Projects
Detailed breakdowns of production ML systems, infrastructure, and applications I've built.
All
ML Infrastructure
Computer Vision
LLM / GenAI
Pricing & Revenue
Platform
Dynamic Pricing System
Pricing & Revenue
ML-based revenue optimization for vacation rentals
$475M+
Revenue Managed
1,240
Properties
67
Features
0.70-0.75
Model R²
Featured Image Reranking System
Computer Vision
ML-powered image selection for 18x CTR improvement
18×
CTR Uplift
49M+
Impressions
53%
Win Rate
1,177
Properties
Image Attribute Extraction
Computer Vision
Zero-shot visual understanding at scale
~0.9
F1 Score
200K+
Images
100+
Attributes
8
Clients
ML Infrastructure Library
ML Infrastructure
Company-wide ML foundation serving 589 datasets
589
Datasets Served
v0.1.18
Package Version
8+
Modules
488K+
LOC
Ask A Metric (NL→SQL)
LLM / GenAI
Natural language database queries with 90% cost reduction
90%
Cost Reduction
200+
Daily Queries
-90%
Response Time
3
Models Tested
Production ML Orchestration
ML Infrastructure
99.9% uptime across 966 DAG files
99.9%
Uptime
966
DAG Files
57
Commits
589
Client Datasets
Visual Similarity Recommender
Computer Vision
14% revenue per impression boost
14%
RPI Boost
1M+
Relationships
1,032,221
Similarity Records
Multi-modal Product Matching
Computer Vision
P@1=0.91 on noisy e-commerce catalogs
~0.91
P@1
~0.96
Recall
60%
Cost Reduction
120K+
Labels
Subway India Support Platform
Platform
WhatsApp-based enterprise support for 1,065 stores
1,065
Stores
81%
Adoption
11K
Tickets
362K+
Messages
GenAI Character Consistency
LLM / GenAI
LoRA-based visual content for movie marketing
92%
Facial Similarity
75%
Time Saved