Introduction to Data Science
  • What is Data Science ?
  • Data Science Workflow
  • Applications of Data Science Part 1
  • Applications of Data Science Part 2
  • Practice : Examples of Machine, Deep Learning and Internet Of Things
  • Data Science roles and tools
  • Quiz
Data Collection & Storage
  • Data Types Part 1
  • Data Types : Part 2
  • Data Collection
  • Data Storage
  • Data Pipeline
  • Multiple Choice Questions
Data Prepration, Data Exploration And Visualization
  • Data Cleaning
  • Practice : Retail Sales
  • Practice : Sentiment Analysis
  • Exploratory Data Analysis (EDA)
  • Practice : Count Data Points
  • Visualization & Dashboards
  • Practice : 100m world record
Experiment And Predict
  • Hypothesis Testing
  • Practice : Social Media Campaign
  • Supervised Learning
  • Practice : Identify Supervised ML
  • Practice : Select the right model
  • Unsupervised Learning
  • Practice : Identify Unsupervised ML