Searching the best prompts from our community
Discover the most effective Nlp prompts. High-quality templates curated by experts to help you get professional AI results.
Fine-tune BERT model for custom sentiment analysis. Steps: 1. Data preprocessing (tokenize, pad, mask). 2. Load pre-trained BERT model (Hugging Face Transformers). 3. Define custom classification head. 4. Configure optimizer (AdamW) and scheduler. 5. Implement training loop with validation. 6. Handl...
Reveal the hidden 'thinking' process of an LLM. UI shows: 1. Original User Query. 2. Internal Thinking steps (hidden from usual output). 3. Final Conclusion. Highlight keywords that triggered transitions between thoughts. Use a clean, educational layout to help debug prompt logic.
Build comprehensive NLP pipelines for text analysis, sentiment analysis, and language understanding tasks. Text preprocessing pipeline: 1. Data cleaning: remove HTML tags, normalize Unicode, handle encoding issues. 2. Tokenization: word-level, subword (BPE, SentencePiece), sentence segmentation. 3. ...
A tool to auto-generate Hugging Face model cards. Sections to include: 1. Model Description (Architecture, Parameters). 2. Training Data (Datasets used). 3. Evaluation Results (MMLU, HumanEval scores). 4. Intended Use and Biases. 5. Citation info. Minimalist layout with badges for 'Transformers', 'P...
Leverage big data for research insights using appropriate methods. Data characteristics: 1. Volume: large datasets requiring distributed computing. 2. Velocity: real-time or near real-time data streams. 3. Variety: structured and unstructured data from multiple sources. 4. Veracity: data quality and...
Generate 100,000+ high-quality training examples using LLMs. Features: 1. 'Seed data' input. 2. Variation logic (Rewrite, Summarize, Expand). 3. Self-correcting loop to remove bad samples. 4. Progress bar and cost estimator. 5. Download in JSONL/CSV format. Optimized for scale and diversity.
