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Bridging Unstructured Data
and Organizational Sensemaking.

An applied R&D portfolio exploring the responsible use of analytics in organizations. Dedicated to explainable NLP, combating taxonomy drift, and resolving measurement bias in institutional datasets.

by Srivardhan Srihari

The Forge.

Live deployments of methodology and data architecture.

Luvia ML (AutoML)

The Predictive Backbone. A production-grade AutoML refinery automating model selection to combat classification decay over time.

AutoML • Hyperparameter Tuning • Model Comparison

The Insight Lens (XAI)

Explainable AI interface revealing the latent topology of complex NLP classifications and fuzzy matching outcomes.

SHAP/LIME • Manifold Visualization • Global vs Local

The Thought Lab.

Working concepts on Management of AI.

Experience.

Dec 2024 – May 2025

Informa PLC (Paris, France)

Marketing Performance Analyst Intern

  • Bridged gap between campaign data and actionable stats using custom Python cleaning pipelines.
  • Engineered visual intelligence layer using PowerBI, consolidating fragmented metrics.
  • Automated manual categorization tasks to eliminate heavy human intervention.
Jan 2024 – May 2024

Oesterreichische Nationalbank (Vienna, Austria)

Data Analysis Consultant

  • Tackled linguistic chaos of high-volume economic data by designing NLP pipelines.
  • Navigated machine classification grey areas, resolving critical overlap issues.
  • Consulted on the balance between high-speed automation and strict data governance.
Oct 2022 – Mar 2024

First Meridian Business Services (Bangalore, India)

Business Intelligence Consultant & Analyst

  • Stabilized executive reporting backbone by administering SQL and Azure databases.
  • Built Power BI reports implementing Row Level Security (RLS) for executives.
  • Transformed static reporting into real-time pulses by integrating live CRM data.

Education.

Sep 2023 – Oct 2025

IÉSEG School of Management (Paris / Lille)

Master's • Big Data Analytics for Business

Bridging deep technical analytics with strategic organizational management.

Program Details →
Sep 2019 – Sep 2022

Dayananda Sagar University (Bangalore, India)

Bachelor's • Business Administration & Marketing

Foundational studies in business strategy and marketing principles.

Expertise & Technical Rigor

Intelligence & NLP

Transformers & MLPExplainable AI (XAI)Manifold LearningLatent TopologyNLTK / SpaCyPower BITableauLooker

Data & Scale

PythonSQL (Azure/PostgreSQL)ML LibrariesREST APIs

R&D Management

Taxonomy Drift AnalysisOrganizational SensemakingMeasurement Bias AuditingMLOps (Docker/MLFlow)Algorithmic Governance
// Visual Archive

Featured Frames.

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Initiate Contact.

Open for PhD discussions, data science opportunities, or photography and videography collaborations.