📊

Data Science & Machine Learning

Turn Data into Insights & Predictions!

The future is data-driven! Master Python, statistics, and ML algorithms to become a data wizard.

High Demand
₹5-25 LPA
Future-Proof

🛠️ Core Skills & Tools

🐍

Python

Primary Language for DS/ML

  • ✅ Core Python programming
  • ✅ Object-oriented concepts
  • ✅ File handling & APIs
  • ✅ Exception handling
🐼

Pandas & NumPy

Data Manipulation

  • ✅ DataFrames & Series
  • ✅ Data cleaning & preprocessing
  • ✅ Array operations (NumPy)
  • ✅ Data transformation
📈

Scikit-learn

Machine Learning Library

  • ✅ Classification algorithms
  • ✅ Regression models
  • ✅ Clustering techniques
  • ✅ Model evaluation
🔥

TensorFlow

Deep Learning Framework

  • ✅ Neural networks
  • ✅ Image recognition
  • ✅ NLP applications
  • ✅ Model deployment
⚡

PyTorch

Research & Production

  • ✅ Dynamic computation
  • ✅ Computer vision
  • ✅ Transformers
  • ✅ Research-friendly
📊

Visualization

Matplotlib, Seaborn, Plotly

  • ✅ Data visualization
  • ✅ Statistical plots
  • ✅ Interactive charts
  • ✅ Dashboards

📚 Learning Roadmap

1

📐 Master Mathematics & Statistics

Foundation: Linear algebra, calculus, probability & statistics

  • • Descriptive statistics
  • • Probability distributions
  • • Hypothesis testing
  • • Linear algebra basics
2

🐍 Python & Data Libraries

Learn Python, Pandas, NumPy, Matplotlib

3

🤖 Machine Learning Algorithms

Supervised & unsupervised learning with Scikit-learn

4

🧠 Deep Learning

Neural networks with TensorFlow/PyTorch

5

🚀 Build Real Projects

Create portfolio with Kaggle competitions & real datasets

💼 Career Opportunities

💰 Salary Range

Freshers

₹5-8 LPA

Experienced (3-5 yrs)

₹12-25 LPA

🏢 Key Sectors

🏦 BFSI (Banking & Finance)
🛒 E-commerce
🏥 Healthcare
🚗 Automotive

📈 Career Path

Data Analyst

Entry level

Data Scientist

Mid level

ML Engineer

Senior level

Become a Data Scientist!

Data Science = High salaries + Job security!

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