Internship - Mid-term Forecast Algorithms with
il y a 1 jour
You will be integrated to the AI & Data Analytics team which main scope is to deliver transformational insights with value impact on all related businesses of Saint-Gobain.
The aim of this internship is to extend the scope of our current algorithms to mid-term and long-term predictions with important focus on interpretability of the results.
This could be achievable by investigating different machine learning (ML) and deep learning (DL) approaches in addition to auto-ML platforms (i.e Azure automated machine learning).
The results of this internship will be directly used operationally in the field, for example S&OP (Sales & Operations Planning) forecasts for the different supply chain of Saint-Gobain.
***
**Rôle & Missions**
- Read, present, and implement research papers in the relevant areas (time series forecast, S&OP forecasts, DL, ML, AutoML)
- Benchmark different type of algorithms to optimized metrics related to business KPIs
- Develop interpretable pipelines to be able to explain the reasons for a given forecast easily to the business
- Work closely with engineering teams to push innovative learning models to production
- Contribute to Saint-Gobain forecast product
**Technologies we use**
- Python
- Azure Machine Learning
- Forecasting libraries (e.g. Facebook Prophet, N-BEATS)
- Machine Learning Libraries
- Interpretability Libraries (e.g. SHAP, eli5)
- Deep Learning
**REQUIRED QUALIFICATIONS**:
- Being friendly and open to collaboration
- Good programming skills and familiar with Python/Git and open source tools
- Results oriented; with a motivation to have an impact on the field
- MS or equivalent in Machine Learning, Computer Science, Statistics or related fields
- Experience in time series is a plus
- Excellent communication skills.
- Student in 4th or 5th year of engineering school or university, specialized in Machine Learning, Computer Science, Statistics or related fields
**Additional Requirements**:
**CONTEXTE**
***
Saint-Gobain has its own forecasting projects which is currently more oriented for short term predictions.
**Who are we ?**:
Who we are, as Saint-Gobain:
At Saint-Gobain, our purpose is to 'Make the world a better home.' We, as Saint-Gobain, are a top global employer, a historical company in France and Europe, and a worldwide purpose-driven leader in the building materials industry and lightweight constructions. We have a long-term ambition to make our planet a better home. We are involved in building a more sustainable and inclusive world to help protect the environment and leave the world to future generations better than we found it.
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