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Commit ecc72592 authored by Abdurrahumaan A N's avatar Abdurrahumaan A N
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{
"cells": [
{
"cell_type": "markdown",
"id": "af28fd75-eef1-46ad-b60c-77cd190df18c",
"metadata": {},
"source": [
"# **Data paths / Weight Paths / Parameters / Hyper-Paramaters**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "58a614be-4523-4e8c-90f3-e4f217bc4c86",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "af834e8d-621c-4219-9ec9-1ce6eb6b1186",
"metadata": {},
"source": [
"# **Import Dependencies**"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "477763f5-e51c-4129-9dbf-b5d55b168bbd",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "739818cf-6874-4a7d-8eac-925a7e3801fc",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0000f983-9079-4a2b-b1d0-65e5f2ade7c1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "bc0667ce-f94e-4b68-8985-d10e58a2bf18",
"metadata": {},
"source": [
"# **Custom Pytorch Dataset**"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "caa32bae-f2e9-445d-8f84-dbae2749edbf",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "fb912a25-6a21-414d-ad8a-c4938a8cb0f7",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 7,
"id": "67fc98fd-2079-4d71-baea-8fa8f84a947c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "aed7fe13-c39e-4e7b-93a4-59ed42907c96",
"metadata": {},
"source": [
"# **IMAGE CLASSIFICATION MODEL PIPELINE (PHASE 01)** "
]
},
{
"cell_type": "markdown",
"id": "7463876b-8a30-4002-a6a8-9b164af305fc",
"metadata": {},
"source": [
"## **STEP 1 : Build The Image Classification Model**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "83dc316e-5b78-45ae-9e45-13719af125bd",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3398152-9194-425a-a81a-d0caf64523ba",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "c55dbd69-3699-4a53-87c3-a97c46af5efa",
"metadata": {},
"source": [
"## **STEP 2 : Define Loss / Optimizer / Metrics**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "35409748-43a0-4a55-b4ae-8bfbeb6232e6",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "245b1274-0b13-4c82-bb8b-f8a3a1c8f3a2",
"metadata": {},
"source": [
"## **STEP 3 : Model Training**"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "06ce67c3-d360-4490-ba33-7521f3ac02a3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "dae56725-00cb-4bf5-8744-b769a177f330",
"metadata": {},
"source": [
"# **STEP 4 : Saving / Loading Model for Inference**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "5fb975c7-46cb-4dcd-a985-c381664207c0",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "ffa339f1-7b5d-45a2-b924-1b6d31a91c55",
"metadata": {},
"source": [
"# **STEP 5 : Visualize Performance Metrices**"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f77db024-062a-4e94-b646-2bc5b2c57354",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "a4b9d829-3f3e-4bbc-bcb1-d1b09fd0dd73",
"metadata": {},
"source": [
"# **SPATIAL FEATURE EXTRACTION MODEL(PHASE 02)** "
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "699c65df-84a7-49b3-81e2-7eaf36893a10",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "cc1cd4a4-8ec6-4e9b-96c7-a79e7196ad0a",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 37,
"id": "7be897b4-6726-4a7f-b7f4-b0338a0bc004",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 38,
"id": "f98e595a-6f9b-479c-b0e8-f3cf7258601f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 85,
"id": "a34296d2-c1e0-458d-9b4c-2757bc776023",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "f52bbd10-c4fe-49a3-a988-7ab8333207d3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "086f5256-52b4-4839-a4b6-2ae88d7023eb",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "a9109a9b-e8d8-4216-9227-b86f0bceb187",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "b630eae7-8145-46f8-9239-da851e005c3c",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.12"
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"nbformat": 4,
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