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    <title>DEV Community: Neha Bohrapi</title>
    <description>The latest articles on DEV Community by Neha Bohrapi (@nehabohrapi13).</description>
    <link>https://dev.to/nehabohrapi13</link>
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      <title>DEV Community: Neha Bohrapi</title>
      <link>https://dev.to/nehabohrapi13</link>
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      <title>AI Powered Personal Finance Manager💸</title>
      <dc:creator>Neha Bohrapi</dc:creator>
      <pubDate>Sun, 04 Oct 2026 17:11:24 +0000</pubDate>
      <link>https://dev.to/nehabohrapi13/ai-powered-personal-finance-manager-27am</link>
      <guid>https://dev.to/nehabohrapi13/ai-powered-personal-finance-manager-27am</guid>
      <description>&lt;h1&gt;
  
  
  💰 AI Personal Financer — Built for a Friend
&lt;/h1&gt;

&lt;p&gt;This is a submission for the [Hacktoberfest Weekend Challenge: Build for a Friend]&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;I built AI Personal Financer, a personal finance assistant designed to help a friend who finds it difficult to understand where their money goes every month.&lt;/p&gt;

&lt;p&gt;Managing expenses manually can be time-consuming, especially when transactions are spread across different statements and files. The goal of this project is to make personal finance tracking simpler and easier to understand.&lt;/p&gt;

&lt;p&gt;The application allows users to upload their PDF or CSV transaction data and get useful insights from it.&lt;/p&gt;

&lt;p&gt;It can help with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;📊 Expense analysis&lt;/li&gt;
&lt;li&gt;🏷️ Expense categorization&lt;/li&gt;
&lt;li&gt;💰 Monthly budget planning&lt;/li&gt;
&lt;li&gt;📈 Spending reports and visualizations&lt;/li&gt;
&lt;li&gt;🔮 Expense prediction&lt;/li&gt;
&lt;li&gt;🤖 AI-powered financial assistance&lt;/li&gt;
&lt;li&gt;📄 Processing uploaded PDF/CSV financial data&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Instead of looking through a long list of transactions, the user can get a clearer picture of their spending habits and make better budgeting decisions.&lt;/p&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;p&gt;🎥 Demo Video: &lt;a href="https://drive.google.com/file/d/1RO2G2CSxfIBVnrnjMUmV14wQ8eCVhFL6/view?usp=drivesdk" rel="noopener noreferrer"&gt;https://drive.google.com/file/d/1RO2G2CSxfIBVnrnjMUmV14wQ8eCVhFL6/view?usp=drivesdk&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;🌐 Live Demo:&lt;a href="https://aipoweredpersonalfinancer-awvxkdxzzzutxoek8p4eue.streamlit.app/" rel="noopener noreferrer"&gt;https://aipoweredpersonalfinancer-awvxkdxzzzutxoek8p4eue.streamlit.app/&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;

&lt;p&gt;💻 GitHub Repository:&lt;a href="https://github.com/nehabohrapi/AI_Powered_Personal_Financer" rel="noopener noreferrer"&gt;https://github.com/nehabohrapi/AI_Powered_Personal_Financer&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The project is open source and available for others to explore, learn from, and contribute to.&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;p&gt;I built the application using Python and Streamlit.&lt;/p&gt;

&lt;p&gt;The application processes financial data from uploaded PDF and CSV files and uses Python-based data processing and machine learning techniques to generate insights.&lt;/p&gt;

&lt;h3&gt;
  
  
  Main technologies used
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Python&lt;/li&gt;
&lt;li&gt;Streamlit&lt;/li&gt;
&lt;li&gt;Pandas&lt;/li&gt;
&lt;li&gt;NumPy&lt;/li&gt;
&lt;li&gt;Scikit-learn&lt;/li&gt;
&lt;li&gt;Plotly&lt;/li&gt;
&lt;li&gt;pdfplumber&lt;/li&gt;
&lt;li&gt;FPDF2&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For the machine-learning component, I used Multiple Linear Regression to work with monthly financial data and generate expense-related predictions.&lt;/p&gt;

&lt;p&gt;The application also includes a chatbot component to make interacting with financial information more natural.&lt;/p&gt;

&lt;h3&gt;
  
  
  How it works
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User uploads PDF / CSV
        ↓
Extract financial data
        ↓
Clean &amp;amp; preprocess data
        ↓
Categorize expenses
        ↓
Analyze spending patterns
        ↓
Generate charts &amp;amp; reports
        ↓
Budget / prediction insights
        ↓
AI-powered financial assistance
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Why Does Open Innovation Matter?
&lt;/h2&gt;

&lt;p&gt;Open innovation makes it possible for developers and students to build useful applications without having to create every component from scratch.&lt;/p&gt;

&lt;p&gt;For this project, open-source libraries provided the building blocks for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Data processing&lt;/li&gt;
&lt;li&gt;Machine learning&lt;/li&gt;
&lt;li&gt;PDF extraction&lt;/li&gt;
&lt;li&gt;Data visualization&lt;/li&gt;
&lt;li&gt;Application development&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This allowed me to focus on solving the actual problem rather than rebuilding basic tools myself.&lt;/p&gt;

&lt;p&gt;Open-source technology also makes the project easier for other developers to inspect, learn from, modify, and improve.&lt;/p&gt;

&lt;p&gt;For students and independent developers especially, this accessibility makes experimentation with AI and machine learning much easier.&lt;/p&gt;

&lt;h2&gt;
  
  
  Prize Categories
&lt;/h2&gt;

&lt;p&gt;[Add the partner prize categories you are entering here.]&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;1. SerpApi&lt;/li&gt;
&lt;li&gt;2. MongoDB Atlas&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What I Learned
&lt;/h2&gt;

&lt;p&gt;Building this project helped me understand how machine learning and data processing can be applied to a real-world problem.&lt;/p&gt;

&lt;p&gt;I worked with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Data preprocessing&lt;/li&gt;
&lt;li&gt;Exploratory data analysis&lt;/li&gt;
&lt;li&gt;Feature engineering&lt;/li&gt;
&lt;li&gt;Machine learning&lt;/li&gt;
&lt;li&gt;Financial data analysis&lt;/li&gt;
&lt;li&gt;Data visualization&lt;/li&gt;
&lt;li&gt;PDF and CSV processing&lt;/li&gt;
&lt;li&gt;Building an interactive application with Streamlit&lt;/li&gt;
&lt;li&gt;Integrating AI into a practical application&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;More importantly, this project taught me that AI doesn't have to be used only for complicated or futuristic applications.&lt;/p&gt;

&lt;p&gt;Sometimes, a simple problem like "Where did my money go this month?"can be a great starting point for building something genuinely useful.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I Built It for a Friend
&lt;/h2&gt;

&lt;p&gt;I wanted to build something that could help someone close to me understand their finances without needing to manually analyze every transaction.&lt;/p&gt;

&lt;p&gt;The idea was simple:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Take complicated financial data and turn it into information that is easier to understand and act on.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;That became the motivation behind AI Personal Financer.&lt;/p&gt;

&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;AI Personal Financer started as a project to experiment with machine learning and financial data, but it became much more meaningful when I focused on solving a real problem for someone I know.&lt;/p&gt;

&lt;p&gt;The Hacktoberfest Build for a Friend challenge gave me the opportunity to take that idea and turn it into a practical open-source project.&lt;/p&gt;

&lt;p&gt;I hope the project can help people understand their spending better and encourage more developers to build technology around real problems faced by the people around them.&lt;/p&gt;




&lt;h3&gt;
  
  
  🔗 Project Links
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;GitHub:&lt;a href="https://github.com/nehabohrapi/AI_Powered_Personal_Financer" rel="noopener noreferrer"&gt;https://github.com/nehabohrapi/AI_Powered_Personal_Financer&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Live Demo://aipoweredpersonalfinancer-awvxkdxzzzutxoek8p4eue.streamlit.app/&lt;/li&gt;
&lt;li&gt;Demo Video: &lt;a href="https://drive.google.com/file/d/1RO2G2CSxfIBVnrnjMUmV14wQ8eCVhFL6/view?usp=drivesdk" rel="noopener noreferrer"&gt;https://drive.google.com/file/d/1RO2G2CSxfIBVnrnjMUmV14wQ8eCVhFL6/view?usp=drivesdk&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>devchallenge</category>
      <category>weekendchallenge</category>
      <category>hf26challenge</category>
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