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| Title | 1 |
| Outline | 2 |
| Introduction | 4 |
| Sensor Localization: Home Mapping | 36 |
| Sensor Localization: Maximum Coverage | 55 |
| System Infrastructure: Audiosockets | 70 |
| Speaker Identification | 92 |
| Speaker ID: Motivation for FSL | 94 |
| Speaker ID: x-vector systems | 105 |
| Speaker ID: Few-Shot Learning | 107 |
| Speaker ID: Detection of New Classes | 122 |
| Speaker ID: Adaptive Few-Shot SpkrID | 150 |
| Speaker ID: Online FS Problem Setup | 156 |
| Speaker ID: Exp1 Baseline | 172 |
| Speaker ID: Exp2 41min Cov | 176 |
| Speaker ID: Exp3 5s Cov Adapt | 187 |
| Speaker ID: Exp4 Alg Stats | 196 |
| Speaker ID: Exp5 5s Cov Adapt + AlgStats | 212 |
| Speaker ID: Exp6 5s Cov Adapt + AlgMean | 216 |
| Speaker ID: All results | 219 |
| Real-Time Platform | 224 |
| Ending | 239 |
| Final Slide | 242 |
| Acknowledgements | 243 |
| Supplemental Questions | 244 |
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smart-home intro t-SNE Using 41min min Covariance as ModelCov