Leveraging Tensorflow capabilities for model deployments with Tensorflow Lite in order to keep a light-weight application working on AWS. In #mlzoomcamp I learnt how to train, evaluate and deploy a single fashion model into AWS Lambda.
Now it is time to rigurously train a Convolutional Neural Network using a pre-trained model, Xception gave me a excellent performance, thanks to #mlzoomcamp I could learn how to avoid overfitting, analyze my models and evaluating them properly.
Applying the learnt in #mlzoomcamp for the mid-term project was a great milestone, I could learn not only how to apply ML to my specific problem but how to deploy my model to AWS ElasticBeanstalk.
How importante is to evaluate a ML model? in #mlzoomcamp I learnt different techniques to achieve more accurate predictions and a well-optimized model ready to production.
One more submission completed in Machine Learning Zoomcamp #mlzoomcamp In this one I could learn more about the foundations of Linear Regression from a linear algebra apporach.
Approaching the final project with newfound skills from #mlopszoomcamp! Implementing MLflow for efficient model tracking, Prefect for seamless workflows, and Lambda for real-time streaming. Excited to showcase my expertise and complete the project with confidence! 🚀
Just wrapped up Section 05 of the #MLOpsZoomCamp. Learned all about Prefect and Grafana for model monitoring metrics. Excited to apply these tools to enhance performance in my ML projects. Thanks for the incredible learning journey! #Prefect#Grafana#MLOps
🎉 Homework 4 on model deployment with Docker done and dusted. Excited to level up my MLOps skills at #MLOpsZoomCamp. Dockerizing models for seamless deployment is a game-changer! Huge thanks to my instructors for the knowledge boost. Onwards to more efficient model deployments!
Had an incredible time at #mlopszoomcamp! Just discovered the power of @wandb for tracking my models. 🚀 It's a game-changer!
With @wandb, I can easily log hyperparameters, metrics, and visualizations.
If you're into #AI and #MLOps, don't miss out on @wandb! 🎯✨ #mlopszoomcamp
Nice homework, I did not expect the Prefect capabilities regarding scheduling tasks and flows. Furthermore, I got surprised by seeing a report in my email.
Thanks #mlopszoomcamp