Esha

{

"name": "esha",

"occupation": "AI/ML Developer",

"skills": ["ML", "NLP", "Computer Vision", "AI Research", "Python Development"],

}

My Work

Route Optimization System for PepsiCo Pakistan

Pesticide Prediction Mobile App

Portfolio

Designed and implemented a Reinforcement Learning-based system for route optimization.
Reduced fuel consumption by 30% by optimizing delivery paths and minimizing travel distance.
Utilized historical traffic data and real-time analytics to improve route predictions.
Integrated Deep Q-Learning (DQN) and policy-based RL for dynamic decision-making.
Developed a scalable architecture to handle large datasets and multiple delivery constraints.
Improved overall logistics management and fleet efficiency using AI-driven insights.

Fine-tuned a MobileNet model for image classification of 40+ crops, accurately detecting crop diseases and pests.
Developed a context-aware Recommendation & Guidance (RAG) system utilizing LangChain, LLaMA, and GPT models, providing 150+ personalized pesticide recommendations based on real-time environmental data.
Optimized AI model deployment for seamless performance on mobile devices, ensuring minimal latency and efficient computation.

About Me

I'm a passionate and results-driven AI/ML Developer with expertise in Machine Learning, Computer Vision, and Natural Language Processing. My technical toolkit includes Python, PyTorch, TensorFlow, Scikit-learn, LangChain, YOLO, and AWS, among others.
My journey in AI has been shaped by innovation, problem-solving, and a commitment to building impactful solutions.

Portfolio

One of my most significant achievements includes developing an AI-powered Floorplan Generator using Genetic Algorithms and OpenAI's API, transforming text-based descriptions into detailed 3D models. Additionally, I built an RL-based Route Optimization System that reduced fuel consumption by 30%, optimizing logistics for PepsiCo Pakistan.
This experience reflects my ability to integrate cutting-edge AI techniques to solve real-world problems efficiently.

Beyond my core projects, I actively contribute to open-source AI initiatives and stay updated with the latest trends in LLMs, AI deployment, and model optimization.
I believe in the power of AI to revolutionize industries, and I’m dedicated to pushing the boundaries of what's possible.

Skills

Python

TensorFlow

Django

React

Hugging Face

FastAPI

PyTorch

Flask

AWS

LLMs

Wanna talk?

Contact me with any questions or just to say a few nice words ... or mean ones. Up to you .... free will and all