ML developer
For the retail project, it is necessary to develop a sales forecasting and optimization model.
The developer is required to have practical experience in the development and implementation of ML/AI projects and experience working with large data sets.
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226 Good day! Thank you for the inquiry — the task of building a forecasting and sales optimization model for retail sounds very specific. I have practical experience in developing and implementing ML/AI solutions and working with large datasets (ETL, feature engineering, production deployment, quality monitoring).
What I propose at the start:
a short data audit (sources, quality, gaps, seasonality, promo/price changes);
selection of the approach (classical: SARIMAX/Prophet/GBM; or DL/AutoML depending on the volume and frequency of data);
designing metrics (MAPE/SMAPE, uplift from optimizing assortment/discounts/inventory);
…
MVP with A/B validation and further implementation (API/dashboard).
If necessary, we will sign an NDA. To avoid overloading the chat and quickly agree on data, KPIs, timelines, and budget, I suggest moving to personal messages — please briefly send: how many stores/SKUs, forecast horizon, whether there is a history of promotions and stock levels. From there, I will quickly gather the brief and propose a work plan with deadlines.
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834 8 0 I have such work experience. But I need more details to understand what product you ultimately want. I need to see the knowledge base on which you want to train this model; if there isn't one, it needs to be created. We need to agree on the list of decision-making patterns for our model. We need to understand where the model should be integrated into the desktop application, whether it should be a website, or just some API that will be used by other programs in the future. Or should it be a set of solutions like a desktop application, API, website.
Please write to me to discuss the details.
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9351 20 0 1 Hello.
This is a very interesting task. I have experience with projects like this, where accurate sales forecasting based on big data is key.
To offer you the best solution, I need to clarify a couple of points:
How large are your data sets and what is their level of detail?
What exactly do you want to optimize? (For example, inventory management or pricing).
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3025 37 0 1 Hello. TensorFlow is suitable for you. How large is the database and how exactly do you want to forecast sales? For example, using machine learning to provide recommendations?
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258 Hey, Igor
I've read your requirement in more detail.
I've confident 300%...
I can finish your project perfectly.
I am ready to start right now.
Thanks.
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