HELLO! I AM

TISHAN YASIRU

Data Science Undergraduate | AI/ML Forward Deployed Engineer

I'm passionate about developing efficient, scalable solutions to streamline complex tasks and address data science challenges.

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EXPERIENCE

Associate AI/ML Forward Deployed Engineer

RealAIzation

Dec 2025 - Present

Designing and deploying production-ready GenAI capabilities for a novel DevOps automation suite.

Areas of Interest

Problem spaces I enjoy building and shipping in.

AI Agents & Automation

Designing autonomous workflows that orchestrate tools, reason over context, and automate execution.

MLOps & Model Monitoring

Operationalizing ML systems with reliable deployment workflows, observability, and performance tracking.

Natural Language Processing (NLP)

Building language systems for classification, information extraction, summarization, and semantic search.

Machine Learning

Developing and tuning robust models that generalize well and deliver measurable impact.

Recommender Systems

Designing personalized recommendation engines that improve discovery, engagement, and retention.

Deep Learning

Training deep neural networks and fine-tuning transformer models for complex prediction tasks.

Time Series Forecasting

Building forecasting models for demand, operations, and trend prediction using temporal data.

Feature Engineering & Data Pipelines

Designing reliable pipelines that clean, enrich, and transform raw data into model-ready features.

Data Analytics

Converting messy, high-volume data into decision-ready insights and performance metrics.

PROJECTS

LearnLinkAI Internal System

AI-Powered Educational Recommender

An AI-driven platform using LLMs and NLP to personalize learning content from YouTube, Coursera, Udemy, Wikipedia, and arXiv. Features semantic search via Pinecone, secure JWT authentication, and real-time WebSocket delivery for tailored educational experiences across all learner levels.

Python (FastAPI) Next.js LLMs NLP (spaCy/BERT) Pinecone

Emergency Call SER Incident Analyze

Speech Emotion Recognition for Emergency Calls

Analyzes emergency call audio for stress, emotions, speaker diarization, and critical incidents using SER and APIs. Scores dispatcher performance, assesses threat levels, extracts key info, and generates interactive visualizations and reports to enhance dispatch center efficiency.

Python Streamlit FastAPI AssemblyAI API Librosa/OpenSMILE

Knowledge Graph NLP Pipeline

End-to-End Knowledge Graph Construction

Processes PDFs, text, and HTML to extract entities/relations via BERT NER, builds Neo4j graphs, enables reasoning with NetworkX, and offers interactive Streamlit visualizations for exploring and querying extracted knowledge structures.

Python Neo4j Streamlit spaCy/BERT NetworkX

Telco Churn Prediction

Telecom Customer Churn Classification

ML-based model predicts telecom churn with feature insights via an interactive Streamlit app, enabling data analysis, visualization, and proactive retention strategies for customer datasets.

Python Streamlit Scikit-learn Pandas/Matplotlib

Wijesundara ERP Internal System

Rice Mill Enterprise Resource Planning

Comprehensive ERP web app for Wijesundara Rice Mill, handling inventory, orders, transportation, accounting, HR, CRM, and suppliers. Includes custom tools for stock tracking, task assignment, bidding, and real-time operational efficiency across departments.

Node.js/Express React SQL/Database

TECH STACK

Production-focused toolkit for building and deploying modern AI products.

Core

Python FastAPI Rust SvelteKit

Agentic AI

Agno PydanticAI CrewAI Google ADK

ML & LLM

QLoRA PEFT PyTorch Hugging Face RAG

Infrastructure

AWS Lambda Fargate Vercel GCP Vertex