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Please, stop logging your experiments in a .txt file

Luca Corbucci
February 20, 2024
23

Please, stop logging your experiments in a .txt file

Luca Corbucci

February 20, 2024
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  1. Luca Corbucci PLEASE, STOP LOGGING YOUR EXPERIMENTS IN A .TXT

    FILE A quick Intro to Weights & Biases
  2. WHAT IS WANDB? A platform for ML practitioners that can

    help simplify the development, monitoring and debugging of Machine Learning Models.
  3. WHAT IS WANDB? A platform for developers and researchers that

    can help simplify the development, monitoring and debugging of your experiments
  4. WHAT IS WANDB? These tools are open source and you

    can self-host WANDB on your machine A platform for developers and researcher that can help simplify the development, monitor and debugging of your experiments
  5. “Yeah, I know this platform but I’ve already started my

    project and I cannot waste time implementing this logging mechanism” Cit. Just a random person to whom I suggest using Wandb
  6. HOW WANDB CAN BE USEFUL IN MY WORKFLOW? Track your

    experiments: log all the metrics you need to analyse and keep track of
  7. Track your experiments: log all the metrics you need to

    analyse and keep track of Visualisation of the results: It automatically creates plots to visualise the results of your experiments HOW WANDB CAN BE USEFUL IN MY WORKFLOW?
  8. Track your experiments: log all the metrics you need to

    analyse and keep track of Visualisation of the results: It automatically creates plots to visualise the results of your experiments Tune your hyperparameters: the best hyper- parameters for your model are just a yaml file away HOW WANDB CAN BE USEFUL IN MY WORKFLOW?
  9. Track your experiments: log all the metrics you need to

    analyse and keep track of. Visualisation of the results: It automatically creates plots to visualise the results of your experiments. Tune your hyperparameters: the best hyper- parameters for your model are just a yaml file away. Results Reporting: easily create dashboard to report your results. HOW WANDB CAN BE USEFUL IN MY WORKFLOW?
  10. OTHER INTERESTING FEATURES Wandb Launch: automation of ML Workflow. Launch

    your experiment from WANDB on your machine LLMs Monitoring: monitor how users interact with your LLMs LLM Debugging: verify how your LLM changes during the training and identify errors Weave: An interactive solution to create ML & data apps (That I haven’t used yet)