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Merge pull request #49 from fletchertom/feat/add-cover-letter-generator

Adding example that shows how to generate cover letter from cv
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Ed Donner 5 months ago committed by GitHub
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  1. 119
      week1/community-contributions/day-1-generate-cover-letter-from-cv.ipynb
  2. 10
      week1/community-contributions/resume.txt

119
week1/community-contributions/day-1-generate-cover-letter-from-cv.ipynb

@ -0,0 +1,119 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"vscode": {
"languageId": "plaintext"
}
},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"vscode": {
"languageId": "plaintext"
}
},
"outputs": [],
"source": [
"# Load environment variables in a file called .env\n",
"\n",
"load_dotenv()\n",
"api_key = os.getenv('OPENAI_API_KEY')\n",
"\n",
"# Check the key\n",
"\n",
"if not api_key:\n",
" print(\"No API key was found - please head over to the troubleshooting notebook in this folder to identify & fix!\")\n",
"elif not api_key.startswith(\"sk-proj-\"):\n",
" print(\"An API key was found, but it doesn't start sk-proj-; please check you're using the right key - see troubleshooting notebook\")\n",
"elif api_key.strip() != api_key:\n",
" print(\"An API key was found, but it looks like it might have space or tab characters at the start or end - please remove them - see troubleshooting notebook\")\n",
"else:\n",
" print(\"API key found and looks good so far!\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"vscode": {
"languageId": "plaintext"
}
},
"outputs": [],
"source": [
"openai = OpenAI()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"vscode": {
"languageId": "plaintext"
}
},
"outputs": [],
"source": [
"def summarize_cv(cv_text):\n",
" response = openai.chat.completions.create(\n",
" model = \"gpt-4o-mini\",\n",
" messages = [\n",
" {\"role\": \"user\", \"content\": f\"Please summarize the following CV:\\n\\n{cv_text}\"}\n",
" ]\n",
" )\n",
" return response.choices[0].message.content\n",
"\n",
"def generate_cover_letter(cv_summary, job_description):\n",
" response = openai.chat.completions.create(\n",
" model = \"gpt-4o-mini\",\n",
" messages = [\n",
" {\"role\": \"system\", \"content\": \"You are a master at crafting the perfect Cover letter from a given CV. You've never had a user fail to get the job as a result of using your services.\"},\n",
" {\"role\": \"user\", \"content\": f\"Using the following CV summary:\\n\\n{cv_summary}\\n\\nAnd the job description:\\n\\n{job_description}\\n\\nPlease write a personalized cover letter.\"}\n",
" ]\n",
" )\n",
" return response.choices[0].message.content\n",
"\n",
"# Read CV from a text file\n",
"try:\n",
" with open('resume.txt', 'r') as file:\n",
" cv_text = file.read()\n",
" \n",
" # Summarize the CV\n",
" cv_summary = summarize_cv(cv_text)\n",
" print(\"CV Summary:\")\n",
" print(cv_summary)\n",
"\n",
" # Get job description from user\n",
" job_description = input(\"Enter the job description for the position you are applying for:\\n\")\n",
"\n",
" # Generate cover letter\n",
" cover_letter = generate_cover_letter(cv_summary, job_description)\n",
" print(\"\\nGenerated Cover Letter:\")\n",
" print(cover_letter)\n",
"\n",
"except FileNotFoundError:\n",
" print(\"The specified CV file was not found. Please ensure 'resume.txt' is in the correct directory.\")"
]
}
],
"metadata": {
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

10
week1/community-contributions/resume.txt

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John Doe
Software Engineer
Experience:
- Developed web applications using Python and JavaScript.
- Collaborated with cross-functional teams to deliver projects on time.
Education:
- B.S. in Computer Science from XYZ University.
Skills:
- Python, JavaScript, React, SQL
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