India & USA Centers: Mapusa · Panjim · Margao · Sanquelim · Pernem · Mysore · Las Vegas +91 93074 02403 info@avanteia.com
Data Science Track

Data Science:
Level-01

4.8 (1,230 reviews)

Build a strong data science foundation at Level-01. Master Python, data handling & EDA, statistics, SQL and supervised machine learning with hands-on projects in prediction and classification.

Created by Avanteia
12,580 Total Enrolled
15 September 2024 Last Updated
Enroll Now
Data Science Level-01 Course
2 Months Duration
Certificate On Completion
Level-01 Level
5 Modules Syllabus
2 Months Duration
English Language
Certificate Included

Overview

Master the core pillars of data science — Python programming, data preprocessing & EDA, statistics, SQL databases and supervised machine learning — through hands-on labs and real datasets.

Python EDA Statistics SQL Machine Learning Visualization

Learning Outcome

Build a strong foundation in Python, EDA, statistics, SQL and supervised ML. Work on real datasets and industry-style projects.

Syllabus

Click any module to expand and view topics and hands-on labs included.

  • What is Data Science?
  • Real-world applications & career paths
  • Python fundamentals (variables, data types, loops, functions)
  • Libraries overview: NumPy, Pandas, Matplotlib
Hands-on Lab
Setup Google Colab/Jupyter Notebook Write Python programs (calculator, loops, list handling) Use Pandas to load & explore CSV data
  • Data collection (CSV, Excel, APIs, web scraping basics)
  • Cleaning missing values, duplicates, outliers
  • Encoding categorical data (One-hot, Label encoding)
  • Normalization & Standardization
  • Graphs: bar, line, scatter, histogram, boxplot, heatmaps
  • Correlation analysis
  • Feature importance overview
Hands-on Lab
Load a dataset from Kaggle Perform data cleaning using Pandas Handle missing values & outliers Use Matplotlib & Seaborn for visualization Create a heatmap of correlations Visualize trends in real-world dataset (COVID, Sales, etc.)
  • Descriptive statistics (mean, median, variance, std dev)
  • Probability distributions (Normal, Binomial)
  • Hypothesis testing (t-test, chi-square test)
Hands-on Lab
Simulate coin toss & dice using Python Perform hypothesis testing on dataset in Colab
  • SQL basics (SELECT, WHERE, JOIN, GROUP BY, HAVING)
  • Query optimization
  • Connecting SQL with Python
Hands-on Lab
Use SQLite / MySQL free version Write queries on sample dataset Integrate SQL with Pandas
  • ML pipeline (train-test split, model evaluation)
  • Regression: Linear
  • Classification: Logistic Regression, k-NN, Decision Trees
Hands-on Lab
Predict house prices (Regression) – Kaggle dataset Build a classification model (Iris dataset)

What You Will Learn

Python for Data Science

Master Python fundamentals along with NumPy, Pandas and Matplotlib for data manipulation and analysis.

Data Handling, Preprocessing & EDA

Collect, clean, encode and normalize data from various sources, then explore and visualize it to uncover insights.

Probability & Statistics

Apply descriptive statistics, probability distributions and hypothesis testing to real-world datasets.

SQL & Databases

Write optimized SQL queries and connect databases with Python and Pandas for data workflows.

Machine Learning Basics

Build your first regression and classification models using the Scikit-learn ML pipeline.

What Our Students Say

"

The Level-01 course gave me a rock-solid foundation in Python, EDA and SQL. The hands-on labs with real datasets are exactly what I needed to land my first data analyst job. Avanteia's practical approach is unmatched.

Vikram Patil Data Analyst, Mumbai
"

I started with the beginner course and immediately enrolled in Level-01. The statistics and SQL modules were eye-opening. The 2-month duration is perfect for working professionals.

Sneha Kadam Data Analyst, Pune
"

The machine learning and EDA modules are incredibly relevant. I used the skills from this course to build my first prediction models. Highly recommended for anyone serious about data science.

Rahul Menon ML Enthusiast, Bangalore

Ready to Level Up Your
Data Science Career?

Join 12,580+ learners who have advanced their skills. Enroll today and get certified in just two months.

Enroll Now