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Python
From syntax to production AI apps — the language for everything
NumPy
The numeric foundation of the entire data stack
Pandas
The de-facto tool for tabular data in Python
Visualization
Matplotlib, Seaborn — and how to make a plot worth showing
SQL
Analytics-grade SQL, warehouse dialects, and dbt
PySpark
Big data at scale — Hadoop → Spark internals → production
Math for ML
Linear algebra, calculus, and probability with code
Machine Learning
Trees beat neural nets on most tabular problems — and other truths
Deep Learning
PyTorch-first, transformer-heavy, no fluff
MLOps
Ship models, not notebooks
Generative AI
LLMs in practice — RAG, evals, fine-tuning, self-hosting
Agentic AI
LangChain, LangGraph, MS Agent Framework, Google ADK
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NumPy
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