AI coding mentor

Overview

The AI Coding Mentor is a full-stack application designed to provide coding assistance, including debugging, complexity analysis, and code explanation. It integrates with a fine-tuned CodeLlama-7b model, optimized for these tasks using state-of-the-art techniques like 4-bit quantization and Low-Rank Adaptation (LoRA).

Features

Coding Mentor

• Debugging: Automatically detects errors in code and suggests fixes.

• Code Conversion: Translates code between programming languages (e.g., Python ↔ Java).

• Complexity Analysis: Evaluates time and space complexity, offering optimization tips.

• Code Explanation: Breaks down and explains code functionality line-by-line.

  Model Training Script

• Fine-tunes the CodeLlama-7b model using Hugging Face Transformers.

• Implements 4-bit quantization for efficient training.

• Uses LoRA for parameter-efficient tuning, targeting key layers.