I Will Build a Custom NLP or Machine Learning Model in Python

If your project demands more than a generic template — if you need a model that genuinely works on your data, is properly fine-tuned, and comes with clean code you can actually use — this is the service for you.

I am a London-based data scientist holding a Master's degree in Big Data Analytics and Smart Systems, with three years of hands-on experience delivering machine learning and NLP solutions. Every project I take on is built from scratch to match your specific dataset, objectives, and constraints.

**What I Can Build For You**

My work spans the full breadth of modern data science and natural language processing. On the machine learning side, I cover supervised and unsupervised learning, classification, clustering, regression, time series analysis, and thorough model evaluation. For NLP, I handle text preprocessing, text generation, summarisation, chatbot development, question generation, duplicate question detection (including Arabic-language tasks), and story generation.

I work with the leading word embeddings and transformer architectures — BERT, GPT, Word2Vec, FastText, GloVe, TF-IDF, and ELMo — and can fine-tune large language models including BERT, AraBERT, T5, GPT-2, LLaMA 2, LLaMA 3, DistilBERT, RoBERTa, mBART, Jais, and Qwen2.5. I also build RAG (Retrieval-Augmented Generation) systems and apply dimensionality reduction techniques such as PCA, LDA, AFC, MCF, and UMAP.

For statistical analysis, I apply ANOVA, Chi-Square, T-tests, and correlation analysis. My toolkit includes TensorFlow, PyTorch, Keras, Scikit-Learn, Pandas, NumPy, Matplotlib, Hugging Face, LangChain, Streamlit, Docker, and Ollama.

**What Every Order Includes**

Regardless of tier, every delivery includes thorough research, full data preprocessing, model creation and fine-tuning, clean and commented source code, and complete model documentation. Higher tiers add model validation and testing, additional revisions, and extended delivery time to accommodate larger or more complex scopes.

**Who Is This For?**

This service suits researchers needing NLP pipelines for academic work, startups building intelligent features into their products, analysts who need statistical modelling beyond spreadsheets, and developers who want a working, documented codebase they can maintain and extend.

**Why Work With Me?**

Rapid responses, premium-quality code, and flexible scoping — I will always communicate clearly if your project requires anything beyond what is outlined, and I will not start work until I fully understand your requirements.