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Botorch Alternatives
Similar projects and alternatives to botorch
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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botorch reviews and mentions
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botorch VS SMT - a user suggested alternative
2 projects | 6 Dec 2023
- BoTorch – Bayesian Optimization in PyTorch
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[D] Uncertainty estimation with calibration set (with MC Dropout)
The true answer for this is modelling the problem bayesian in the first place using, for example, https://botorch.org/ and https://gpytorch.ai/.
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Bayesian Optimization Book
Yes, I'm using a binary outcome, since that's what I get from playing a game. To get probabilities I'd have to play a lot of games with the same settings/features/point and take the mean, but it seems that defeats the point of Bayesian optimization finding the best point to evaluate for each iteration.
The SPSA method seems to work quite well with binary outcomes. This is what I was trying to beat. Unfortunately I was never able to converge faster than SPSA (or even close to that) even increasing the number of samples.
I got some feedback form the botorch team back then: https://github.com/pytorch/botorch/issues/347#:~:text=thomas...
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A note from our sponsor - SaaSHub
www.saashub.com | 5 May 2024
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pytorch/botorch is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of botorch is Jupyter Notebook.
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