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🚀 pyboost-trick

pyboost-trick is a beginner-friendly, educational Python library containing clean, simple, and practical examples across:

  • 🧱 Python Basics
  • 🧮 Data Structures & Algorithms (DSA)
  • 🤖 Machine Learning (ML)
  • 🧠 Simple Deep Learning (DL) concepts
  • 📊 Quick Plotting Helpers
  • 🧰 Utility Functions
  • 📂 File Handling & I/O
  • ➗ Math Helpers

This package is designed for students, educators, and content creators who want easy-to-understand code, hands-on examples, and lightweight implementations of fundamental concepts.


🌟 Features

✔ Python Basics

  • String helpers (palindrome check, casing, conversions)
  • List operations (flatten, unique, sliding window)
  • Loop utilities (chunking, repetitions)
  • Simple file I/O

✔ DSA Modules

  • Arrays (binary search, two-sum)
  • Stacks & Queues
  • Linked List with reverse
  • Trees (inorder, preorder, postorder)
  • Graphs (BFS, DFS)

✔ ML Modules

  • Preprocessing (scaling, train-test split)
  • Toy models (Linear Regression, KNN Classifier)
  • ML Metrics (Accuracy, Precision/Recall/F1)

✔ DL Modules

  • Tiny Dense Layer implementation
  • Activation functions (ReLU, Sigmoid)

✔ Plotting

  • Quick line & bar plotting using Matplotlib

✔ Utils

  • Decorators (memoize, retry, timeit)
  • Debug helpers
  • Timing tools

✔ I/O

  • Simple JSON & CSV readers/writers

📦 Installation

Using pip:

pip install pyboost-trick

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