The Vortex

The garage thinking and practice space for all design and production ideas.

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

3D Model Designs

Lounge Chair Style One – Draft July 3, 2026

Lounge Chair One
In Progress Pirate Planetesimal Character Models