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Zyora-BYTE-32B

A 32B parameter AI Teaching Assistant fine-tuned specifically for University and College students. Built on Qwen2.5-Coder-32B using QLoRA, designed to answer syllabus questions, solve problems, and provide academic guidance.

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Multiple Engineering Branches
QLoRA Fine-Tuned
32B
Parameters
64K
Context
1GB
Adapter
Base ModelQwen2.5-Coder-32B
Fine-Tuning MethodQLoRA
Training Loss0.00844
Core Capabilities

Your AI Teaching Assistant

Purpose-built features to help university and college students excel in their academic journey.

Syllabus Q&A

Instantly answer questions about university curriculum, course details, credits, prerequisites, and semester-wise subject distribution.

Problem Solving

Solve complex math problems including calculus, Laplace transforms, differential equations, linear algebra, and numerical methods with step-by-step explanations.

Code Generation

Generate well-documented code in C, Python, Java, and other programming languages with detailed explanations suitable for academic learning.

Natural Language Understanding

Understands both formal academic queries and casual student language, making it accessible and easy to interact with.

Adaptive Learning

Provides explanations tailored to the student's level of understanding, from basic concepts to advanced topics.

Course Information

Detailed information about courses including credit hours, theory/lab distribution, and recommended textbooks.

Concept Explanation

Clear and comprehensive explanations of complex engineering concepts with real-world examples and applications.

Multi-Branch Support

Supports multiple engineering branches including CSE, ECE, EEE, Mechanical, Civil, IT, Data Science, and more.

Technical Specifications

Under the Hood

Detailed technical specifications and hardware requirements for Zyora-BYTE-32B.

Model Architecture

Parameters32 Billion
Base ModelQwen2.5-Coder-32B-Instruct
Model TypeCausal LM (LoRA Adapter)
Adapter Size1.0 GB
LicenseApache 2.0
LanguageEnglish

Training Configuration

MethodQLoRA
LoRA Rank (r)32
LoRA Alpha64
Dropout0.05
Learning Rate2e-4
Training Regimebf16 mixed precision

Training Results

Training Samples16,109
Epochs3
Batch Size8 (effective)
Final Loss0.00844

Supported Engineering Branches

Computer Science & Engineering (CSE)
Electronics & Communication (ECE)
Electrical & Electronics (EEE)
Mechanical Engineering
Civil Engineering
Information Technology (IT)
Data Science
Cyber Security

Hardware Requirements

4-bit Quantized~18GB VRAM
8-bit Quantized~32GB VRAM
Full Precision~64GB VRAM

* Recommended: NVIDIA RTX 4090, A100, or cloud GPU instances

Use Cases

How Students Use ByteBuddy

Real-world applications of Zyora-BYTE-32B in academic environments.

Academic Guidance

Curriculum Navigation

Students can quickly find information about courses, credits, prerequisites, and semester-wise subject distribution without manual searching.

Example query:

"List all courses in Semester 3 for CSE branch"

Problem Solving

Mathematics & Engineering

Get step-by-step solutions for calculus, differential equations, Laplace transforms, linear algebra, and other engineering mathematics.

Example query:

"Find the derivative of x³ + 2x² - 5x + 7"

Programming

Code Generation & Debugging

Generate well-documented code in multiple programming languages with explanations suitable for learning and academic submissions.

Example query:

"Write a C program for factorial using recursion"

Exam Preparation

Study Assistance

Prepare for exams with concept explanations, important topics summary, and practice problem generation based on syllabus.

Example query:

"Explain the concept of binary search trees"

Lab Work

Laboratory Assistance

Get help with lab experiments, procedures, observations, and viva preparation for practical subjects.

Example query:

"What are the lab subjects in Mechanical Sem 2?"

Assignment Help

Project Guidance

Receive guidance on project topics, implementation approaches, and documentation for academic assignments and mini-projects.

Example query:

"Suggest project ideas for Data Structures course"

Start Learning with ByteBuddy

Access Zyora-BYTE-32B today and transform your academic experience. Your AI Teaching Assistant for University and College.

Try Nowbytebuddy.siteDocumentationUsage Guide
For StudentsUniversity / College

Important Note

Zyora-BYTE-32B is designed to assist students in their learning journey. Users should verify critical academic information with official university sources. This model is meant to assist, not replace, official curriculum documents and faculty guidance.

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