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I will build a demand forecasting or churn prediction ml model in python
AI ML Mobile Apps Web Development Software Engineering Projects
Hi, I’m Awais, a Project Consultant and Developer focused on building clean, practical, and submission-ready digital solutions. I help clients turn ideas into working products with strong structure, ...
Nível 2
Atendeu a critérios de alto desempenho e tem um histórico comprovado de atendimento às expectativas dos clientes.
Responde rapidamente
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Sobre este Serviço
Demand forecast or churn model ready in 3-5 days. Trained on your data, with accuracy metrics and API-ready Python code.
Message your use case for a free 12h audit.
I build production-ready machine learning models for specific business outcomes: forecasting, churn prediction, price optimization, anomaly detection, and lead scoring. Not generic notebooks- usable pipelines you deploy immediately.
What I deliver
- Clean, documented Python code (scikit-learn, XGBoost, PyTorch).
- Trained model file (ready to load and predict).
- Clear accuracy/performance metrics and interpretation.
- FastAPI wrapper (optional) for instant predictions.
- Jupyter notebook with preprocessing and training steps.
- Technical documentation (assumptions, limitations, next steps).
Quick turnaround
- 3 days for proof-of-concept (small dataset, baseline model).
- 5 days for optimized production model (hyperparameter tuning).
- 7 days for full pipeline (API, Docker, deployment guide).
Best for
- SaaS founders, e-commerce managers, agencies, and startups
What you need to start
- Clear goal, dataset, target metric, known variables, and business context
Order now or message for custom quote.
Meu portfólio
Perguntas frequentes
Do you work with messy or small datasets?
Yes. Small datasets (< 1k rows) need careful feature engineering; I'll tell you upfront if more data helps. Messy data = additional preprocessing time (+$100).
Can you improve my existing model?
Yes. If your current model underperforms, I can tune, debug, add features, reduce overfitting, or rebuild it. Send me the notebook or model file + performance metrics.
What if my dataset has privacy concerns?
I work under strict confidentiality. I do not store, share, or reuse your data.
Will I get the model code?
Yes. All packages include clean, documented Python source code. You own all deliverables.
Do you deploy the model for me?
Premium package includes deployment guide + FastAPI wrapper. I can assist with AWS/GCP setup for an extra fee.
How accurate will the model be?
Depends on data quality, complexity, and your domain. I'll give you honest scoping and realistic accuracy expectations upfront. '
Can you add the model to my SaaS product?
Yes. I provide FastAPI code, Docker image, and integration docs. You handle deployment; I provide technical support.
What framework do you use?
scikit-learn, XGBoost, TensorFlow, PyTorch, LightGBM, and Stats models depending on your use case. I pick what fits best.
