AI Model Implementation
AI Model Implementation
This (typically) multi-week engagement defines and builds a custom AI model specifically to address your business needs. Models can be built using no-code/low-code tools or directly in Python or Jupyter. Costs can be minimized by using open source packages like Tensorflow, PyTorch, Spark, scikit-learn, MLflow and others (if desired). The final result is a high-quality, working AI Model to solve your specific business problem.
While each project is unique, the high-level process is generally:
- Discuss project requirements and aspirations with stakeholders to understand the business value, business goal and relevant business context.
- Provision data.
- Exploratory Data Analysis (EDA) to find important patterns.
- Construct and train the AI model.
- Review results with stakeholders.
- Refine and iterate on requirements and training (as needed).
- Deliver all source code, datasets, documentation and executables.
- Work with client's team to get them up to speed so they can continue the model's evolution (if needed).
- Deploy to production.
We have worked in a wide variety of industries, implementing a wide variety of AI models:
- Keeping elders safe in their homes by converting low-level sensor signals to high-level human behaviors in Spark
- Build AI models against large knowledge graphs for genetics and eldercare.
- Match and rank resumes to job descriptions.
- Educate Intellectual Patent attorneys about AI.
- Analyze football videos.
- Predict urban traffic in a European city.
- Predict metrics in financial markets.
- Detect anomalies in electrical power equipment using edge computing.
- Use Generative AI for news synthesis.
- Predict patient behavioral health risk.
- Characterize wireless signals.
Dr. Scott Gerard, a certified Distinguished Data Scientist with decades of deep expertise in the IT industry, personally runs each engagement. Engagements are completely or mostly remote. Contact us at Info@KnowledgeReactor.aito discuss your needs.
Mention Discount Code "AI4" for AI4 attendees to get for 20% off for first 3 months for contracts signed in August.
