Smarten Augmented Analytics
Artificial Intelligence and Machine Learning Capabilities
The Smarten augmented analytics products are built on cutting-edge AI/ML technologies including:
- Machine Learning (ML)
- Generative Artificial Intelligence (GenAI)
- Deep Learning
- Natural Language Processing (NLP)
- Advanced Data Processing including Soundex, FTA, SMOTE
- A Wealth of Statistics, Algorithms and Hypothesis Testing Techniques
Artificial Intelligence (AI) and Machine Learning (ML) elements are embedded within the Smarten Platform and included in various modules and features to support Citizen Data Scientists and help users prepare data, achieve automated data insights and create, share and use predictive models.
The following is a partial list of Artificial Intelligence (AI) and Machine Learning (ML) elements included within the Smarten Product Platform.
- Automatic narration generation for any report, visualization, and interpretation generation for various models and insights
- Natural Language Processing (NLP) driven queries on datasets, to reveal context such as seasons, polarity, ranking, festivals, holidays, trends and many other aspects of natural queries
- Auto-recommendation of target column from the dataset
- Predictors impact on target column
- Recommendation of optimal predictor values based on target for prescription
- Auto-recommendation of best-fit algorithms
- Data quality observations including correlation and associations within datasets
- Automation and recommendations for Data Preparation:
- JOINs
- Sampling
- Outliers
- Clustering
- Semantic Datatype Identification
- Similar Sounding Data Value Identification
- Other Features for Data Preparation
- Key Influencer Analytics to understand interrelationships and impact of data columns with each other and target columns
- Sentiment Analysis This sophisticated analytical technique goes beyond quantitative questionnaires and surveys to capture the real opinions, feelings and sentiments of consumers, employees, and other stakeholders.
- SnapShot Anomaly Alerts SnapShot KPI monitoring and Auto Insights allows business users to quickly establish KPIs and target metrics and identify the Key Influencers and variables for the target KPI.
- Assisted Predictive Modeling and Auto Insights to create predictive models using self-guiding UI wizard and auto-recommendations
Cutting-Edge Artificial Intelligence (AI) and Machine Learning (ML) capabilities are representative of the innovative, relevant technologies used by the Smarten team to design and develop our augmented analytics products and to serve our clients with up-to-date, competitive products that ensure business success and user adoption.
Contact Us to find out more about our augmented analytics products and services and how we can help your business achieve Data Literacy, and support Citizen Data Scientist initiatives.
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