Agentic content generation with human-in-the-loop controls

RAG pipelines for context-aware few-shot generation

LangGraph-based multi-step agentic workflows

Content moderation & compliance-aware generation

Prompt engineering, leakage prevention, eval frameworks

LightGBM Ranker for hyper-personalized campaign selection

Multi-objective ranking: attribution, conversion, engagement

SHAP-based feature importance & model interpretability

Temporal stratification & custom evaluation methodologies

Multi-channel model design (email / push / SMS / WhatsApp)

End-to-end pCTR model development across multiple markets

Cross-banner data unification pipelines

Market-agnostic HyperOpt automated hyper-parameter tuning

MLFlow experiment tracking · proxy data strategies for data gaps

Enabled 3rd-party → owned platform migrations

LangChain + GPT-3.5/4 chatbots with low-latency streaming

Two-step LLM Chain framework outperforming ReAct

BERT-based intent recognition with automated retraining

Complex dialogue flow design with seamless context switching

Multi-client deployment with customizable bot personas

LSTM + attention model for medical code prediction from clinical notes

Multi-class multi-label classification on large imbalanced datasets

Document categorization for touchless pipeline automation

NLP on semi-structured clinical records

Real-time object detection, pose estimation, person classification

Alarm-based monitoring replacing manual camera feed review

Cybersecurity malicious activity detection via active learning

TFServing model deployment for production inference

Spark + Kafka real-time ETL pipelines at scale

Daily incremental feature pipelines with GCS integration

Spark UI profiling for cost & bottleneck optimisation

CI/CD for ML: unit tests, code coverage, pre-prod reviews

Automated scheduling & pipeline orchestration

Production KnowledgeBase with daily web crawling & indexing

Multi-source retrieval integrated with conversational AI

Vector-based semantic search for few-shot example retrieval

Context-aware query response generation

RAG evaluation frameworks with YAML-based rubrics