What I Offer
- Model Fine-Tuning
- Precise fine-tuning of ML/DL models to align with your domain-specific requirements.
- Hyperparameter Optimization
- Systematic tuning of learning rate, batch size, dropout, and more for optimal performance.
- Data Preprocessing & Augmentation
- Intelligent data cleaning, normalization, tokenization, and augmentation for robust training.
- Evaluation & Validation
- Comprehensive model testing (accuracy, F1, perplexity, etc.) with clear benchmarks and analysis.
- Frontend Integration (Optional)
- Want a UI? I also develop React.js frontends to visualize outputs, manage model interactions, or deploy your fine-tuned model as a web app.
Technologies & Frameworks
- Languages & Libraries
- Python, NumPy, Pandas, Scikit-learn, PyTorch, TensorFlow
- LLM & NLP Toolkits
- Hugging Face Transformers, OpenAI API, Ollama, LangChain
- Frontend
- React.js (with optional integration of API endpoints for model inference)
Use Cases I Support
- Custom Chatbots & Assistants
- Document & Knowledge Base Summarization
- Sentiment Analysis & Classification
- Medical, Legal, or Financial Model Adaptation
- Domain-specific Embeddings and Retrieval Models
- End-to-End LLM Applications with Web UI