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I will build custom nlp pipelines
About this Gig
Unstructured text data is a goldmine. Let's transform your raw documents into strategic assets and automated business workflows.
I am Stanley, a Data Scientist with 4+ years of experience specializing in advanced Natural Language Processing (NLP). I build business-minded text intelligence solutions designed to solve operational bottlenecks, automate manual data processing, and uncover high-value market insights.
Core NLP Solutions I Provide:
- Text Classification & Automation: Tag emails, route support tickets, or filter documents.
- Information Extraction & NER: Extract names, prices, or product codes from PDFs and logs.
- Semantic Search & Vector Pipelines: Build smart search tools using BERT embeddings.
- Advanced Sentiment & Intent Analysis: Go beyond basic metrics to detect real customer intent.
Production-Ready Architecture:
- Custom Fine-Tuning: Tailor BERT or LLMs to specialized legal, financial, or medical jargon.
- REST API Integration: Wrap pipelines into high-performance FastAPI apps with webhooks.
- Performance Monitoring: Setup Data Drift tracking to ensure long-term model accuracy.
- Enterprise Documentation: Deliver clear architecture schemas and developer guides.
Expertise:
Classification
•
Sentimental analysis
•
Other
Programming language:
Python
Frameworks:
Scikit-learn
•
Keras
•
PyTorch
•
Panda
Tools:
Jupyter Notebook
•
TensorFlow
FAQ
What kind of business documents can your NLP pipeline process?
I can process almost any unstructured text data, including customer support tickets, emails, legal contracts, financial reports, survey responses, product reviews, and data scraped from the web.
Can your pipeline handle specialized industry jargon (Medical, Legal, Finance)?
Yes. Generic models often fail with specialized terminology. I can fine-tune deep learning models (like BERT variants) or open-source LLMs on your private datasets to ensure the pipeline captures the exact acronyms and context of your specific industry.
Can you turn the final NLP model into an API for my development team?
Absolutely. I can wrap the entire NLP pipeline into a lightweight, high-performance REST API using FastAPI. This allows your website, mobile app, or internal software to send raw text and receive real-time predictions in milliseconds.
