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@it-courses-material

IT courses material

  • Argentina
README.md

Hi there 👋

Curated, hands-on educational content across data & AI.

What’s inside

  • Data Science — ML pipelines, evaluation, NLP, LLMs (RAG, fine-tuning.
  • Data Engineering — data warehousing, ELT/ETL, dbt/Dataform, Spark, orchestration, testing.
  • Cloud Computing — GCP & AWS serverless vs containers, cost/perf.
  • Operations Research — LP/ILP, queuing, simulation; decisions you can defend.
  • Digital Signal Processing — realtime processing, FFT, audio feature extraction, MIR, feature engineering.
  • Computer Music — generative audio, SuperCollider/OSC, AI-assisted workflows.

Who this is for

  • Practitioners who prefer working examples over slides.
  • Teams needing repeatable setups (envs, data tests, CI).
  • Students who want production-minded foundations.

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  1. dbt-demo-bigquery-postgres dbt-demo-bigquery-postgres Public

    dbt ELT with BigQuery DataWarehouse and Postgres

  2. dbt-demo-parquet dbt-demo-parquet Public

    Python

  3. streamlit_audio_classifier_web_app streamlit_audio_classifier_web_app Public

    Realtime Audio Classifier ML web app (Preapared guitar style dataset)

    Jupyter Notebook 1

  4. llm-rag-assistant-streamlit llm-rag-assistant-streamlit Public

    Local chatbot (no API) designed to answer questions in Spanish using your own Q&A dataset. Simple UI using streamlit

    Python

  5. essentia-jupyter-notebook essentia-jupyter-notebook Public

    Env setup to be able to run essentia in a notebook. Useful in M1/M2/M3 Apple Silicon cpus

    Jupyter Notebook

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