Clicketrie
Clicketrie t1_jacr62e wrote
Reply to [D] More stable alternative to wandb? by not_particulary
I work for Comet, but Comet has a super robust free tier. You can check out my public workspace with some runs of yolov5 here: https://www.comet.com/kristenkehrer/dogs-and-cats/view/new/panels
Tons of graphics, stores code, hyperparameters, metrics, data lineage, system metrics, etc, etc, etc
Clicketrie t1_j37zi1a wrote
Reply to Tracking keras experiments by liberollo
Comet has an integration with Keras (disclosure: I work for Comet). But it does exactly what you're looking for and it's super easy.
The Comet integration with Keras automatically logs the following items:
- Model and graph description.
- Steps and epochs.
- Metrics (such as loss and accuracy)
- Hyperparameters.
- Optimizer Parameters (such as the learning rate, beta decay rate, and more)
- Number of trainable parameters.
- Histograms for weights and biases.
Clicketrie t1_j2wigll wrote
Reply to comment by hollow_sets in [D] What do you do while you wait for training? by hollow_sets
Sure. If I see another MLE role I can share.. they always ask if I know anyone.
Clicketrie t1_j2tf1q4 wrote
I always retrained my models on Fridays so that I'd lose less time. Then I found that I always had enough administrative type tasks, meetings I'd put off, or training I'd like to do (training that I totally wouldn't take advantage of if it wasn't for the downtime), to get me to the end of the model training.
Just another thought, have you considered creating content for Reddit or LinkedIn? Obviously you created this post, but I mean educating others about what you're working on? My network is a huge piece of my career now, if I'm looking for a job I'm not applying places because I get a lot of inbound opportunities. It's tangential to work and will help you in your career (As long as you're not in finance or some other industry where people don't talk about their work).
Clicketrie t1_irakxge wrote
I think there's a lot of ways that low-code is going to augment ML too. Software like Roboflow and Comet ML used in conjunction with whatever you're building in python is sorta hybrid and I think there's a ton of opportunity for that. I think in general the more cookie cutter problems will be automated and there will always be a use case for the more innovative stuff.
Clicketrie t1_ira84ph wrote
Reply to [D] Podcasts by [deleted]
I have a livestream show called "The Cool Data Projects Show" where I interview practitioners in ML/DL/AI about projects they're working on and specifically it's about methodology, approach, issues, challenges, algorithms for actually doing the project.
Clicketrie t1_jeapcmv wrote
Reply to "[D]" Is wandb.ai worth using? by frodo_mavinchotil
At least with tools like Comet and W&B you have authentication and you can avoid logging anything you don't want logged. Mlflow has no authentication.