numpyUtilsUpdated 0.0.1

A collection of numpy utilities for data analysis and manipulation.

📦 numpyUtilsUpdated – Naa Kodaka, Ee Package Thoppu!

Arre, idhi just any package kaadhu, ra. This is THE numpyUtilsUpdated, a gunta-sized bomb of AI algorithms, DAA thummu, and CS assignments. Nuvvu student ayna, enthusiast ayina, this is your galli ka rockstar for smashing those bekaar academic problems. Choodu, ela kottan ra!

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📁 Structure, Ra Mowa

numpyUtilsUpdated/
├── ai/      # AI algorithms, *picha lite* stuff
├── cs/      # CS assignments, *sollu kaadhu*
├── daa/     # DAA, *nee brain ni pindestham*
└── __init__.py  # *Idhi start button, ra*

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📚 Submodules, Ra – Chaduvu, Leda flower chekkestaa!

🔹 daa – Design & Analysis of Algorithms, Ra Puli!

Idhi no gundu algorithms, ra. Full-on gaddam stuff:

• Graphs: Dijkstra’s, Kruskal’s, Prim’s, Floyd-Warshall (nee brain ni fry chestham)
• Knapsack (greedy anta, DP anta, em peekuthav ra?)
• String editing, TSP, Job Sequencing, Quick Sort – anni kottudu!

🔹 ai – Artificial Intelligence, Ra Rey!

Idhi AI, ra, not your sollu chatbot. Check this josh:

• Search: BFS, DFS, UCS, GBFS, Minimax, Alpha-Beta (nee logic ni dimpudham)
• Problems: 8-puzzle, Tic-Tac-Toe, Water Jug, Wumpus World (game over, ra!)
• Prolog logic, Graph Coloring – nee brain ka debba debba ayipothadhi

🔹 cs – CS Assignments, Ra, Settu!

Semester assignments? Nenu unna, tension endhuku ra?

• File manipulation (files ni jugglu chestham)
• Data structures (stack, queue, ra?)
• Sorting, searching – easy ga close chesey

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🚀 Installation, Ra – Chinnadhi, Nee Size anta!

Package ayithe:

pip install numpyUtilsUpdated

Ledha, just clone or copy this bad boy into your folder. Sarle, start chesey!

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🧠 Usage, Ra – Ela Kottali?

import numpyUtilsUpdated as nani  # *Idhi naa peru, ra!*

# DAA *thummu*
nani.daa.Dijkstras.run_dijkstra(graph, source)  # *Path kottu ra!*

# AI *josh*
nani.ai.Minimax.play_game()  # *Game lo dimpu ra!*

# CS *sollu*
nani.cs.ass1.function_name()  # *Assignment close, ra!*

Module import chesina ventane, console lo full list of scripts pop-up avuthadhi. Navigation? Picha easy, ra!

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✅ Features, Ra – Naa Range Enti?

• Modular AF, nuvvu confuse avvu kaadhu
• Educational clarity – nuvvu chadivithe ardham avthadhi, ra!
• Covers all classic AI, DSA, CS gunta problems. Nenu thopu, ra!

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👨‍💻 Author, Ra – Nenu Evaru?

Nani (Digipodhi!*)

Idhi naa khushi tho, learning tho, and sharing tho build chesa. Full ❤️, ra! *Nuvvu try chey, naa package tho nee brain ni pindesthaa! 😜