Science of ML

LDA

• A Scientific Deep Dive Into SageMaker LDA
• Introduction
• Setup
• Data Exploration
• Training
• Inference
• Epilogue

Linear learner

• Build multiclass classifiers with Amazon SageMaker linear learner
• Train faster, more flexible models with Amazon SageMaker Linear Learner

Neural topic modeling (NTM)

• Amazon SageMaker Neural Topic Model now supports auxiliary vocabulary channel, new topic evaluation metrics, and training subsampling
• Conclusion

Streaming median

• Streaming Algorithms in Machine Learning