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avulaankith/README.md

Hey, I'm Ankith Reddy Avula

ML Engineer building AI, data, and developer systems that actually ship.

I like turning ambitious ideas into working products, from autonomous coding agents and RAG systems to audio ML, computer vision, and scalable data platforms.

Portfolio LinkedIn Email GitHub

About Me

I am an ML Engineer with experience across research and industry, working on production ML systems, data engineering workflows, semantic search, backend-heavy AI applications, and cloud-based delivery.

I hold an M.S. in Computer Science from the University of Texas at Arlington with a 4.0 GPA. My background spans August IT, Astrosoft Technologies, UTA, Samsung PRISM, and hands-on work in machine learning, audio analysis, computer vision, retrieval systems, and big data tooling.

What I'm Into

  • Applied AI and ML systems
  • LLM apps, RAG, and search
  • Audio and speech-related ML
  • Computer vision
  • Data engineering and scalable pipelines
  • AI-powered developer tools

Current Focus

  • Building autonomous and agentic software systems
  • Designing ML workflows that are practical, reliable, and production-minded
  • Exploring multimodal AI, audio intelligence, and language technology
  • Working across AWS, Azure, backend systems, and modern ML stacks

Featured Projects

  • Autonomous Builder: A local-first autonomous software-building system that researches approaches, generates competing implementations, evaluates them, critiques them, learns from the results, and picks the strongest code path.
    Autonomous Builder stars Autonomous Builder forks

  • Twitter Sentiment Analysis: Sentiment modeling with BERT, CNN, LSTM, and hybrid architectures for multi-class Twitter entity sentiment.
    Twitter Sentiment Analysis stars Twitter Sentiment Analysis forks

  • Highway Lane Segmentation: A UNet-based PyTorch project for lane segmentation in autonomous driving and road safety scenarios.
    Highway Lane Segmentation stars Highway Lane Segmentation forks

  • ATS Resume Scorer: A resume evaluation app that uses LLM-based analysis to compare resumes against job descriptions.
    ATS Resume Scorer stars ATS Resume Scorer forks

  • Ocular Disease Detection Web Application: A transfer-learning-powered medical vision app for cataract prediction.
    Ocular Disease Detection stars Ocular Disease Detection forks

  • Portfolio Website: A deeper look at my projects, experience, and technical stack.

Experience Snapshot

  • ML Engineer, August IT | April 2025 to Present
  • ML Engineer, Astrosoft Technologies | January 2025 to April 2025
  • Research Assistant, University of Texas at Arlington | September 2024 to January 2025
  • Graduate Teaching Assistant, University of Texas at Arlington | August 2023 to May 2024
  • Research Intern, Samsung PRISM | May 2021 to November 2021
  • Data Science Intern, Ismriti - IIT Kanpur | June 2019 to July 2019

A Few Wins

  • Built production-oriented ML and data systems across cloud and backend stacks
  • Developed a campus-scale RAG system at UTA that reduced retrieval time by 40% and improved search relevance by 35%
  • Worked on audio source separation at Samsung PRISM using TensorFlow, UNets, and Librosa
  • Built projects across sentiment analysis, medical vision, language tools, distributed systems, and big data environments
Tech Stack

Languages

Python C C++ JavaScript SQL

ML and AI

PyTorch TensorFlow Scikit-learn Keras MLflow LangChain

Data and Cloud

Apache Spark Hadoop PostgreSQL MySQL MongoDB AWS Azure

Product and Engineering

React Flask Docker Kubernetes Git

Open to Collaborate On

  • LLM systems and AI product ideas
  • Audio, speech, and multimodal ML
  • Computer vision applications
  • Data engineering and analytics platforms
  • RAG, search, and developer tooling

GitHub Stats

Ankith's GitHub stats Top languages

Let's Connect

If you're building something interesting in AI, ML, data, or developer tools, feel free to reach out.

LinkedIn Gmail


Building useful AI systems, not just model demos.

Pinned Loading

  1. LeetCode-Solutions LeetCode-Solutions Public

    Collection of LeetCode questions to ace the coding interview! - Created using [LeetHub](https://github.com/QasimWani/LeetHub)

    Python

  2. Twitter-Sentiment-Analysis Twitter-Sentiment-Analysis Public

    Twitter Sentiment Analysis with various bert models

    Jupyter Notebook 12 2

  3. avulaankith.github.io avulaankith.github.io Public

    Portfolio Website made using ReactJS

    JavaScript

  4. Ocular-Disease-Detection-Web-Application Ocular-Disease-Detection-Web-Application Public

    Ocular-Disease-Detection-Web-Application using Flask, VGG-16 Model

    HTML 2 1

  5. IPL-Toss-Prediction IPL-Toss-Prediction Public

    A Notebook on how to do toss prediction on IPL data.

    Jupyter Notebook

  6. Streamlit-Data-Visualization Streamlit-Data-Visualization Public

    This is a Streamlit app where we visualize the motor vehicle collision dataset.

    Python