Akash Sharma
AI Engineerat Revsure AI
I build production ML systems that convert complex data into reliable business decisions — owned end-to-end, shipped at scale.
4+ years across forecasting pipelines, attribution models, marketing mix modeling, and ML infrastructure.
~52%
MAPE Reduction
Booking model error reduced through forecast category feature engineering
~80%
Compute Time Reduction
Modeling pipeline time reduced from 5–6 hours to 1 hour via parallelization
25
Production ML Systems
End-to-end ML systems shipped across 4+ years on a single B2B SaaS platform
~15%
Pipeline Increase
Pipeline grew while cutting channel spend ~50% via marketing mix response curve analysis
Selected Work
Flagship AI Systems
Four flagship AI systems from 25 production ML projects — forecasting, attribution, marketing science, and pipeline intelligence.
Revenue Forecasting Platform
Production ML system predicting pipeline and booking outcomes at daily frequency across current and future quarters.
~52%
MAPE Reduction
4+
Quarter Horizons
Daily
Scoring Frequency
Marketing Mix Modeling Platform
Full-stack marketing attribution and budget optimization platform—from raw channel spend to response curves and scenario planning.
1000+
Feature Scale
0%
Cascade Drift (fixed)
14+
Edge Cases Resolved
Multi-Touch Attribution System
Probabilistic multi-touch attribution using Markov Chain removal-effect modeling — crediting each channel based on its actual influence on conversion probability across the full customer journey.
Daily
Attribution Scoring
2-Tier
Model Architecture
6
Funnel Stages Covered
Full Pipeline Projection Engine
Central projection system integrating 8+ ML model families into a single daily revenue forecast across four quarter horizons.
8+
ML Model Families
4
Quarter Horizons
Daily
Scoring Frequency
Core Competencies
What I Bring
Skills built through years of owning production systems end-to-end, not just training models.
Time-Series Forecasting
Expert · 4+ yrs
Marketing Mix Modeling
Expert · 3+ yrs
XGBoost / scikit-learn
Expert · 4+ yrs
Model Explainability (SHAP)
Expert · 3+ yrs
Attribution Modeling
Expert · 4+ yrs
PySpark / BigQuery
Advanced · 2+ yrs
Let's Connect
Let's talk
I'm looking for senior AI engineering and applied ML roles where I can own production systems end-to-end. I respond fastest on LinkedIn.