Time Series
Visual Components
Dependencies
The Basics of Synthesis
Solutions
Data Insights through Statistical Analysis
Textual Trends
Statistics in Business
Understanding Feature Engineering 
Date/
Time Features Features that represent temporal information, which can be broken down into components such as year, month, day, etc
...Aggregation: Combining multiple features into a single feature, often used in time
series data to summarize trends
...
Analyzing Patterns with Predictive Tools 
Time Series Analysis: Techniques for analyzing time-ordered data points to identify trends and seasonal patterns
...
Visual Components 
Line Chart Displays information as a
series of data points connected by straight line segments
...Showing trends over
time ...
Dependencies 
Temporal Dependencies: These dependencies occur over
time, where the value of one variable at a specific time depends on its values at previous times
...Time
Series Analysis Analyzes data points collected or recorded at specific time intervals
...
The Basics of Synthesis 
Wavetable Synthesis Utilizes a
series of waveforms stored in a table, allowing for dynamic changes in timbre over
time ...
Solutions 
Drag-and-drop interface, real-
time data analysis Power BI A business analytics service by Microsoft that provides interactive visualizations
...Time
series analysis, regression models 2
...
Data Insights through Statistical Analysis 
Comparative studies, performance analysis
Time Series Analysis Analyzes data points collected or recorded at specific time intervals
...
Textual Trends 
Sentiment Analysis: Assessing the emotional tone behind a
series of words to gain insights into customer opinions
...Key advancements include: Machine Learning Algorithms: These algorithms improve over
time as they process more data, leading to better predictions and insights
...
Statistics in Business 
Time Series Analysis: Techniques for analyzing data points collected or recorded at specific time intervals
...
Analytics Practices 
Key Techniques Regression analysis
Time series analysis Machine learning algorithms Common Tools Used Tool Purpose IBM SPSS Predictive analytics and statistical analysis RapidMiner Data science and machine
...
Selbstständig mit einem Selbstläufer 
Der Weg in die Selbständigkeit beginnt mit einer Geschäftsidee und nicht mit der Gründung eines Unternehmens. Ein gute Geschäftsidee mit innovationen und weiteren positiven Eigenschaften wird zum "Geschäftidee Selbstläufer" ...