Productionize the AI and ML algorithm in Cloud Environment | Deepak Karunanidhi | Conf42 CN 2024

Read the abstract ➤ https://www.conf42.com/Cloud_Native_2024_Deepak_Karunanidhi_development_productionize_cloud Other sessions at this event ➤ https://www.conf42.com/cloud2024 Support our mission ➤ https://www.conf42.com/support Join Discord ➤ https://discord.gg/DnyHgrC7jC Chapters 0:00 intro 0:24 preamble 1:39 development phase of ml algorithm 6:07 natural language processing tasks 6:50 natural language processing : the concept 8:29 hugging face 11:32 use case 1 - example - text classification 12:03 mlflow 14:01 ml model experiments 14:52 model development without mlflow 15:23 mlflow tracking api: simple & pythonic! 16:15 model training framework 17:59 hugging face fine tuning nlp... 19:18 model evaluation 20:33 pytorch serving - ml models 22:13 productionizing in aws cloud 24:54 thank you