Mastering Data Science: From Fundamentals to AI-Driven Insights - Beginner
in Data Analytics, Artificial Intellig...About this course
Learn Python and data science basics.
Real World Usecases
1 Parts
- 0:05 Hr
Global Implementations
5 Min
Prerequisites & Readiness Check
2 Parts
- 1:15 Hr
Prerequisites for Mastering Data Science: From Fundamentals to AI-Driven Insights - Beginner
45 Min
Data Science Environment Setup Guide
30 Min
Chapter 1: Foundations of Data Science
2 Parts
- 2:30 Hr
Python for Data Science
90 Min
Exercise: Python Basics Practice
60 Min
Chapter 2: Data Structures and Cleaning
3 Parts
- 3:15 Hr
Data Structures
60 Min
Pandas for Data Cleaning
90 Min
Exercise: Data Loading and DataFrame Setup
45 Min
Chapter 3: Exploratory Data Analysis and Visualization
3 Parts
- 3:30 Hr
Descriptive Statistics
60 Min
Data Visualization
90 Min
Exercise: Statistical Summary and Visualization
60 Min
Assignment 1
2 Parts
- 0:45 Hr
Data Processing Pipeline for Sales Insights
45 Min
Submit your Assignment here
Submit your Assignment here
Min Grade: 40
Chapter 4: Statistics and SQL
3 Parts
- 3:00 Hr
Statistical Analysis
60 Min
SQL for Data Science
60 Min
Exercise: SQL Query Analysis
60 Min
Chapter 5: Introduction to Machine Learning
3 Parts
- 4:00 Hr
ML Basics
90 Min
Basic Algorithms
90 Min
Exercise: Customer Segmentation with K-Means
60 Min
Chapter 6: Advanced Machine Learning
3 Parts
- 3:30 Hr
Gradient Boosting
90 Min
AutoML
60 Min
Exercise: Advanced ML Practice
60 Min
Assignment 2
2 Parts
- 0:45 Hr
Customer Behavior Analysis Dashboard
45 Min
Submit your Assingment
Submit your Assingment
Min Grade: 40
Chapter 7: Feature Engineering
3 Parts
- 3:00 Hr
Feature Creation
60 Min
Feature Selection
60 Min
Exercise: Feature Engineering Practice
60 Min
Chapter 8: Introduction to NLP
3 Parts
- 3:00 Hr
Text Preprocessing
60 Min
Text Representation
60 Min
Exercise: NLP Practice
60 Min
Chapter 9: Cloud and Collaboration
3 Parts
- 2:45 Hr
Cloud Storage
60 Min
Git and GitHub
60 Min
Exercise: Git Versioning Workflow
45 Min
Assignment 3
2 Parts
- 0:45 Hr
Full Data Science Project with Ethics & Version Control
45 Min
Submit your Assignment here
Submit your Assignment here
Min Grade: 40
Capstone Project 1
2 Parts
- 50:00 Hr
E-Commerce Sales Analyzer
3000 Min
Submit your Project here
Submit your Project here
Min Grade: 40
Capstone Project 2
2 Parts
- 50:00 Hr
Customer Segmentation Tool
3000 Min
Submit your Project here
Submit your Project here
Min Grade: 40
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