Akshay Murarka

Director of Engineering

Bengaluru, Karnataka, India11 yrs 6 mos experience
Highly Stable

Key Highlights

  • Expert in search systems and machine learning.
  • Proven track record in team management and project leadership.
  • Innovative solutions in cloud computing and system architecture.
Stackforce AI infers this person is a SaaS expert with a strong focus on search systems and machine learning.

Contact

Skills

Core Skills

SearchTeam ManagementRecommendationsMachine LearningCloud ComputingArchitectural Design

Other Skills

A/B TestingProject PlanningSystem OptimizationNatural Language Processing (NLP)Software DevelopmentDeep LearningSolrApache SparkPySparkProject ManagementInfrastructure ManagementJavaCProgrammingHTML

About

I'm a passionate, ambitious, and curious professional who thrives on learning new things and tackling complex challenges. With a strong background in end-to-end project conceptualization, development, deployment, and overall architectural design, I bring a comprehensive approach to my work. Throughout my career, I have specialized in search systems, gaining valuable insights into resolving both product and technical issues, and understanding how they influence each other. My expertise spans Big Data (Spark), machine learning (TensorFlow), cloud computing (AWS, Azure), search relevance (NLP, NER, NLU, SOLR), and general system design and architecture. I have always been dedicated to team management, learning new technologies, and creating innovative solutions from scratch. My experience has equipped me with the skills needed to lead projects and teams effectively, driving success through strategic planning, collaboration, and technical proficiency.

Experience

11 yrs 6 mos
Total Experience
4 yrs 10 mos
Average Tenure
1 yr 10 mos
Current Experience

Bloomreach

Senior Engineering Manager

Jul 2024Present · 1 yr 10 mos · Bengaluru, Karnataka, India · Hybrid

  • Leading the recommendations team in India.
  • Spearheaded initiatives to improve team efficiency, foster growth, and build a cohesive, high-performing team.
  • Successfully implemented the first phase of search ranking personalization, now in active A/B testing, driving potential enhancements in user experience.
  • Stabilized and optimized the existing recommendations system, ensuring reliable performance for our clients.
  • Collaborated with multiple stakeholders to strategically plan and prioritize future projects, aligning with company goals and market needs.
SearchRecommendationsA/B TestingTeam ManagementProject Planning

Jiosaavn

4 roles

Senior Engineering Manager Search Relevance

Promoted

May 2022Jul 2024 · 2 yrs 2 mos

Architectural DesignMachine LearningSearchNatural Language Processing (NLP)Software DevelopmentDeep Learning+1

Engineering Manager Search Relevance

Sep 2020Apr 2022 · 1 yr 7 mos

  • I have been in charge of a five-person team as an engineering manager. Primarily concentrating on product coordination, roadmap talks, cross-team project management, team building, and the management and personal development of team members.
  • Have been actively involved in technical projects and have helped to develop new ones for system optimisation, infrastructure upgrades, and search relevance enhancements (Lyrics search, Phonetic handling, Named entity detection, etc.).
  • DeepSearch -> created, tested, and released a deep learning neural network model for ranking personalised search results. Completed the work associated with
  • 1) Defining the entire model architecture.
  • 2) Selecting the pertinent metrics and loss.
  • 3) Preparing and analysing training data.
  • 4) Developing and perfecting several model instances.
  • 5) Engaging the team members to productionize the prototype model
  • 6) End to end automated training and deployment pipelines
  • Migrating Search service from AWS to Azure -> Planning the migration strategy, supervising team members and addressing roadblocks, helping them finish tasks on time, and giving the team pertinent training to enhance their general understanding of the systems
  • Infrastructure Optimization -> Developing a new architecture to optimise search relevance and latency for the SOLR cloud setup. primarily assisted the team with implementation details and worked on projects involving project design.
  • Migrating Search service from Azure Singapore to Azure India -> primarily in charge of assisting team members with project planning, selecting smaller tasks to accomplish the main goal on schedule, assisting with cross-team coordination to resolve obstacles, ensuring zero downtime for users, and organising pertinent training.
Apache SparkArchitectural DesignMachine LearningSearchNatural Language Processing (NLP)Software Development+3

Technical Lead Search Relevance

Aug 2018Aug 2020 · 2 yrs

  • Serving as the technical lead and acting engineering manager, I'm in charge of the whole search system and collaborate with the AI team to enhance recommendations.
  • Topic Recommendation: By utilising Learning to Rank models, users may receive music recommendations based on a variety of user history-related characteristics. Accountabilities
  • 1) Model choice and fine-tuning of parameters
  • 2) Preparing data for training and testing
  • 3) Front-end code modifications and modular deployment
  • 4) Consistent updates and a daily forecast pipeline
  • Search Optimisations: Determining and ranking infrastructure and search enhancements. Accountabilities
  • 1) Enhancements to search features (such as entity identification, spell checking, and results ranking)
  • 2) Infrastructure scalability and latency reductions
  • 3) Infrastructure configuration, oversight, and upkeep
  • 4) Managing a staff of six while serving as an interim manager
  • 5) Assisting and directing the group on initiatives
  • 6) Roadmap conversations
Apache SparkArchitectural DesignMachine LearningSearchNatural Language Processing (NLP)Software Development+3

Senior Software Development Engineer Search Relevance

Jul 2015Jul 2018 · 3 yrs

  • Search Relevance -> Enhancement and improvement of Search queries, improving cache settings, improving schema design and document ranking mechanism.
  • Infrastructure -> Implementation and improvement of SolrCloud infrastructure,
  • developing and improving data ingestion pipelines, Implementing, maintaining and improving micro service architecture using websockets, creating central search related metastore using dynamodb
  • Monitoring -> Using apache spark to develop Search Click through rate (CTR) calculation algorithms,
  • Developing search monitoring dashboard using cakephp,
  • SolrCloud infrastructure monitoring, Websocket monitoring, System level optimizations.
  • AI/Recommendation -> Currently working with Learning to rank models for user music topic personalization. Responsible for feature development, model design and data pipelines
  • Technologies used -> qubole, spark, airflow, php ratchet, haproxy, sold, amazon ear, mysql, elk stack, mongoldb, zeromq, dynamo db, android studio (beginner)
Apache SparkSearchNatural Language Processing (NLP)Software DevelopmentSolrPySpark

Netapp

Intern, Software Development Engineer

Jul 2014Jun 2015 · 11 mos · Bangalore, India

  • Development of Trace Replayer – Generate IO’s which will emulate an environment as if actual client is issuing the commands.
  • •Worked on analyzing how different fields of a trace help in determining the behavior of the IOs.
  • • Developed a model to segregate the IOs into different buckets based their properties.
  • •Wrote scripts to feed the output of the model to SANBlaze which will finally generate the IOs.
  • Technology used - SanBlaze, R language, filers
  • Predicting the future value based on previous patterns using neural networks.
  • Extensively experimented with the Xapian database, REST API's, and natural language processing. Determined the effect of description entered by the user in predicting the correct team the error is to be directed.

Essar power

Intern, Software Development Engineer

May 2012Jul 2012 · 2 mos · Mahan, Madhya Pradesh

  • Development of Web Portal for Essar Township - Developed a portal to manage room allotment details.
  • •Worked on the part related to accessing and editing the database.
  • •Used normalization techniques to reduce the redundancy in database.

Education

Birla Institute of Technology and Science

Bachelor of Engineering (B.E.) — Computer Science

Jan 2010Jan 2015

Birla Institute of Technology and Science, Pilani

Master's degree — Economics

Jan 2010Jan 2015

Dr. Ambedkar College

12th

Jan 2008Jan 2010

Chanda Devi Saraf School

10th

Jan 2006Jan 2008

Gokuldham High School

ICSE Board

Jan 1999Jan 2006

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