Vianu AI

The AI club platform at “Tudor Vianu” National College of Computer Science.

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The syllabus, in three parts

Foundations

  1. 1Setup and what AI is
  2. 2Intro to contest AI
  3. 3Intro to Python
  4. 4NumPy and Pandas
  5. 5EDA and preprocessing
  6. 6The full pipeline

Classic machine learning

  1. 7Classic supervised learning
  2. 8Evaluation and validation
  3. 9Ensembles
  4. 10Unsupervised learning and dimensionality reduction
  5. 11AI Search
  6. 12Classic NLP
  7. 13Classic CV and augmentation

Deep learning

  1. 14Deep learning I
  2. 15Deep learning II
  3. 16Deep learning III
  4. 17CNN I
  5. 18CNN II, transfer learning
  6. 19Embeddings and sequences
  7. 20Reinforcement learning, ethics and bias