I will build nlp models for sentiment analysis and text classification
About this Gig
Are you struggling to extract insights or build accurate NLP models from your text data?
I help businesses, researchers, and startups build high-performance NLP solutions for real-world applications like:
Sentiment Analysis
Text Classification
Fake News Detection
Chatbot/NLP pipelines
I dont just build basic models I deliver optimized, production-ready solutions.
What makes me different?
- Built a DistilBERT-based fake news detector (94% accuracy, 93% F1 score)
- Reduced inference time by ~60% compared to standard BERT
- Experience with real-world pipelines + FastAPI deployment
- Strong background in transformers, deep learning, and data preprocessing
️ What you will get:
Clean and structured data preprocessing
Custom NLP model (ML/DL/Transformer-based)
Model evaluation with clear performance metrics
Well-documented source code
Optional API integration (FastAPI)
Tools & Technologies:
Python, PyTorch, Scikit-learn, HuggingFace Transformers, FastAPI
Programming language:
Python
•
SQL
•
Colab
Frameworks:
Scikit-learn
•
Keras
•
PyTorch
•
Panda
APIs:
Other
Tools:
Jupyter Notebook
•
TensorFlow
•
MLflow
•
Colab
FAQ
Q1: What information do I need to provide to get started?
Please share your dataset (CSV, Excel, or any format), a description of your problem (classification, regression, etc.), and your expected output. The more details you provide, the better the results.
Q2: What if I don't have a dataset?
No worries! I can help you find a suitable public dataset or guide you on data collection. Just describe your problem and I'll suggest the best approach.
Q3: Which programming language and libraries do you use?
I primarily use Python with libraries like Scikit-learn, TensorFlow, Keras, Pandas, NumPy, and Matplotlib. All code is clean and well-commented.
Q4: Will I receive the source code?
Source code is included in the Standard and Premium packages. You can also add it to the Basic package as an extra service
Q5: Can you work with my existing model?
Yes! If you already have a model and need fine-tuning, optimization, or deployment, simply choose the relevant package or add-on service.
Q6: Do you offer revisions?
Yes — 1 revision for Basic, 2 for Standard, and 3 for Premium. I work until you're fully satisfied with the results.
Q7: How will you deliver the final work?
I will deliver a zip file containing the model, source code (if included), documentation, and a results report via Fiverr's delivery system.
Q8: Is my data kept confidential?
Absolutely. Your data and project details are 100% confidential. I do not share or reuse any client data under any circumstances.
Q9: Can you deploy the model on my preferred cloud platform?
Yes! I support AWS, GCP, and Heroku for cloud deployment. Just mention your preferred platform when placing the order.
Q10: What if I'm not satisfied with the delivery?
I offer free revisions within the package limit. If you're still not happy, I'm open to discussing a solution. Your satisfaction is my top priority

