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Computer Vision (CV) 3D Model Design

CV AI Model Development Practice

CV Image classification model

Evaluation Card Component

🔧

Install

>transformers

>datasets

>timm

>accelerate

>evaluate

            from
            transformers
          
import>Pipeline

Import pandas as pd

            from
            datasets
          
import>Dataset

🔧

Load Model

            from
            transformers
          
import> Trainer
> TrainingArguments

TrainingArguments()

Output Directory

Train Batch Size

Num Train Epoch

Report To

Trainer()

model

train_dataset

args

eval_dataset

🔧

PEFT

            from
            transformers
          
import> Trainer
> TrainingArguments

TrainingArguments()

Output Directory

Train Batch Size

Num Train Epoch

Report To

Trainer()

model

train_dataset

args

eval_dataset

🔧

Preprocessing

            from
            transformers
          
import> Trainer
> TrainingArguments

TrainingArguments()

Output Directory

Train Batch Size

Num Train Epoch

Report To

Trainer()

model

train_dataset

args

eval_dataset

Next need to add the imports

# 1. Base Framework
import torch

# 2. Hugging Face Core & Hardware Optimization
from transformers import TrainingArguments, Trainer, AutoModelForImageClassification
from accelerate import Accelerator

# 3. Memory Compression (Quantization)
from transformers import BitsAndBytesConfig

# 4. Parameter-Efficient Fine-Tuning
from peft import LoraConfig, get_peft_model, TaskType

3D Model Designs

Lounge Chair Style One – Draft July 3, 2026

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