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Uzair Ahmad's Projects

computervision_detect_beverages icon computervision_detect_beverages

Computer Vision application in inventory management. Uses Object Detection from Facebook's Detectron 2 to identify beverages placed on supermarket shelves.

customer_churn_prediction icon customer_churn_prediction

Using predictive models to address the problem of Customer churn. Preventive strategy to distribute coupons to customers likely to churn..

email_marketing_causal_analysis icon email_marketing_causal_analysis

Statistical analysis to see effectiveness of email marketing campaign. Used regression, DoWhy & CausalML to calculate treatment effects. Feature importance & CATE, ITEs.

instagram_engagement_recommendation icon instagram_engagement_recommendation

Looking at Instagram posts, we recommend what factors drive engagement for a brand & recommend a strategy to increase engagement. Using object recognition from Google Vision, Natural language processing technique (topic modelling) and engagement data.

llama icon llama

Inference code for LLaMA models

optimization_montreal_busroutes icon optimization_montreal_busroutes

Looking at current bus stops in the Island of Montréal to recommend a routing strategy for a fleet of buses. Involves Mixed Integer Programming Optimization to get optimal routes and minimum number of buses to serve transportation requirements.

survival_analysis icon survival_analysis

Using USPTO Examiner's data, to see how long it takes for examiners to leave their jobs.

transformers icon transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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