Mukundan Madhavan

Software Engineer

Bengaluru, Karnataka, India16 yrs 2 mos experience
Most Likely To SwitchHighly Stable

Key Highlights

  • Expert in machine learning and deep learning solutions.
  • Led innovative projects in predictive modeling and anomaly detection.
  • Strong track record in patenting and publishing research.
Stackforce AI infers this person is a Machine Learning Engineer with expertise in Fintech and Tech industries.

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Skills

Core Skills

Machine LearningDeep LearningPredictive Modelling

Other Skills

AlgorithmsAnomaly DetectionBandwidth-Aware SchedulingCC++Image ClassificationKnowledge Graph EmbeddingsLog MiningPythonResearch

About

Machine learning engineer with strong expertise in both classical machine learning and deep learning. Proven track record of delivering ML-based solutions in multiple domains. -- I currently work as a ML lead in Google Search. In this role, I have led the construction of multiple state-of-the-art entity embeddings for the billions of entities present in Google's Knowledge graph. My projects have typically centred on using LLMs and LLM-based dual encoders under different architectures. Prior to this, I've worked ~5-year stints in Goldman Sachs and IBM Research India. At Goldman Sachs (Technology division), my work involved predictive modelling on infra-generated datasets (telemetry generated by networks/disks, application logs etc.). As part of this, I led the delivery of highly scalable capacity outage prediction frameworks, real-time anomaly detection systems and application log-mining systems. At IBM Research, I worked on various areas including image classification and bandwidth-aware scheduling for cellular traffic. I typically lead projects through their complete lifecycle from problem formulation, ML solution design to prototyping and productionisation. I also have a strong track record of patenting and publishing my work in peer-reviewed venues.

Experience

Google

Software Engineer

Oct 2021Present · 4 yrs 5 mos · Bengaluru, Karnataka, India

Knowledge Graph EmbeddingsDeep LearningMachine Learning

Goldman sachs

Data Scientist and Tech Lead

Jul 2015Nov 2021 · 6 yrs 4 mos · Bangalore

Predictive ModellingAnomaly DetectionLog MiningMachine Learning

Ibm

Research Sotware Engineer

May 2010Jul 2015 · 5 yrs 2 mos · Bangalore

Image ClassificationBandwidth-Aware SchedulingMachine Learning

Hewlett-packard laboratories

Intern

Jul 2009Oct 2009 · 3 mos

Education

Indian Institute of Technology, Madras

M.S — Telecommunications

Jan 2007Jan 2010

S.R.M University

B.Tech — Electronics and Communications Engineering

Jan 2003Jan 2007

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