Profile

Mayank Pratap Singh

ML Engineer

I specialize in optimizing models and deploying AI-driven
solutions for real-world impact.

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Projects

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Customer Satisfaction Prediction using ZenML

Predicted customer satisfaction scores for future orders using historical e-commerce data from the Brazilian E-Commerce Public Dataset by Olist. This project leverages multiple machine learning models like CatBoost, XGBoost, and LightGBM, built within a ZenML pipeline to create a production-ready solution.

XGBoost
Optuna
ZenML
Streamlit
MLflow

GitHub

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Machine Learning Algorithms From Scratch

Implemented key machine learning algorithms from scratch using Python & Numpy. This project provides a deeper understanding of algorithmic internals without relying on libraries like scikit-learn or TensorFlow.

Linear Regression
Logistic Regression
Support Vector Machine (SVM)
Naive Bayes
K-Means
PCA

GitHub

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Neural Network From Scratch

Implemented a neural network from scratch using Python and Numpy. This project explores how neural networks work at a fundamental level without relying on frameworks like TensorFlow or PyTorch.

Python
Numpy
Backpropagation
Gradient Descent
Activation Functions

GitHub

See More


Tech Stack

web
  • Python
  • TensorFlow
  • OpenCV
  • Pandas
web
  • HTML
  • CSS
  • JavaScript
  • React
  • Node.js
  • Tailwind
  • Git
  • Next.js
  • Bootstrap
  • C++
web
  • Blender
  • Photoshop
  • Adobe Illustrator
  • After Effects
  • Figma

Life Changelog and Updates

2024

Started working on MLOps Projects 🚀

Dived into MLOps, mastering tools like MLflow, ZenML, and orchestrating models for seamless deployment. Worked with data pipelines, versioning, and production-level model management.

Built a Stroke Detection AI 🧠

Created an healthcare project focused on stroke detection using machine learning models, improving accuracy in early diagnosis.

2023

Developed a Landing Page for FinTech Startups 💼

Worked as a freelance FullStack Developer with fintech startups to enhance user experiences on landing pages and streamline backend workflows. Leveraged technologies like Next.js, Node.js, and PostgreSQL.

Developed Custom Video Editor 🎬

Created a custom video editor for as a passion project , enabling efficient year-end video wrap-ups. Technologies used: Next.js, Node.js, PostgreSQL, and Remotion.

Developed AI Portfolio Generator 📂

Built an AI-powered portfolio generator that crafts personalized portfolios for job seekers in tech, (Wrapper Project) used: React, Node.js and OpenAI API for dynamic content code generation.

2022

Embarking on My Full-Time Coding Journey 💻

Committed to pursuing software development full-time, I transitioned into coding, dedicating myself to mastering key technologies and building impactful projects. With a focus on full-stack development

Enhanced Learning for EdTech Companies ✨

As a Motion Designer & Editor, created engaging educational content and animations that captivated audiences, improving the learning experience for EdTech companies.

2021

Motion Graphics & Video Editor 🎨

Developed high-quality animations and visual content for content creators and business owners, contributing to a diverse range of multimedia projects as a freelance Motion Graphics Designer & Animator.