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Eric J. Ma

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Building LLM Agents Made Simple aPyData Boston 20252025-12-08
A hands‑on build of a back‑office automation system using LlamaBot inside Marimo notebooks maps workflows into three concrete agents: receipt processor that…
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Patterns for Productive Agent-Assisted ProgrammingPyData Boston 20252025-12-08
Claims a repeatable four-step workflow—plan your changes, write tests first, let the agent build, document what you created—and shows it on a real repo using…
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Network Analysis Made SimplePyCon US 20222022-04-27
Hands-on tutorial that actually shows code and results: builds reproducible notebooks with networkx and nxvis, loads real datasets (a 29‑node seventh‑grade…
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Magical NumPy with JAXPyCon US 20212021-05-14
Claim: write idiomatic NumPy and get autodiff, JIT and parallelism without learning a new array library. Demos use the NumPy‑compatible JAX API with vmap…
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A careful walk through probability distributions, using PythonPyCon US 20202020-04-15
Python code and SciPy.stats power an interactive Streamlit app at python-prob.ericmjl.com that constructs a Gaussian class with mu=1.7 and sigma=2.4…
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Demystifying Deep Learning for Data ScientistsPyCon US 20202020-04-15
Shows how to implement linear, logistic and feed‑forward networks from first principles using NumPy-style code and Jax automatic differentiation, with working…
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