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Python Articles

Articles tagged "Python" — Thoughts on AI, software engineering, and building in public.

Mastering Python Generators for Memory-Efficient Data Pipelines
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Mastering Python Generators for Memory-Efficient Data Pipelines

Learn how to use Python generators and yield statements to process massive datasets without running out of RAM.

Designing Clean APIs with FastAPI and Pydantic v2
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Designing Clean APIs with FastAPI and Pydantic v2

Leverage Pydantic v2 inside FastAPI to enforce runtime type safety and auto-generate OpenAPI documentation.

Python for Data Science: Advanced Pandas and NumPy Techniques
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Python for Data Science: Advanced Pandas and NumPy Techniques

Supercharge your data analysis. Learn vectorization, multi-indexing, and fast file parsing using modern Python data libraries.

Demystifying Deep Learning: Build a Neural Network from Scratch in Python
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Demystifying Deep Learning: Build a Neural Network from Scratch in Python

Learn the math behind backpropagation, gradient descent, and implement a feedforward neural net using NumPy only.

Understanding Machine Learning Loss Functions: MSE, Cross-Entropy, and Hubers
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Understanding Machine Learning Loss Functions: MSE, Cross-Entropy, and Hubers

A comparative overview explaining when to use different loss metrics in regression and classification tasks.

    Python Articles | Amol Shukla — AI Developer & Trainer