What is AutoML/AutoAI? Learn in 60 seconds
Sundaravelu (Sundar) Shanmugam
Global Technology and Innovation Leader - Data & AI Consult at Kyndryl
To learn AutoML/AI, watch the 40 seconds video below which exhibits my 18 months old son's nature gifted AutoHL (Auto Human Learning) / AutoHI (Human Intelligence).
In AutoML/AutoAI we try to emulate the milleniums worth of human evolution that we saw in the video through machines. Now spend next 20 seconds reading the AutoML process topics below and you are done.
AutoML is AI infused end-to-end processing of Machine Learning right from Data preparation to deployable ML/AI. It generally consists of following automated steps, not every is mandatory and in some cases we may need more steps:
1. Data preparation
2. Data Profiling
3. Feature selection
4. Feature extraction
5. Model/algorithm selection
6. Model training
7. Model performance & monitoring
8. Model evaluation
9. Hyperparameter tuning/optimization
10. Results confirmation against target / expected outcomes.
Are you able to relate all the to the video now? If yes, Congrats, you learnt AutoML/AutoAI.
Vice President at BNY Mellon - Big Data Practitioner | Observability | Ex - IBMer | Mechanical Engineer | Data Engineer | Big Data Specialist | Executive MBA | PGDIT
4 年Ha ha good correlation
vCISO|Cloud & Container Security|Security Architecture|Threat Modeling|DevSecOps|Cyber Defence|OSCP
4 年Nice Article Sundar!