You will get optimized transformer NLP models and deployment-ready outputs


Project details
As an ML Engineer, I build professional, state-of-the-art text classifiers using advanced models like DistilBERT, BERT, and RoBERTa.
Basic Plan: Delivers a high-quality, fine-tuned model artifact, ready for immediate inference via the Hugging Face Hub. Perfect for proof-of-concepts and simple integrations.
Standard Plan: Provides the complete, reproducible training pipeline. You receive the full Python source code, notebooks, and configuration files, giving you full ownership to retrain and adapt the model.
Premium Plan: An end-to-end, production-ready system. This includes a fully containerized (Docker) API with FastAPI, advanced performance optimization (ONNX, int8 quantization) for low latency, and unit tests for robust deployment.
IMPORTANT Contact Before Ordering
Please reach out before placing an order so we can assess your datasets size and complexity. Larger datasets require high-end GPU resources. The Standard plan runs on Google Colab Pro, while the Premium plan uses Colab Pro+ for more intensive workloads. Contacting me first ensures the compute setup is properly matched to your project.
Lets build powerful and efficient AI solution tailored your needs.
Basic Plan: Delivers a high-quality, fine-tuned model artifact, ready for immediate inference via the Hugging Face Hub. Perfect for proof-of-concepts and simple integrations.
Standard Plan: Provides the complete, reproducible training pipeline. You receive the full Python source code, notebooks, and configuration files, giving you full ownership to retrain and adapt the model.
Premium Plan: An end-to-end, production-ready system. This includes a fully containerized (Docker) API with FastAPI, advanced performance optimization (ONNX, int8 quantization) for low latency, and unit tests for robust deployment.
IMPORTANT Contact Before Ordering
Please reach out before placing an order so we can assess your datasets size and complexity. Larger datasets require high-end GPU resources. The Standard plan runs on Google Colab Pro, while the Premium plan uses Colab Pro+ for more intensive workloads. Contacting me first ensures the compute setup is properly matched to your project.
Lets build powerful and efficient AI solution tailored your needs.
Machine Learning Tools
BERT, ChatGPT, Keras, NLTK, NumPy, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, TensorFlowWhat's included
| Service Tiers |
Starter
$300
|
Standard
$650
|
Advanced
$800
|
|---|---|---|---|
| Delivery Time | 10 days | 14 days | 21 days |
Number of Revisions | 1 | 2 | 2 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 1 | 2 | 3 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code |
Frequently asked questions
About MD Ashik
AI & DL Engineer | ML, CV, Gen AI, Agentic AI, NLP
Dhaka, Bangladesh - 10:07 pm local time
I specialize in PyTorch and TensorFlow, delivering expert solutions in Computer Vision and Generative AI. My experience spans the full deep learning pipeline, from data preparation and fine-tuning to deployment.
My core expertise includes Deep Learning, Computer Vision, Generative and Agentic AI, and NLP with transformer-based models.
I deliver scalable, production-ready AI solutions tailored to your needs.
Steps for completing your project
After purchasing the project, send requirements so MD Ashik can start the project.
Delivery time starts when MD Ashik receives requirements from you.
MD Ashik works on your project following the steps below.
Revisions may occur after the delivery date.
What if I don't have a dataset?
That's not a problem. My Standard and Premium packages include custom dataset creation. We will work together to define the classes and requirements, and I will generate a high-quality synthetic dataset tailored to your specific use case.
Which model architecture (e.g., BERT, RoBERTa) will you use?
Model choice balances accuracy, speed, and cost. We start with efficient DistilBERT and scale up to stronger architectures like RoBERTa for Premium/complex jobs. Together we’ll pick the optimal model for your project.

