Road map to use data science in the fashion retail industry –

• Python for Data Science –
  • Python Basic
    • Jupyter Notebook to Write Python Code
    • Google Colab to Write Python Code
    • What is Markdown?
    • How to import any package or module in python?
    • Keywords in Python Programming
    • Identifiers in Python Programming
    • How to write comments within Python code?
    • Statements in Python Programming
    • Variables in Python Programming
    • Data types in Python programming
    • String in Python Programming
    • Functions in Python Programming
    • Lambda function in Python Programming
    • Typecasting in Python Programming
    • if…else Statement in Python Programming
    • For Loops in Python Programming
    • While Loops in Python Programming
    • Modules & Packages in Python Programming
    • Datetime Module in Python Programming
    • Data Structures in Python Programming
  • Numpy – Python Library
  • Pandas – Python library
  • Matplotlib – Python Library
  • Seaborn-Python Library
• Statistics
  • Introduction to Statistics
  • Harnessing Data
  • Exploratory Analysis
  • Distributions and Central Limit Theorem
  • Hypothesis Testing
  • Correlation
• Machine Learning
  • Introduction of Machine Learning
  • Exploratory Data Analysis (EDA)
  • Data Preprocessing
  • Feature Engineering & Selection
  • Building Machine Learning Model
    • Supervised Machine Learning
      • Linear Regression
      • Logistic Regression
      • Ridge Lasso Regression
      • K-Nearest Neighbors(KNN)
      • Support Vector Machine (SVM)
      • Naive Bayes
      • Tree Based Algorithms
        • Bagging
        • Decision tree
        • Random Forest
        • GB_XGB_Boosting
    • Unsupervised Machine Learning
      • Clustering –
        • K-Means Clustering
        • DBSCAN Clustering
        • Hierarchical Clustering
      • Principal Component Analysis (PCA)
    • Time-Series-Analysis
  • Model Evaluation
  • Hyperparameter Tuning
  • Model Deployment
• Deep Learning
  • Artificial Neural Networks (ANN)
  • Convolutional Neural Networks (CNN)
  • Recurrent Neural Networks (RNN)
• Data Collection
  • SQL
• Application of Data Science in the Fashion Industry
  • Fashion Analytics
  • Data Analytics in Consumer-Driven Marketing
  • Data Analytics for Product Recommendation
  • Digital and Web Analytics in the Fashion Industry
  • Supply Chain Analytics for the Fashion Industry
  • Integrated Demand Forecasting in the Fashion Industry
  • Pricing Analytics for the Fashion Industry
  • Data Analytics in Store Localization and In-store Optimization
  • Artificial Intelligence for Predicting Fashion Trends
  • Use Image Recognition for Market Intelligence in the Fashion Industry