IntermediateUpdated January 2025

Data Science with Python Complete

Complete Data Science Journey from Basics to Advanced Machine Learning

4.9(4,321 reviews)
28,900 students
9 weeks total
102 lectures

Course Structure

17
Live Teacher Sessions
17
Homework Sessions
34
Total Sessions
9
Weeks Duration
PandasNumPyMatplotlibSeabornScikit-learnJupyter+2 more

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Course Overview

Complete data science journey from basics to advanced machine learning

This comprehensive course follows a structured learning approach with 17 live teacher sessions and 17 homework sessions, ensuring you get both expert guidance and plenty of hands-on practice.

Prerequisites

  • Python programming knowledge required
  • Basic mathematics and statistics helpful
  • Understanding of data concepts
  • Computer with Python environment capability
  • Jupyter notebook setup
  • Basic understanding of business analytics

What You'll Learn

Python Data Science Ecosystem (NumPy, Pandas, Matplotlib)
Advanced Data Manipulation & Cleaning Techniques
Statistical Analysis & Hypothesis Testing
Exploratory Data Analysis & Data Visualization
Machine Learning with Scikit-learn
Feature Engineering & Model Optimization
Time Series Analysis & Forecasting
Data Storytelling & Business Intelligence
MLOps & Model Deployment Strategies
Real-world Data Science Project Development

Course Projects

Customer Analytics Platform

Build a comprehensive customer analytics and segmentation system

PythonPandasScikit-learnPlotlyStatistical Analysis
Duration: Final 2 weeks
Features: 5 components
Key Features:
  • Customer segmentation
  • Churn prediction
  • Lifetime value analysis
  • Interactive dashboard
  • A/B testing framework

Sales Forecasting System

Create an automated sales forecasting and monitoring system

Time SeriesProphetARIMAMachine LearningReal-time Monitoring
Duration: Week 8-9
Features: 5 components
Key Features:
  • Multi-model forecasting
  • Anomaly detection
  • Automated retraining
  • Performance monitoring
  • Executive dashboard

Certificate of Completion

Upon successful completion, you'll receive a verified certificate to showcase your achievement.

SOPHIRAY

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Data Science with Python Complete

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Date

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