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Prof. Dr. Ingo Claßen
Data Science and Machine Learning for Business - DSML
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DSML
General
Intro
Schedule
Presentations
Resources
Python
Python Introduction
Numpy Introduction
Pandas Introduction
Python Resources
Visualization
Diagram Types
Amounts
Distributions
Proportions
Associations
Timeseries
Miscellaneous
Classroom Exercises
ML
Intro
Metrics
Trees
SQL
Relational Model
Queries on a Single Table
Joins
Aggregations and Groupings
Sub Queries
Window Functions
Data Models
Company
Playlist
Foodmart
Adventureworks OLAP
BI
Overview
AI Reports
Metrics - Slides
Metrics
Kaggle Competion Metrics
EDA - Slides
EDA
Visualization - Slides
Visualization
Visualization Python Libraries - Slides
Visualization Python Libraries
Correlation - Slides
Correlation
Cross-Validation - Slides
Cross-Validation
GradBoost vs RF - Slides
GradBoost vs RF
Boosting Algorithms
Advice
zzz
Material
1
2
3
4
Data Science and Machine Learning for Business
General
Intro
Schedule
Presentations
Resources
Python
Python Introduction
Numpy Introduction
Pandas Introduction
Python Resources
Visualization
Diagram Types
Amounts
Distributions
Proportions
Associations
Timeseries
Miscellaneous
Classroom Exercises
Machine Learning
Introduction to Machine Learning
Metrics in Machine Learning
Tree-based Models
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