I will build a python research agent for automated data collection and ranking

M
mikhailesemchik
M
mikhailesemchik
Mikhail Esemchi
build a python research agent for automated data collection and ranking
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build a python research agent for automated data collection and ranking

About this gig

Beyond basic scraping I build agents that collect data from multiple sources, then automatically rank, cluster, and structure it using ML (SentenceTransformers, scikit-learn).


Useful for market research, competitor monitoring, and lead generation where you need structured, ranked output not just raw scraped data.


What you get:

- Multi-source data collection pipeline

- Automatic deduplication and structuring

- ML-based ranking and clustering of results

- Clean export (CSV, JSON, or database)

- Optional scheduled automation with notifications


Stack: Python, FastAPI, SentenceTransformers, scikit-learn, Docker.


Message me before ordering if your target source has bot protection I'll confirm feasibility first.

  • AI engine

    • GPT
    • Bert
    • PyTorch

  • Programming language

    • Python

Get to know Mikhail Esemchi

Mikhail Esemchi

LLM Apps and AI Agents Developer, Python and FastAPI

  • FromLatvia
  • Member sinceFeb 2026

  • Languages

    Russian, English, Latvian
I build production-ready AI features: LLM-powered apps, agents, and automation for real business workflows. What I can help you with: LLM chatbots with tool use, structured outputs, and guardrails. AI agents that search, reason, and take actions. RAG systems with vector databases (FAISS, Chroma, Pinecone). FastAPI backends for AI services. Data extraction and ETL pipelines. Dockerized deployment. My portfolio includes a Self-Initiated Research Agent and an AI Business Knowledge Assistant, both built end-to-end. I'm reliable, communicate clearly, and deliver working code.

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