causation

S6: SQL for Data Science

  • SELECT, WHERE, LIKE
  • JOINS (Inner/Left/Right)
  • GROUP BY & HAVING
  • Connecting SQL to Pandas

S7: Advanced Viz

  • Seaborn Heatmaps
  • Plotly Interactive Charts
  • Subplots & Layouts
  • Color Theory in Viz

S8: Storytelling

  • Building a Dashboard
  • Communicating Results
  • Streamlit Introduction
  • Final Presentation

Live Demos by Trainer

Watch real-time data analysis techniques in action:

Web Scraping

Extracting live data from websites using BeautifulSoup.

Interactive Dashboards

Building a live stock ticker dashboard with Streamlit.

SQL Live Querying

Running complex queries on a real database instance.

Automated Reporting

Generating PDF reports automatically from data scripts.

🚀 Projects You Will Build

E-commerce Analysis

Analyze sales trends, customer behavior, and revenue.

Customer Segmentation

Group customers based on spending habits using K-Means logic.

Finance Dashboard

Visualize stock market data and moving averages.

Ready to become a Data Scientist?

Download the complete, detailed 2-page syllabus PDF.

Keywords:

Data Science Workshop, Data Analytics Course, Learn Python SQL, Data Visualization Syllabus, Statistics for Beginners, Coding Bootcamp 2024, Big Data Training.

Hashtags:

#DataScience #DataAnalytics #Python #SQL #BigData #CodingWorkshop #TechCareer #StudyForNext #Statistics

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