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Python
peterychang edited this page Jul 9, 2019
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If pip install vowpalwabbit does not work the most likely reason is because of missing dependencies. In that case use the following instructions to build the package.
- Install vcpkg
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Install dependencies with vcpkg
vcpkg install zlib:x64-windows vcpkg install boost-system:x64-windows vcpkg install boost-program-options:x64-windows vcpkg install boost-test:x64-windows vcpkg install boost-align:x64-windows vcpkg install boost-foreach:x64-windows vcpkg install boost-python:x64-windows vcpkg install boost-math:x64-windows vcpkg install boost-thread:x64-windows
cd <repo_root>-
python setup.py --vcpkg-root C:\path\to\vcpkg install- Where
C:\path\to\vcpkgis the root directory of where you cloned vcpkg
- Where
- Home
- First Steps
- Input
- Command line arguments
- Model saving and loading
- Controlling VW's output
- Audit
- Algorithm details
- Awesome Vowpal Wabbit
- Learning algorithm
- Learning to Search subsystem
- Loss functions
- What is a learner?
- Docker image
- Model merging
- Evaluation of exploration algorithms
- Reductions
- Contextual Bandit algorithms
- Contextual Bandit Exploration with SquareCB
- Contextual Bandit Zeroth Order Optimization
- Conditional Contextual Bandit
- Slates
- CATS, CATS-pdf for Continuous Actions
- Automl
- Epsilon Decay
- CBify: Supervised to Contextual Bandit
- Warm starting contextual bandits
- Efficient Second Order Online Learning
- Latent Dirichlet Allocation
- VW Reductions Workflows
- Interaction Grounded Learning
- CB with Large Action Spaces
- CB with Graph Feedback
- FreeGrad
- Marginal
- Active Learning
- Eigen Memory Trees (EMT)
- Element-wise interaction
- Bindings
-
Examples and Demos
- Examples
- Logged Contextual Bandit example
- One Against All (oaa) multi class example
- Weighted All Pairs (wap) multi class example
- Cost Sensitive One Against All (csoaa) multi class example
- Multiclass classification
- Error Correcting Tournament (ect) multi class example
- Malicious URL example
- Daemon example
- Matrix factorization example
- Rcv1 example
- Truncated gradient descent example
- Scripts
- Implement your own joint prediction model
- Predicting probabilities
- murmur2 vs murmur3
- Weight vector
- Matching Label and Prediction Types Between Reductions
- Zhen's Presentation Slides on enhancements to vw
- EZExample Archive
- Design Documents
- Contribute: