AI is changing the way we work, entertain, live, and connect.
by Sarosh Bhatti
Aviation Enthusiast - Strategist - Analyst - Forecaster and Planner
October 4, 2024
Several organizations have started their journey toward developing their ML models. The journey can be challenging but to make it easy @Deepak Bhardwaj has outlined the following steps with a structured approach towards the development of AI models.
๐ ๐๐๐ญ๐ ๐๐ง๐ ๐๐ฌ๐ญ๐ข๐จ๐ง: Collect data from various sources.
๐ ๐๐๐ญ๐ ๐๐ซ๐๐ฉ๐๐ซ๐๐ญ๐ข๐จ๐ง: Preparing data for analysis. โณ Validate: Ensure data is correct. โณ Clean: Remove errors and inconsistencies. โณ Standardise: Make data uniform. โณ Curate: Organise data effectively. โณ Anonymise: Protect personal information.
๐ ๐๐๐ญ๐ ๐๐๐ค๐ & ๐๐๐ฅ๐ญ๐ ๐๐๐ค๐: Store raw and processed data.
๐ ๐ ๐๐๐ญ๐ฎ๐ซ๐ ๐๐ง๐ ๐ข๐ง๐๐๐ซ๐ข๐ง๐ : Create useful data features. โณ Extract Features: Select essential data points. โณ Split Dataset: Divide data for training and testing.
๐ ๐๐จ๐๐๐ฅ ๐๐ซ๐๐ข๐ง๐ข๐ง๐ : Develop and refine models. โณ Code: Write algorithms. โณ Train: Teach models using data. โณ Evaluate model performance. โณ Optimise: Improve model accuracy.
๐ ๐๐จ๐๐๐ฅ ๐๐๐ ๐ข๐ฌ๐ญ๐ซ๐ฒ & ๐๐๐ฉ๐ฅ๐จ๐ฒ๐ฆ๐๐ง๐ญ: Manage and deploy models. โณ Package: Bundle models for deployment. โณ Containerise: Use containers for consistency. โณ Deploy: Implement models into production.
๐ ๐๐ง๐๐๐ซ๐๐ง๐๐ ๐๐๐: Provide real-time predictions.
๐ ๐ ๐๐๐ญ๐ฎ๐ซ๐ ๐๐ญ๐จ๐ซ๐: Manage reusable data features.
