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Data Science

Avanteia Course Details
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Data Science: Beginner

(1,230 reviews)
author
Created by
Avanteia

Total Enrolled

12,580

Last Update

15 September 2024

Category

Data Science

Introduction to Data Science Beginner

Overview:

  • Learn data analysis, visualization, and basic Python for data. Get started with real-world datasets and tools like Excel and Pandas.
  • Duration: 1 Month

Topics Covered:

  • Excel
  • Data Clean
  • Python

Syllabus

Module 1: Introduction to Data Science & Python Basics
  • What is Data Science?
  • Real-world applications & career paths
  • Python fundamentals (variables, data types, loops, functions)
  • Libraries overview: NumPy, Pandas, Matplotlib

LAB 1
  • Setup Google Colab/Jupyter Notebook
  • Write Python programs (calculator, loops, list handling)
  • Use Pandas to load & explore CSV data

Module 2: Data Handling & Preprocessing
  • Data collection (CSV, Excel, APIs, web scraping basics)
  • Cleaning missing values, duplicates, outliers
  • Encoding categorical data (One-hot, Label encoding)
  • Normalization & Standardization

LAB 2
  • Load a dataset from Kaggle
  • Perform data cleaning using Pandas
  • Handle missing values & outliers

Module 3 : Data Visualization & Exploratory Data Analysis (EDA)
  • Graphs: bar, line, scatter, histogram, boxplot, heatmaps
  • Correlation analysis
  • Feature importance overview

LAB 3
  • Use Matplotlib & Seaborn for visualization
  • Create a heatmap of correlations
  • Visualize trends in real-world dataset (COVID, Sales, etc.)

Module 4 : Probability & Statistics for Data Science
  • Descriptive statistics (mean, median, variance, std dev)
  • Probability distributions (Normal, Binomial, Poisson)
  • Hypothesis testing (t-test, chi-square test, ANOVA)

LAB 4
  • Simulate coin toss & dice using Python
  • Perform hypothesis testing on dataset in Colab


Learning Outcome

  • Learn data basics, Python, and visualization. Build simple models and explore datasets with hands-on tools.

Reviews

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    Mansi Manjrekar

    Avanteia offers the best IT courses in Goa! I enrolled for Digital Marketing and my friend joined Web Development – both of us got hands-on training with real projects. Highly recommend for job-seekers and students!

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    Tanraj Simones

    This is the only institute in Goa that truly focuses on career growth. Whether it's Cybersecurity, Blockchain or Digital Marketing, the trainers are super helpful and the learning is very practical.

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    Barkelo Gaonkar

    Avanteia Courses are industry-ready and job-focused. I loved the practical sessions, internship support, and certifications. If you're in Goa and serious about IT skills, this is the place to join.

🛣️ Data Science Beginner Roadmap

Navigate your journey from beginner to Data Science professional

1
Step 1
📘

Data Science Beginner

This course introduces you to the basics of data science, designed for complete beginners

2
Step 2
📊

Data Science Level 1

This course takes your foundational skills and moves into applied data science

3
Step 3
🤖

Data Science Level 2

This course deepens your skills with real-world applications and more complex ML

4
Step 4
🧑‍💻

Internship

A hands-on internship program where learners apply their Data Science skills to real-world problems

1 year
FREE
5
Step 5
📝

Mini Project

Students will design and develop their own end-to-end data science projects.

6 Months
6
Step 6
💼

Expected Jobs

Start with analyst roles, grow into scientist

Data Analyst
Business Analyst
Junior Data Scientist
🎯

🏆 Career Destinations

Entry-level (India)
₹3–6 LPA
Mid-level (India)
₹6–12 LPA
Senior-level (India)
₹15–25 LPA+
🌎 Global Roles
$40,000–$70,000