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  1. app.ipynb +482 -0
  2. model_joblib +0 -0
  3. requirements.txt +0 -0
app.ipynb ADDED
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+ "Downloading mdurl-0.1.2-py3-none-any.whl (10.0 kB)\n",
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+ "Installing collected packages: pydub, websockets, typing-extensions, tomlkit, shellingham, semantic-version, ruff, python-multipart, orjson, mdurl, h11, groovy, ffmpy, annotated-types, aiofiles, uvicorn, typing-inspection, pydantic-core, markdown-it-py, huggingface-hub, httpcore, anyio, starlette, rich, pydantic, httpx, typer, safehttpx, gradio-client, fastapi, gradio\n",
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+ " Attempting uninstall: typing-extensions\n",
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+ " Found existing installation: typing_extensions 4.7.1\n",
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+ " Uninstalling typing_extensions-4.7.1:\n",
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+ " Successfully uninstalled typing_extensions-4.7.1\n",
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+ " Attempting uninstall: anyio\n",
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+ " Found existing installation: anyio 3.5.0\n",
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+ " Uninstalling anyio-3.5.0:\n",
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+ " Successfully uninstalled anyio-3.5.0\n",
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+ " Attempting uninstall: pydantic\n",
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+ " Found existing installation: pydantic 1.10.12\n",
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+ " Uninstalling pydantic-1.10.12:\n",
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+ " Successfully uninstalled pydantic-1.10.12\n",
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+ "Successfully installed aiofiles-24.1.0 annotated-types-0.7.0 anyio-4.9.0 fastapi-0.115.13 ffmpy-0.6.0 gradio-5.34.1 gradio-client-1.10.3 groovy-0.1.2 h11-0.16.0 httpcore-1.0.9 httpx-0.28.1 huggingface-hub-0.33.0 markdown-it-py-3.0.0 mdurl-0.1.2 orjson-3.10.18 pydantic-2.11.7 pydantic-core-2.33.2 pydub-0.25.1 python-multipart-0.0.20 rich-14.0.0 ruff-0.12.0 safehttpx-0.1.6 semantic-version-2.10.0 shellingham-1.5.4 starlette-0.46.2 tomlkit-0.13.3 typer-0.16.0 typing-extensions-4.14.0 typing-inspection-0.4.1 uvicorn-0.34.3 websockets-15.0.1\n"
358
+ ]
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+ },
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+ {
361
+ "name": "stderr",
362
+ "output_type": "stream",
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+ "text": [
364
+ "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
365
+ "anaconda-cloud-auth 0.1.3 requires pydantic<2.0, but you have pydantic 2.11.7 which is incompatible.\n",
366
+ "jupyter-server 1.23.4 requires anyio<4,>=3.1.0, but you have anyio 4.9.0 which is incompatible.\n"
367
+ ]
368
+ }
369
+ ],
370
+ "source": [
371
+ "!pip install gradio"
372
+ ]
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+ },
374
+ {
375
+ "cell_type": "code",
376
+ "execution_count": 9,
377
+ "id": "3bc12c26",
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+ "metadata": {},
379
+ "outputs": [
380
+ {
381
+ "name": "stdout",
382
+ "output_type": "stream",
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+ "text": [
384
+ "* Running on local URL: http://127.0.0.1:7861\n",
385
+ "* To create a public link, set `share=True` in `launch()`.\n"
386
+ ]
387
+ },
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div><iframe src=\"http://127.0.0.1:7861/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
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+ ],
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+ "text/plain": [
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+ "<IPython.core.display.HTML object>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "text/plain": []
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+ },
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+ "execution_count": 9,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
409
+ "source": [
410
+ "import gradio as gr\n",
411
+ "from joblib import load\n",
412
+ "\n",
413
+ "# Load your trained model\n",
414
+ "model = load(\"model_joblib\")\n",
415
+ "\n",
416
+ "# Prediction logic\n",
417
+ "def predict_loan(Age, Experience, Income, Family, CCAvg, Education, Mortgage,\n",
418
+ " SecuritiesAccount, CDAccount, Online, CreditCard):\n",
419
+ " \n",
420
+ " input_data = [[Age, Experience, Income, Family, CCAvg, Education, Mortgage,\n",
421
+ " SecuritiesAccount, CDAccount, Online, CreditCard]]\n",
422
+ " \n",
423
+ " prediction = model.predict(input_data)[0]\n",
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+ " \n",
425
+ " result = \"✅ Yes - Will Accept Loan\" if prediction == 1 else \"❌ No - Will Not Accept Loan\"\n",
426
+ " return result\n",
427
+ "\n",
428
+ "# Gradio Interface\n",
429
+ "iface = gr.Interface(\n",
430
+ " fn=predict_loan,\n",
431
+ " inputs=[\n",
432
+ " gr.Number(label=\"Age\"),\n",
433
+ " gr.Number(label=\"Experience (years)\"),\n",
434
+ " gr.Number(label=\"Income (in $000)\"),\n",
435
+ " gr.Number(label=\"Family Members\"),\n",
436
+ " gr.Number(label=\"CC Average Balance (in $000)\"),\n",
437
+ " gr.Number(label=\"Education Level (1=Undergrad, 2=Graduate, 3=Advanced)\"),\n",
438
+ " gr.Number(label=\"Mortgage (in $000)\"),\n",
439
+ " gr.Number(label=\"Securities Account (1=Yes, 0=No)\"),\n",
440
+ " gr.Number(label=\"CD Account (1=Yes, 0=No)\"),\n",
441
+ " gr.Number(label=\"Online Banking (1=Yes, 0=No)\"),\n",
442
+ " gr.Number(label=\"Credit Card (1=Yes, 0=No)\")\n",
443
+ " ],\n",
444
+ " outputs=\"text\",\n",
445
+ " title=\"📊 Personal Loan Offer Prediction\",\n",
446
+ " description=\"Enter customer details to predict if they will accept the personal loan offer.\"\n",
447
+ ")\n",
448
+ "\n",
449
+ "iface.launch()"
450
+ ]
451
+ },
452
+ {
453
+ "cell_type": "code",
454
+ "execution_count": null,
455
+ "id": "96a8c827",
456
+ "metadata": {},
457
+ "outputs": [],
458
+ "source": []
459
+ }
460
+ ],
461
+ "metadata": {
462
+ "kernelspec": {
463
+ "display_name": "Python 3 (ipykernel)",
464
+ "language": "python",
465
+ "name": "python3"
466
+ },
467
+ "language_info": {
468
+ "codemirror_mode": {
469
+ "name": "ipython",
470
+ "version": 3
471
+ },
472
+ "file_extension": ".py",
473
+ "mimetype": "text/x-python",
474
+ "name": "python",
475
+ "nbconvert_exporter": "python",
476
+ "pygments_lexer": "ipython3",
477
+ "version": "3.11.5"
478
+ }
479
+ },
480
+ "nbformat": 4,
481
+ "nbformat_minor": 5
482
+ }
model_joblib ADDED
Binary file (1.42 kB). View file
 
requirements.txt ADDED
File without changes