Emiliya Ivanova-Nikolova
Concept

Documentation, now with agents in the loop.

I apply AI where technical communication takes the most repetitive effort, and I keep a writer's standards for accuracy and clarity.

Task

AI agents

2026

Seven agents that turn business apps into training videos

In progress

I'm building a framework of seven AI agents that records a live business application and creates how-to training videos with voice-over, then waits for my approval. It has produced four videos so far.

  • AI agents
  • Playwright
  • Voice-over
  • Instructional design
  • QA
Reference

Machine learning projects

I completed these projects during my MIT IDSS program in data science and machine learning.

Dec 2024

Amazon product recommendation system

I built and compared several ways to recommend electronics to Amazon customers, using a dataset of product ratings.

  • Python
  • Collaborative filtering
  • Matrix factorization
Nov 2024

Predicting which leads become customers

I modeled 4,612 leads for an online education company, and found that good overall accuracy hid a weak spot in the prediction that mattered most.

  • Python
  • scikit-learn
  • Decision trees
  • Random forest
Oct 2024

Food delivery order analysis

I analyzed orders for FoodHub, a food delivery service in this case study, and turned the findings into business recommendations and a presentation.

  • Python
  • Pandas
  • Exploratory data analysis
  • Presentation

The coursework also covered retrieval-augmented generation with Orca 2 and Pinecone, the OpenAI API, neural networks, and network analysis.