Murali Krishna Pole

Aspiring Machine Learning Engineer

LinkedIn | GitHub

About

Aspiring Machine Learning Engineer with 3 years of software development experience, currently pursuing a Master's in Artificial Intelligence at MIPT. Proven ability to build end-to-end MLOps pipelines with CI/CD, delivering high-accuracy models (99% for intrusion detection) and achieving strong R2 scores (0.88 for student score prediction). Proficient in Python, PyTorch, TensorFlow, Docker, FastAPI, MLflow, and AWS, I am seeking to leverage my expertise in AI/ML roles to drive innovative solutions.

Work Experience

Frontend Developer

JBG Infosolutions Pvt Ltd

Feb 2020 - Mar 2023

Bangalore, Karnataka, IN

Led frontend development for critical Cloud Accounts and Capital Stocks platforms, enhancing user experience and system efficiency through modern web technologies.

  • Developed and maintained frontend for Cloud Accounts and Capital Stocks, utilizing Angular 8-13, HTML5, and Bootstrap 4 to deliver robust and scalable solutions.
  • Integrated REST APIs and implemented caching mechanisms for real-time financial visualization, which reduced UI API failures by 20% and improved data delivery.
  • Introduced lazy loading techniques, decreasing initial bundle size and improving time to interactive by 40%, significantly enhancing application performance.
  • Collaborated on API validation and pipeline testing using Postman, contributing to a 30% reduction in production rollbacks and ensuring higher release quality.

Education

Artificial Intelligence

Moscow Institute of Physics and Technology (MIPT)

Sep 2023 - Aug 2026

Moscow, Moscow, RU

Courses

  • Machine Learning
  • NLP
  • Deep Learning
  • Computer Vision
  • Reinforcement Learning
  • Cloud Computing

Computer Science

SRM Institute of Science and Technology

Aug 2015 - Jun 2019

Chennai, Tamil Nadu, IN

Certificates

Supervised Machine Learning: Regression and Classification

Coursera

Geodata Processing with Python/Machine Learning

ISRO

Complete Data Science, ML, DL, NLP Bootcamp

Udemy

Projects

End-to-End MLOps Pipeline for Intrusion Detection

Jan 2025 - Dec 2025

Developed a robust, containerized MLOps system for real-time threat detection using the CICIDS2017 dataset, ensuring high accuracy and efficient deployment.

AI Resume Job Matcher

Jan 2025 - Dec 2025

Created a full-stack AI-powered job matcher using NLP embeddings and keyword scoring to improve resume-to-job matching accuracy.

Student Math Score Predictor

Jan 2025 - Dec 2025

Implemented a Flask-based regression service to predict student math scores, focusing on model performance, deployment, and maintenance.

Languages

English , Hindi , Telugu

Skills

Machine Learning

  • PyTorch
  • TensorFlow
  • Scikit-Learn
  • XGBoost
  • NLP
  • Deep Learning
  • Computer Vision
  • Reinforcement Learning

MLOps & Deployment

  • MLflow
  • Docker
  • FastAPI
  • CI/CD
  • Streamlit
  • Gunicorn
  • Nginx
  • AWS EC2

Data Infrastructure & Programming

  • Python
  • Pandas
  • NumPy
  • SQL
  • ETL Pipelines
  • REST APIs

Databases

  • MySQL
  • MongoDB
  • FAISS
  • Pinecone
  • Weaviate
  • Vector Databases

Tools & Version Control

  • Git
  • Postman
  • Matplotlib
  • Seaborn

Frontend Development

  • Angular 8-13
  • HTML5
  • Bootstrap 4