Reduction in Cart Abandonment
Key Notes
- RCA
- External Factors
- Competitor Launches / Products
- Affected Customer Segment
- Macro Economic changes
- Seasonality
- User Journey in App
- Data Captured - Gender / Age
- Campaign related impacts
- No correlation to compaign
- Any product design changes
- Catalog and inventory analysis of the product
- Which product category etc. has the highest dip.
- Any partnership change or any merchant backed.
- Geographical distribution of the influx of users on the site like a flood, internet blackout
- Compare the pricing of the product with the competitors
- Ratings of the products getting moved out of the cart
Ref - Link
Solutions Architect
Key Notes
- Challenges, Business Goals, Tech Goals
- Feature / Product Demo
- Product Integration aspects
- Customer Success Stories
- Next Steps
Ref - Link
MLOps
Key Projects
- Loan scoring, Forecasting
- MLOps Pipeline - Data Collection, Ingestion
- Data cleaning + Feature Engineering
- Different models for different products
- Automate model selection / training steps
- Model Validation / Testing phase
Ref - Link
System Design for Recommendations and Search
Key Notes
- Batched - Store in DB, Precomputed, Refreshed, Key-value pairs
- Real-time - Time-sensitive content
Key Concepts
- Embedding creation of interests
- Features mapping
- Ranking / Retrieval
- Behavior logs - candidate sets - recommendations
- Top N neighbors, KNN, Indexes
Ref - link
Keep Exploring!!!
