Vishvdeep Dasadiya’s Post

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Gen AI | Data Science | Machine Learning Engineer | ML (Ops) stuff | Helping you build efficient AI Systems

TensorFlow has a comprehensive, flexible ecosystem of tools, libraries, and community resources that lets researchers push the state-of-the-art in #ML and developers easily build and deploy ML-powered applications. #MLflow has built-in support (we call it MLflow Tensorflow flavor) for Tensorflow workflow, at a high level in MLflow we provide a set of APIs for: ✅ 𝗦𝗶𝗺𝗽𝗹𝗶𝗳𝗶𝗲𝗱 𝗘𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁 𝗧𝗿𝗮𝗰𝗸𝗶𝗻𝗴: Log parameters, metrics, and models during model training. ✅ 𝗘𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁𝘀 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Store your Tensorflow experiments in MLflow server, and you can view and share them from MLflow UI. ✅ 𝗘𝗳𝗳𝗼𝗿𝘁𝗹𝗲𝘀𝘀 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁: Deploy Tensorflow models with simple API calls, catering to a variety of production environments. #machinelearning #mlflow #mlops #deployment

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