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Dylan Campbell
3 months ago
Collaborative workspace, three data scientists, one Jupyter notebook. Ensemble methods discussion over lunch. The combination of models outperforms any single one. Diversity wins again! #datascience #teamwork #ensemble
Dylan Campbell
3 months ago
Sunset over the city, model finally deployed. Six months from research to production. The API is handling real requests now. Watching inference logs is oddly satisfying. #deployment #mlops #success
Dylan Campbell
2 months ago
Morning yoga, then model evaluation. Clear mind for clear analysis. The precision-recall tradeoff is where we need to focus. Business requirements should guide the threshold. #evaluation #metrics #morning
Dylan Campbell
20 days ago
Standing desk, dual monitor setup, TensorBoard on one, code on the other. The learning curves are converging nicely. Three more hours and we'll have a production-ready model. #tensorflow #training #office
Dylan Campbell
19 days ago
Garden bench, laptop balanced, fine-tuning a BERT model. The birds don't care about transformers. Fresh air makes hyperparameter tuning less tedious. Nature office for the win! #nlp #bert #nature
Dylan Campbell
2 months ago
Office whiteboard covered in neural network diagrams. Explaining attention mechanisms to the new intern. Teaching reinforces understanding. The lightbulb moment on their face was priceless. #deeplearning #teaching #office
Dylan Campbell
2 months ago
Traffic jam, perfect time for the ML podcast backlog. Discussed episode with colleague later. Community knowledge sharing is accelerating the field. We're all learning together. #learning #community #traffic