import pandas as pd
import numpy as np
df = pd.read_csv('data.csv')
High-Demand Skills

Python for Data Science

Master Python for data analysis, visualization, and machine learning. Learn Pandas, NumPy, Matplotlib, and Scikit-learn to extract insights from data and build predictive models. Launch your career as a Data Scientist.

3.5 Months Duration
Hands-on Data Projects
10+ Real Datasets
Data Science Certificate
₹9,000 ₹36,000 75% OFF
DS

Turn Data into Decisions

650%

Data Science Job Growth

11.5M

Data Science Jobs by 2026

4.9/5

Student Rating

₹12L

Average Salary

Curriculum

Data Science Curriculum

Complete data science mastery with Python

Module 1: Python for Data Analysis

3 Weeks • 12 Hours

  • Python Programming Fundamentals
  • NumPy Arrays & Operations
  • Pandas DataFrames & Series
  • Data Cleaning & Preparation
  • Data Aggregation & Grouping
  • Working with CSV, Excel, JSON
  • Project: Sales Data Analysis

Module 2: Data Visualization

2 Weeks • 8 Hours

  • Matplotlib Fundamentals
  • Seaborn Statistical Plots
  • Plotly Interactive Visualizations
  • Dashboard Creation
  • Customizing Plots & Themes
  • Exporting Visualizations
  • Project: COVID-19 Dashboard

Module 3: SQL for Data Science

2 Weeks • 8 Hours

  • SQL Fundamentals
  • Advanced SQL Queries
  • Database Joins & Relationships
  • Window Functions
  • PostgreSQL & MySQL
  • SQL with Python (SQLAlchemy)
  • Project: Business Analytics Queries

Module 4: Statistics for Data Science

3 Weeks • 12 Hours

  • Descriptive Statistics
  • Probability Distributions
  • Hypothesis Testing
  • Correlation & Regression
  • A/B Testing
  • Statistical Inference
  • Project: Marketing Campaign Analysis

Module 5: Machine Learning

4 Weeks • 16 Hours

  • Scikit-learn Fundamentals
  • Supervised Learning Algorithms
  • Unsupervised Learning
  • Model Evaluation & Validation
  • Feature Engineering
  • Hyperparameter Tuning
  • Project: Customer Churn Prediction

Module 6: Advanced Topics & Deployment

2 Weeks • 8 Hours

  • Time Series Analysis
  • Natural Language Processing
  • Model Deployment with Flask
  • Big Data with PySpark
  • Cloud Platforms (AWS, GCP)
  • Portfolio & Interview Prep
  • Capstone: End-to-End Data Science Project
Tools

Data Science Toolkit

Master industry-standard data science libraries and tools

Pandas

Data manipulation and analysis library for working with structured data. Master DataFrames, Series, and data cleaning operations.

DataFrames Data Cleaning Aggregation

NumPy

Fundamental package for scientific computing with Python. Work with arrays, mathematical functions, and linear algebra operations.

Arrays Linear Algebra Broadcasting

Matplotlib & Seaborn

Create static, animated, and interactive visualizations. Master plotting, customization, and statistical graphics.

Visualization Plotting Dashboard

Scikit-learn

Machine learning library for classification, regression, clustering, and model evaluation. Build predictive models.

ML Algorithms Model Training Evaluation
Workflow

Data Science Workflow

Master the complete data science project lifecycle

1
Data Collection

Gather data from databases, APIs, files, and web scraping

2
Data Cleaning

Handle missing values, outliers, and data inconsistencies

3
Exploratory Analysis

Understand data patterns, distributions, and relationships

4
Feature Engineering

Create new features and transform variables for modeling

5
Model Building

Train machine learning models and evaluate performance

6
Deployment

Deploy models to production and create dashboards

Projects

Real Data Science Projects

Work with real datasets and solve business problems

Customer Segmentation

Analyze customer behavior data to identify distinct segments using clustering algorithms and create targeted marketing strategies.

K-means Clustering PCA Customer Analytics

House Price Prediction

Build a regression model to predict house prices based on features like location, size, amenities, and market trends.

Regression Feature Engineering Model Evaluation

Medical Diagnosis

Develop a classification model to predict disease diagnosis based on patient symptoms and medical test results.

Classification Healthcare Analytics Model Interpretation
Tools

Data Science Tools & Platforms

Master the complete data science tech stack

Jupyter Notebook

Interactive computing environment for data analysis and visualization

SQL Databases

PostgreSQL, MySQL for data storage and complex querying

AWS/GCP

Cloud platforms for scalable data processing and model deployment

Git & GitHub

Version control for collaborative data science projects

Industries

Data Science Applications

Data science is transforming every industry

Finance & Banking

Fraud detection, risk assessment, algorithmic trading, and customer analytics

Healthcare

Disease prediction, drug discovery, medical image analysis, and patient monitoring

E-commerce

Recommendation systems, demand forecasting, customer segmentation, and pricing optimization

Automotive

Autonomous vehicles, predictive maintenance, supply chain optimization, and quality control

Salaries

Data Science Career Paths

High-paying roles in the data science field

Data Analyst

₹6-12 LPA

Analyze data, create reports, and provide business insights

Data Scientist

₹12-25 LPA

Build predictive models and advanced analytics solutions

ML Engineer

₹15-30 LPA

Design and deploy machine learning systems at scale

Data Science Manager

₹25-50 LPA

Lead data science teams and strategic initiatives

Requirements

Prerequisites & Certification

What you need and what you'll achieve

Basic Programming

Familiarity with any programming language (Python basics taught)

Mathematics

Basic understanding of mathematics and statistics (concepts taught)

Analytical Thinking

Ability to think logically and solve problems systematically

Certification

Receive Data Science Professional certificate upon completion

Industry Recognized

Ready to Launch Your Data Science Career?

Join our Python for Data Science course and become an in-demand data professional

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