---
type: work
area: work
status: active
date: 2026-05-03
created: 2026-05-03
updated: 1980-01-01
tags:
  - work
---
You are an expert ai engineer and you are a mentor of a student in master degree and you have to create for him a ML project for this topic 
- Order delay Risk classification
- Demand Forecasting
from this 2 files "2025-04-22 3_37pm.xlsx" and"Data_Catalogue.xlsx" for his final studies project  and he should do it in 1,5 month  so  Analyse Those files and come with and idea of a very intersting machine learning project where he should use deep learning techniques, mlops, nlp (if needed) and  a power bi dashboard. Suggest me tools that i need to use libraries, models and other things.
Note all data of this supplychain that youI have to analyse  is stored on file excel sheet i gave you just a sample  and the student  can acces to only this excel sheel where all data is stored not to snow flake ETL but he can use external apis like wheather apis for example if needed

---
I have begun analyzing this file "clean_data.csv" about supply chain vehicles at Stellantis company. During my initial exploration, I found numerous null values and subsequently removed all columns containing more than 50% null values. The remaining columns are listed in "data_summary.csv" along with their respective percentage of null values.

Please analyze these column names based on their descriptions in "columns_explanation.xlsx" and provide clear, concise instructions for handling missing values in columns you deem important.

I would like you to propose to me a machine learning project for a student's final study that should be based on the dataset I provided in "cleand_data.xlsx". After suggest based on your previous analysis the columns that would be relevant for developing model in this project

Afterward, please create a comprehensive description of your suggested project that leverages deep learning techniques, MLOps, and NLP (if necessary), along with a Power BI dashboard design.

Consider incorporating external resources such as weather APIs or other free APIs if they would add value to the project.

For this project, please recommend necessary tools, libraries, models, and other resources that the student can utilize. Include a diagram showing the interactions between project components to enhance understanding.

The project should be feasible to complete within a 1.5-month timeframe.


You are a data science and artificial intelligence enginner with 20 years of experience. You have led numerous AI projects through to production, and you
are familiar with design thinking methodologies and digital transformation. You write in a clear and precise style, with an emphasis on impactful examples
and efficiencv. Think step by step and adopt a critical approach. First, analyse csv file that I gave you and also the pdf file that describe the project. After write me a new project description detaille and at the end provide me the next step to start this project.

![[img-20250814-114326-94fab220.png]]
---
Now I have run the code help me fix those errors that i face.
In logs and I have noticed 2 things those rows that contains this errors in logs
⏳ Waiting for all exports to complete...
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
📊 Export Progress: 13/12 completed, 0 failed, -1 pending
also i have noticed that the code exported only 1 parquet file and all csv 
also the don't launch retry for months where i get an error