Data Science with Python
Data Science with Python by EduNayan is a comprehensive AI, Data & Advanced Technologies program designed to take you from foundational concepts to advanced practical implementation. Through hands-on projects, real-world case studies, and structured guidance, you will master the key tools and methodologies required to succeed in this industry.
Certificate Included
Industry recognized completion certificate
Beginner
Structured learning path with guided delivery
Online
Flexible learning modes for working learners
3 Capstone Projects
Portfolio-ready hands-on builds
Expert Mentors
Instruction from working professionals
Placement Support
Career help for interviews and roles
About the Course
Data Science with Python by EduNayan is a comprehensive AI, Data & Advanced Technologies program designed to take you from foundational concepts to advanced practical implementation. Through hands-on projects, real-world case studies, and structured guidance, you will master the key tools and methodologies required to succeed in this industry.
Course Curriculum
Module 1: Advanced Python Data Structures4 topics
- List and dictionary comprehensions
- Lambda functions & higher-order functions
- Exception handling & data imports
- Working with local directories and files
Module 2: Pandas Data Ingestion & Joins4 topics
- Loading CSV, Excel, & JSON into Pandas
- Merging and joining data frames
- Multi-indexing and grouping structures
- Pivot tables and cross-tabulations
Module 3: Data Visualization & Storytelling4 topics
- Customizing plots in Seaborn
- Interactive plots with Plotly
- Creating statistical report structures
- Documenting findings in notebooks
Module 4: Statistical Analysis4 topics
- Probability distributions & parameters
- Hypothesis testing & p-values
- ANOVA and Chi-Square tests
- Correlation analyses
Module 5: Scikit-Learn Model Construction4 topics
- Feature scaling and categorical encoding
- Training classification models
- Evaluating classification reports & ROC curves
- Hyperparameter tuning with GridSearchCV
Module 6: Streamlit Dashboards & Deployments4 topics
- Creating interactive Streamlit dashboards
- Deploying apps to Streamlit Sharing
- Integrating predictive models in UIs
- Project portfolio construction
Hands-On Projects
Build 4 production-grade projects for your portfolio
Financial Portfolio Analysis
Implement a practical project around Financial Portfolio Analysis in Data Science with Python using Python and Pandas to build portfolio-ready solutions.
Automated PDF Report Generator
Create an interactive analytics interface utilizing Python to aggregate datasets and display critical performance indicators (KPIs) dynamically.
Predictive Classification Pipeline
Develop, train, and test an advanced classification model using Python to categorize data or images with high precision.
Your Certificate
Earn an industry-recognized certificate upon completion
Official certificate for Data Science with Python
A shareable completion certificate is issued when you finish the course requirements successfully. Use it on LinkedIn, portfolios, and job applications.
Student Reviews
“The Data Science with Python course at EduNayan was a turning point for me. The practical curriculum and mock interview support gave me the tools to build actual solutions.”
“Hands-on labs and direct mentorship in the Data Science with Python program were incredibly helpful. It is fully aligned with modern industry trends.”
Frequently Asked Questions
Quick answers about the course
What will I learn in the Data Science with Python course?
In this program, you will gain hands-on expertise in Data Science with Python, covering core theoretical foundations, tool setups, practical exercises, and portfolio-grade capstone projects.
Do I need prior experience to enroll?
No, this course is structured to guide you from basic concepts up to advanced implementations. Having a fundamental understanding of logical thinking is helpful.
Will I receive a certificate?
Yes, on successfully completing the course requirements and capstone projects, you will receive an industry-recognized completion certificate from EduNayan.
What kind of support is available during the course?
You will have access to expert mentors for doubt clearing, step-by-step lab guidance, and dedicated support channels for troubleshooting project errors.