Madhusudan Kumar Email & Phone Number

Mumbai, Maharashtra, India

• Meta Tech Consultant***Team Leadership
• Managed 5+ member team of ML engineers and annotators, achieving 10% acceleration in projectmilestone delivery.*AI for Smart Glasses
• Spearheaded the design and development of scalable data generation service using LangChain, tailored to support diverse finetuning use case, leading to significant reduction in dataset (100K+ samples) delivery time.
• Designed and implemented robust evaluation framework, leveraging quantitative and qualitative metrics to assess large-scale data generation, resulting in enhanced dataset quality by 40% while reducing annotation time.
• Fine-tuned LLaMA 3 (8B) model on custom dataset, achieving 86% performance improvement in answering user queries in structured format and deployed containerized model for seamless company-wide access on Meta.
• Validated findings from research papers by conducting ablation study and identifying key gaps for investigation.

Mumbai, Maharashtra, India

• Knowledge Graph Generation with AI
• Built knowledge graph generation pipeline leveraging SpaCy, extracting 50+ cybersecurity labels and 20+ relationships from 2M+ semi-structured texts with 70%+ accuracy, reduced extraction time by using OpenAI and.
• Built and deployed distributed backend application using FastAPI, AWS Cognito, Docker and MongoDB, supporting a multi-screen product (15+) with extensive API integration (50+), ensuring seamless user experience.
• Deployed AWS pipeline using IaC, reducing management time by 70%, costs by 50%, and deployment time by 80%.

Mumbai, Maharashtra, India

Telecommunication- Led a team of 6 in designing a federated ML architecture for 10+fault and performance management use case across 5000+ sites,in partnership with data engineer, domain expert and solutionarchitect for swift response.- Headed client calls to ensure model transparency and explain-abilitywhile gathering requirements for ML solutions.

Mumbai, Maharashtra, India

Telecommunication- Proposed, designed & built Python package for integration of 24+ ML use cases across 4+ applications, reducing integration time by 60%.- Developed GUI application for end to end exploration of ML use cases by data scientist and domain expert alike.- Improved predictive maintenance by one day-ahead forecasting of faults (CORE & RAN).

Maharashtra, India

Education Startup- Data collection from various government sources to understand economical and social distribution of population to assess feasibility of our education model.

Chiba, Japan

- Explored linear diffusive coupled neurons (FHN coupled system) with heterogeneous external forcing to study pattern formation.- Conducted nonlinear stability analysis to obtain significant parameters & visualize their behavior near stability points to understand contribution to pattern formation.

Master Of Technology - Mtech, Mechanical Engineering

Reliability Analysis of Self-Aware Components on Network - Successfully designed process to predict the failure time of new installed.

Bachelor'S Degree, Mechanical Engineering

Position of Responsibility - Headed official video channel, leading a team of 6 conveners, creating 60+ videos and covering 35+ events.