I will do machine learning and deep learning python projects
AI Engineer for RAG, Agents and Business Automation
About this Gig
Stockouts on your best sellers or too much inventory sitting unsold?
I will build a custom AI demand forecasting solution using your historical sales, orders, inventory, or operational data to help you plan future demand with more confidence.
Your solution can include:
- Sales and demand forecasting
- Inventory and order planning
- Time-series analysis
- Trend and seasonality detection
- ARIMA / SARIMA forecasting
- Prophet models
- XGBoost and machine-learning forecasting
- LSTM / GRU when suitable
- Model comparison and backtesting
- Forecast intervals and error metrics
- Multi-product or SKU forecasting
- Excel / CSV planning outputs
- FastAPI or database integration
- Automated forecasting pipelines
I do not force one algorithm onto every dataset. I compare appropriate methods against your historical data and select the approach based on validation performance and business requirements.
Please message me before Standard or Premium orders with a sample dataset, forecast target, data frequency and required forecast horizon.
Programming language:
Python
•
SQL
Frameworks:
Scikit-learn
•
Keras
•
PyTorch
APIs:
Other
Tools:
Jupyter Notebook
•
Colab
My Portfolio
Other Data Science & ML Services I Offer
FAQ
What can you forecast?
I can work with suitable historical time-series data such as sales, demand, orders, product usage, revenue volume, website traffic, operational metrics and similar measurable variables.
How much historical data is required?
It depends on the data frequency and seasonality. More historical observations generally help reveal recurring patterns. Send a sample before ordering if you are unsure.
Which forecasting models do you use?
Depending on your data, I may evaluate ARIMA/SARIMA, Prophet, XGBoost, LightGBM, regression-based models, LSTM/GRU or other appropriate forecasting approaches.
Do you automatically use LSTM or deep learning?
No. Deep learning is not always the best forecasting method. I compare approaches based on your data and validation results rather than choosing a model only because it is complex.
Can you forecast multiple products or SKUs?
Yes. Standard and Premium packages support multiple agreed series. Large catalogs or hundreds of SKUs should be discussed first for a custom scope.
How do you measure forecast performance?
Depending on the use case, I can use metrics such as MAE, RMSE, MAPE, WAPE or other suitable measures together with backtesting.
Can you guarantee future accuracy?
No forecasting system can guarantee exact future values. Accuracy depends on historical signal, data quality, external events and how stable the underlying demand pattern is.
1 reviews for this Gig
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Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
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M muna1212

Saudi Arabia
Ongoing collaborationI am thoroughly impressed with the exceptional quality of work delivered. The professionalism, attention to detail, and dedication to meeting deadlines are truly commendable. I highly recommend this service provider for any project requiring expertise and excellence.
$50-$100
Price
1 day
Duration
Helpful?
1 reviews for this Gig
| (1) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
M muna1212

Saudi Arabia
Ongoing collaborationI am thoroughly impressed with the exceptional quality of work delivered. The professionalism, attention to detail, and dedication to meeting deadlines are truly commendable. I highly recommend this service provider for any project requiring expertise and excellence.
$50-$100
Price
1 day
Duration
Helpful?

