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Ling Zhou
19 days 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
Ling Zhou
2 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
Ling Zhou
1 month ago
Friday retrospective in the meeting room. Three successful model deployments this month. Team is hitting their stride. Celebrated with cake. Small wins deserve recognition! #team #success #friday
Ling Zhou
2 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
Ling Zhou
3 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
Ling Zhou
28 days ago
Team breakfast discussing data labeling strategies. Good annotations are expensive but essential. Decided to invest in quality over quantity. Garbage in, garbage out applies to AI too. #data #quality #teamwork
Ling Zhou
1 month 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
Ling Zhou
2 months ago
Coffee break turned into architecture debate. Transformers vs traditional models for our use case. Both have merits. Decided to A/B test. Let the data decide! #architecture #transformers #coffee
Ling Zhou
4 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
Ling Zhou
2 months ago
Morning espresso while watching the training loss decrease. 50 epochs in, validation metrics looking promising. The overnight GPU session was worth it. ML requires patience and coffee. #machinelearning #training #coffee
Ling Zhou
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
Ling Zhou
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
Ling Zhou
3 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