Home Up PDF Prof. Dr. Ingo Claßen
Data Science and Machine Learning for Business - DSML
Data Science and Machine Learning for Business
     General
          Intro
          Schedule
          Presentations
          Resources
     Python
          Python Introduction
          Numpy Introduction
          Pandas Introduction
     Visualization
          Diagram Types
          Amounts
          Distributions
          Proportions
          Associations
          Timeseries
          Miscellaneous
          Classroom Exercises
     Machine Learning
          Introduction to Machine Learning
          ML1
          Common Machine Learning Algorithms
          Categorical Feature Encoding
          Metrics in Machine Learning
          Tree-based Models
          Cross-Validation in Machine Learning
     SQL
          Relational Model
          Queries on a Single Table
          Joins
          Aggregations and Groupings
          Sub Queries
          Window Functions
     Data Models
          Company
          Playlist
          Foodmart
          Adventureworks OLAP
     Business Intelligence
          Overview
     AI Generated Reports
          Metrics in Machine Learning - Slides
          Metrics in Machine Learning
          Kaggle Competion Metrics
          Exploratory Data Analysis - Slides
          Exploratory Data Analysis
          Visualization Types and Uses - Slides
          Visualization Types and Uses
          Visualization Python Libraries - Slides
          Visualization Python Libraries
          Correlation in Machine Learning - Slides
          Correlation in Machine Learning
          Cross-Validation in Machine Learning - Slides
          Cross-Validation in Machine Learning
          Gradient Boosting vs Random Forest - Slides
          Gradient Boosting vs Random Forest
          Boosting Algorithms - A Comparative Analysis
          Kaggle Grandmaster Advice
     zzz
          Material