Logo James's Peredutions
  • Home
  • About
  • Selected Projects
  • Accomplishments
  • New
  • Featured
  • All Posts
  • Tags
  • Search
  • Dark Theme
    Light Theme Dark Theme System Theme
Logo Inverted Logo
  • Tags
  • 3Cs
  • 7Ps
  • Achievements
  • Agriculture
  • AI
  • Air Batteries
  • Aluminium
  • Analysis
  • Android
  • APIs
  • App
  • Arduino
  • Argument
  • Attitude
  • Autonomous Vehicles
  • AWS
  • Azure
  • Batteries
  • Biases
  • Biochar
  • Blue Team Labs Online
  • Bonds
  • Book Summary
  • Bookmarks
  • Books
  • Boookmarklets
  • Buildings
  • Business
  • Business Analysis
  • Business Intelligence
  • Business Model
  • Business Model Canvas
  • Business Models
  • CAES
  • Capital
  • Carbon
  • Carbon Capture
  • Cars
  • Case Study
  • CCUS
  • Certifications
  • CFI
  • ChatGPT
  • Chemistry
  • China
  • Circular Economy
  • Classification
  • Climate
  • Cloud
  • Clustering
  • CO2
  • CODESYS
  • Communities
  • Compassion
  • Competitor Analysis
  • Compressed CO2
  • Computing
  • Conference Talk
  • Connected Vehicles
  • Construction
  • Consulting
  • Consumption
  • Contemplation
  • Contemplations
  • Corporate Finance
  • Cost-Benefit Analysis
  • Coursera
  • Courses
  • CPD
  • Creativity
  • Crisis
  • Customer Analysis
  • CyberDefenders
  • Cycles
  • DAC
  • Data Analysis
  • Data Science
  • Data Visualisation
  • Dating
  • Debt
  • Desertec
  • Design
  • Digital Forensics
  • Distributed Energy
  • Distribution Networks
  • Docker
  • E-Bikes
  • E-Scooters
  • Economic Cycles
  • Education
  • EdX
  • Efficiency
  • Electric Vehicles
  • Electricity
  • Electrification
  • Electrochemical Batteries
  • Emissions
  • Emotions
  • EndMyopia
  • Energy
  • Energy Storage
  • Entomophagy
  • Entrepreneurship
  • EVs
  • Eyesight
  • Family
  • Farming
  • Farnam Street
  • FastAPI
  • Fears
  • Finance
  • Flask
  • Flow Batteries
  • Food
  • Future
  • Geology
  • Geopolitics
  • GMAT
  • Go-to-Market
  • Green
  • Greenwashing
  • Grid Storage
  • Growth
  • Growth Strategy
  • Happiness
  • Health
  • Heat Pumps
  • Hobbies
  • Housing
  • Human Nature
  • Humanity
  • Hydrogen
  • IEA
  • Industry Analysis
  • Innovation
  • Insects
  • Internet
  • IT
  • JavaScript
  • Journalling
  • Korea
  • Korean
  • LAES
  • Languages
  • Learning
  • LinkedIn
  • Lithium
  • Living
  • LLMs
  • Logical Fallacies
  • Logistics
  • London
  • M&A
  • Market Entry
  • Market Research
  • Market Strategy
  • Marketing
  • Markets
  • Massless Batteries
  • Maths
  • MECE
  • Mechanical Batteries
  • Media
  • Meditation
  • Memories
  • Mental Blindspots
  • Mental Health
  • Mental Models
  • Micromobility
  • Mindset
  • Mobility
  • Modelling
  • Molten Metal
  • Molten Salt
  • Motivation
  • Motorbikes
  • Myopia
  • Natural Language Processing
  • Networking
  • Oceans
  • Oil
  • Open University
  • OpenPLC
  • Operational Technology
  • Opportunity
  • Opportunity Cost
  • Personal Development
  • Personalities
  • Plants
  • Plastic
  • Policy
  • Politics
  • Pollution
  • Porter's Five Forces
  • Product Analysis
  • Product Design
  • Product Management
  • Productivity
  • Projects
  • Psychology
  • Public Transport
  • Pumped Hydro
  • Purchase Analytics
  • Python
  • Random Forest
  • Reasoning
  • Recycling
  • Regex
  • Regression
  • Relationships
  • Renewable Energy
  • Sales
  • Samsara
  • Sand Batteries
  • Scooters
  • Scripting
  • Security Monitoring
  • Segmentation
  • Sentiment Analysis
  • Sex
  • Shared Mobility
  • Silver
  • Society
  • Sodium
  • Solar
  • SQL
  • STEEPLE
  • Stocks
  • Strategy
  • Structure
  • Success
  • Supply Chain
  • Sustainability
  • SWOT
  • Theories
  • Thermal Batteries
  • Thoughts
  • Time Management
  • Time Series
  • Traffic
  • Transmission Networks
  • Trauma
  • Travel
  • Trees
  • TryHackMe
  • V2G
  • Valuation
  • Value Chain
  • Value Proposition
  • Value Proposition Canvas
  • Vanadium
  • Vertical Farming
  • War
  • Water Batteries
  • Wealth
  • Wind
  • Work
  • YouTube
  • Zinc Bromine
  • 한국어
  • 한국어로
Hero Image
Customer Analysis Part II: Classification

This is part two of a multi-part series. Part one, segmentation and clustering, can be found here. Code for this section can be found in the repo: https://github.com/jamesdeluk/data-science/blob/main/Projects/customer-analysis/ca2-classification.ipynb Intro Great, we have our customers clustered! But, hopefully, over time, we’ll gain more customers, and they’ll need to be assigned to an existing cluster. This is called classification. There are a few techniques for doing this. First, let’s remind ourselves what our current clusters look like by grouping the data and finding the means, as we did in part one:

  • Data Science
  • Data Analysis
  • Classification
  • Customer Analysis
  • Python
Monday, November 18, 2024 | 19 minutes Read
Contact me:
  • james@gibbins.me
  • jamgib

Home page image source: me