LAB - IMMERSE IN OUR Process: Steps in building an ML solution
1
2
3
4
5
6
Identify business problem
Develop hypothesis
Acquire + explore data
Build a
model
Train the model
Apply and
scale
LABORATORY: InSIDE OUR KITCHEN
YOUR TEAM TO BUILD ML MODEL AND PUT THEM INTO PRODUCTION
Data
Machine Learning
DATA ENGINEERING
Data Ingestion
Data Preparation
Data Storage
Data Cataloging
DATA ANALYSIS
Data Exploration
Data Preprocessing
Data Insights
MODEL DEVELOPMENT
Feature Engineering
Model
Training
Model
Registry
Model Evaluation
ML ENGINEERING
Model
Serving
Model
Deployment
(e.g. edge, microservice)
Model Monitoring
INSIGHTS ACTIVATION
Influence
business decisions
(e.g. reports, dashboards, alerting)
Influence
consumer decisions
(e.g. increase usage,
reduce churn)
Serve other
applications/services
Feature Store
Orchestration (e.g. data pipelines, ML pipelines, scheduling, CI/CD)
OR LEVERAGE ONE OF OUR PRE-BUILT ACCELERATORS: EXAMPLES OF Use Case/Industry
30+ Pre-designed Use Cases
by industry
by use case
Advertising and marketing technology
Education
Enterprise technology and software
Financial services
Healthcare
Manufacturing
Retail and consumer goods​
Communication service providers
Energy and utilities
State and local Government
Gaming
Life sciences
Media and entertainment
Federal government
Customer Lifetime Value
Customer Retention
Faster, More Accurate Demand Forecasting
Safety Stock Analysis
Alternative Data for Investing
Life Predictive Maintanance (IoT)
Quality of Service Video Streaming Analysis
Threat Detection at Scale With DNS Analytics
Digital Pathology Image Analysis
Reputation Risk
Rules-based AI for Financial Fraud Prevention
Building forward-looking intelligence with external data
Subscriber Churn Prediction
Recommendation Engines
Clinical Data Lake
Customer Segmentation
ESG Investing
Risk / Values at Risk Calculation
Ad Effectiveness w/Forecasting & Attribution
Disease Prediction
Anomaly Detection w/Geo Clustering
Transaction Enrichment
Product Matching with machine learning
Modernizing investment data platforms