Healthcare Analysis
Predictive Insights
Supervised
Text Analytics for Predictive Modeling
Big Data Innovation
Business
Text Enrichment
How Machine Learning Transforms Business Analytics
Retrieval 
Latent Semantic
Analysis Identifies relationships between terms and concepts in unstructured data
...Healthcare: Medical professionals can retrieve patient records and relevant research articles to inform treatment decisions
...
Realizing Business Opportunities Through Data 
2 Step 2: Data
Analysis Once data is collected, it needs to be analyzed to extract meaningful insights
...2 Company B:
Healthcare Sector Company B implemented prescriptive analytics to optimize patient care
...
Predictive Insights 
Data Processing: Cleaning and organizing data to ensure accuracy and reliability for
analysis ...Healthcare Predicting patient outcomes and optimizing treatment plans
...
Supervised 
Email filtering, image recognition, sentiment
analysis Regression A task where the output variable is a continuous value, such as price or temperature
...of Supervised Learning Supervised learning has a wide range of applications across various industries, including:
Healthcare: Predicting disease outcomes, diagnosing conditions, and personalizing treatment plans
...
Text Analytics for Predictive Modeling 
Text Preprocessing: Cleaning and preparing the text data for
analysis, which includes tokenization, stemming, and removing stop words
...applications include: Industry Application
Healthcare Predicting patient outcomes based on clinical notes and patient feedback
...
Big Data Innovation 
Data Warehousing A central repository for integrated data from multiple sources, optimized for
analysis and reporting
...Applications of Big Data Innovation Big Data Innovation has found applications across various industries, including:
Healthcare: Analyzing patient data to improve treatment outcomes and operational efficiency
...
Business 
One of the emerging areas in business is business analytics, which utilizes data
analysis and statistical methods to enhance decision-making processes
...Healthcare: Predicting patient outcomes and optimizing resource allocation within hospitals
...
Text Enrichment 
data sources Extracting key information Enhancing text with additional context Structuring the enriched data for
analysis 2
...Healthcare: Enriching patient records with additional data to improve diagnosis and treatment plans
...
How Machine Learning Transforms Business Analytics 
Customer Behavior
Analysis: Understanding purchasing patterns to tailor marketing strategies
...Healthcare: Monitoring patient data for immediate intervention
...
Enhancing Reports with Data Visualization 
Faster Decision-Making: Data visualization enables quicker
analysis, allowing decision-makers to act rapidly based on insights derived from data
...Case Study 3:
Healthcare Analytics A healthcare provider adopted data visualization tools to monitor patient outcomes and operational efficiency
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Notwendiges Eigenkapital für die
Geschäftsiee als Selbstläufer 
Der Start in die eigene Selbständigkeit beginnt mit einer Geschäftsidee u.zw. weit vor der Gründung des Unternehmens. Ein gute Geschäftsidee mit neuartigen Ideen und weiteren positiven Eigenschaften wird zur
"Selbstläufer Geschäftsidee". Hier braucht es dann nicht mehr besonders viel, bis sich ein grosser Erfolg einstellt ...