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Data Science

How to Start a Career in Data Science from Scratch

Mar 10, 2026Aiinfox Academy8 min read

Thinking about a career switch to data science? This comprehensive guide walks you through the skills, certifications, and steps needed to break into the field, even without a tech background.

Data science is one of the highest-paying and fastest-growing careers in India. But if you're starting from scratch — whether you're a fresh graduate, a working professional, or someone from a non-technical background — the path can seem unclear.

This guide breaks down exactly how to start a career in data science, step by step, with practical advice tailored for students and professionals in Chandigarh, Mohali, and across India.

Why Data Science?

Before diving into the "how," let's understand the "why":

  • High demand: India needs 200,000+ data scientists by 2026, but the current supply meets only 50% of that demand.
  • Excellent salaries: Entry-level data scientists earn ₹6-10 LPA, with experienced professionals earning ₹20-40+ LPA.
  • Diverse industries: Every sector — finance, healthcare, e-commerce, telecom, media — needs data scientists.
  • Future-proof: As AI transforms industries, data science skills become increasingly valuable.
  • Intellectual satisfaction: Data science combines problem-solving, programming, and domain expertise in a uniquely rewarding way.

Do You Need a Technical Background?

No. This is the biggest misconception about data science. While a CS degree helps, many successful data scientists come from backgrounds in:

  • Mathematics and Statistics
  • Economics and Finance
  • Physics and Engineering
  • Business and Marketing
  • Biology and Healthcare

What matters more than your degree is your willingness to learn and your ability to think analytically. A structured training program can bridge any skill gap.

The Data Science Roadmap: Step by Step

Step 1: Learn Python Programming

Python is the most essential skill for data science. Focus on:

  • Variables, data types, loops, and functions
  • Object-oriented programming basics
  • File handling and working with APIs

Our Python programming course gives you a solid foundation in 6-8 weeks.

Step 2: Master Statistics & Mathematics

Data science is built on statistics. Focus on:

  • Descriptive statistics (mean, median, standard deviation)
  • Probability distributions and hypothesis testing
  • Linear algebra basics (vectors, matrices)
  • Regression analysis and correlation

Step 3: Learn Data Manipulation & Visualization

Master the tools that data scientists use daily:

  • Pandas for data cleaning and manipulation
  • NumPy for numerical operations
  • Matplotlib & Seaborn for creating visualizations
  • SQL for querying databases

Step 4: Study Machine Learning

This is where data science gets exciting. Learn both machine learning and deep learning:

  • Supervised learning (regression, classification)
  • Unsupervised learning (clustering, dimensionality reduction)
  • Model evaluation and validation
  • Feature engineering and selection

Step 5: Build Real Projects

Projects are what get you hired. Build at least 3-5 portfolio projects:

  • Exploratory Data Analysis on a real-world dataset
  • Predictive model (house prices, customer churn, etc.)
  • NLP project (sentiment analysis, text classification)
  • Dashboard or data visualization project
  • End-to-end ML pipeline with deployment

Step 6: Learn the Tools of the Trade

Familiarize yourself with essential AI and data science tools including Scikit-learn, TensorFlow, Jupyter Notebooks, and Git.

Step 7: Prepare for Interviews

Data science interviews typically cover:

  • Python coding challenges
  • Statistics and probability questions
  • ML algorithm explanations
  • SQL queries
  • Case studies and business problems

Timeline: How Long Will This Take?

Learning PathDurationBest For
Self-study12-18 monthsDisciplined self-learners
Online bootcamp6-9 monthsWorking professionals
Structured institute course4-6 monthsFastest results with guidance

At Aiinfox Academy, our data science course in Chandigarh follows the structured approach — taking you from zero to job-ready in 4-6 months with expert mentorship, real projects, and placement support.

Data Science Salary in India (2025)

  • Fresher / Entry Level: ₹4-8 LPA
  • Junior Data Scientist (1-3 years): ₹8-15 LPA
  • Mid-Level (3-5 years): ₹15-25 LPA
  • Senior Data Scientist (5+ years): ₹25-50+ LPA
  • Lead / Principal: ₹40-80+ LPA

Location matters. While Bangalore and Mumbai offer the highest salaries, Chandigarh's growing IT sector is rapidly closing the gap — with lower living costs making the effective salary even more attractive.

Common Mistakes to Avoid

  1. Tutorial hell — Watching endless tutorials without building projects. Start building from day one.
  2. Ignoring statistics — ML is applied statistics. Skipping fundamentals will hurt you later.
  3. Chasing too many tools — Master Python and one ML framework before exploring others.
  4. No portfolio — Employers want to see projects, not just certificates.
  5. Learning in isolation — Join communities, attend meetups, and learn with peers.

Frequently Asked Questions

Can I become a data scientist without a degree in CS?

Yes. Many data scientists come from non-CS backgrounds. What matters is your skill in Python, statistics, and machine learning — which can be learned through structured training programs.

Is data science still a good career in 2025?

Absolutely. The demand for data scientists continues to grow as companies invest more in AI and data-driven decision making. It remains one of the top 3 highest-paying tech careers in India.

How much does a data science course cost in Chandigarh?

Quality data science courses in Chandigarh range from ₹30,000 to ₹70,000. Aiinfox Academy offers competitive pricing with EMI options and the best value in terms of curriculum depth and placement support.

What is the best data science course in Chandigarh?

Aiinfox Academy's data science course is rated among the best in the Tricity region, offering hands-on training, real-world projects, expert mentors, and 95% placement assistance.

Can I learn data science while working full-time?

Yes. Aiinfox Academy offers flexible batch timings including weekend and evening batches designed for working professionals.

Start Your Data Science Journey Today

The demand for data scientists isn't slowing down — it's accelerating. Every month you delay is a month of missed career growth. Whether you're in Chandigarh, Mohali, Panchkula, or Zirakpur, the opportunity is right here.

Join 500+ successful graduates of Aiinfox Academy. Enroll in our data science course and transform your career in just 4-6 months.

Contact us or call +91 7888513249 to book a free demo class today.

Aiinfox Academy

Written by Aiinfox Academy

Leading AI, ML & Data Science training institute in Chandigarh & Mohali with 500+ students and 95% placement rate.

Topics

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