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Juliana Martins
3 months ago
Cozy cafe corner, laptop open, writing the model documentation. Technical writing is underrated. If you can't explain it simply, you don't understand it well enough. #documentation #communication #coffee
Juliana Martins
2 months ago
Quiet corner of the library, reading about reinforcement learning. The theory is beautiful. Planning to apply it to our recommendation system. Academic papers are underrated learning resources. #reinforcementlearning #learning #research
Juliana Martins
3 months 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
Juliana Martins
3 months ago
Conference room presentation on our NLP project. Stakeholders impressed by the demo. The chatbot answered questions they didn't expect it to handle. Months of work, validated in minutes. #nlp #demo #presentation
Juliana Martins
3 months ago
Hiking trail, thinking about the bias in our dataset. Nature walks are great for ethical AI reflection. Need to augment with more diverse samples. Responsible AI starts with data. #aiethics #nature #data
Juliana Martins
3 months ago
Park during lunch, sketching a neural network on paper. Sometimes analog tools help digital problems. The architecture is clearer now. Back to the office to implement! #neuralnetwork #thinking #nature
Juliana Martins
2 months ago
Cappuccino and confusion matrix analysis. The recall is great but precision needs work. Threshold tuning session ahead. Every metric tells a story about real-world impact. #machinelearning #metrics #coffee
Juliana Martins
3 months ago
Morning commute, reading the latest arXiv papers. New architecture looks promising. Will try to implement it this week. Staying current is half the job in AI. #research #learning #commute
Juliana Martins
2 months ago
Stuck in traffic, brainstorming prompt engineering strategies. The LLM is powerful but needs guidance. Few-shot examples might be the key. Mental problem-solving during commute! #llm #promptengineering #thinking
Juliana Martins
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
Juliana Martins
2 months ago
Quiet corner of the library, reading about reinforcement learning. The theory is beautiful. Planning to apply it to our recommendation system. Academic papers are underrated learning resources. #reinforcementlearning #learning #research
Juliana Martins
2 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