The AI Model development lifecycle
AI model development involves multiple stages that interconnect to each other.
- Identify the business problem. Instead of asking how to improve your artificial intelligence, ask how to improve your business.
- Identify and collect data. Identifying the correct data is vital to ensure model accuracy and relevance.
- Preparing the data.
- Model building and training.
- Model testing. The model is trained and tuned using the training and validation data sets.
- Model deployment. Once the model is tested with different datasets, you will have to validate model performance using the parameters from Step 1.
19
46 reads
CURATED FROM
IDEAS CURATED BY
The idea is part of this collection:
Learn more about artificialintelligence with this collection
Find out the challenges it poses
Learn about the potential impact on society
Understanding the concept of Metaverse
Related collections
Similar ideas to The AI Model development lifecycle
Model deployment
Analyse if the KPIs and the business objective of the model are achieved. If the parameters are not met, consider changing the model or improving the quality and quantity of the data.
Before deployment:
- Ensure to measure and monitor the model performance continuously...
The ML workflow
To develop and manage a production-ready model, you must work through the following stages:
- Source and prepare your data.
- Develop your model.
Train an ML model on your data:
Train model
- Evaluate model accuracy
Tune hyper...
Phase 4: Nail the Business Model
- Your business model is the map of how you create value and deliver it to customers. In this phase, we will conduct financial analysis to verify business viability, launch your product and go-to-market strategy, and then develop a dashboard to monitor your progress forward.
Read & Learn
20x Faster
without
deepstash
with
deepstash
with
deepstash
Personalized microlearning
—
100+ Learning Journeys
—
Access to 200,000+ ideas
—
Access to the mobile app
—
Unlimited idea saving
—
—
Unlimited history
—
—
Unlimited listening to ideas
—
—
Downloading & offline access
—
—
Supercharge your mind with one idea per day
Enter your email and spend 1 minute every day to learn something new.
I agree to receive email updates