Categories

ai

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  Building my AI Stress Predictor

  We know how decision making can become inconsistent during tight deadlines. We would drink more coffee, sleep less, and then wonder why productivity slipped further. There was n...

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  Building my AI University Semantic Search App

  The idea for this project came from a search problem. I often wanted to explore universities by describing them in plain language. I imagined scenarios where I would type phrase...

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  Building My AI Resume Analyzer

  I recently built Rahul’s AI Resume Analyzer, a tool that compares a resume against a job description and highlights missing keywords while measuring semantic fit. Let me walk yo...

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  Creating my AI Water Potability Classifier

  There was a time when I started doubting the quality of the water supplied in my neighborhood. I wondered if it was safe for consumption. That concern made me realize how valuab...

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  Creating my AI Cancer Severity Predictor

  There was a day when I was reading about how people face uncertainty during medical treatment. The metrics and stats that are given to them often sound abstract. I thought about...

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  Creating my AI Diabetes Classifier

  There was a moment when I realized how fragile health can be. I had come across a routine medical camp where many individuals were quietly waiting for their turn. What struck me...

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  Creating my AI Semiconductor Wafer Defect Classifier

  I once visited a manufacturing floor where large silicon wafers were stacked in clean trays. Each wafer carried a story of precision and fragility. A minor scratch or a faint ri...

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  Creating my AI Coffee Sales Forecasting App

  This project began from the recognition that coffee sales follow patterns over time. Daily transactions accumulate into a history that contains useful signals. By applying regre...

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  Building my AI Powered UPSC Mock Exams

  This post walks through code blocks used in my UPSC Mock Test project. For each file I show the code and explain what it does in plain language. All code blocks are fenced and l...

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  My Custom Image Classification with PyTorch and Gradio

  I’ve built and deployed an image classifier on Hugging Face Spaces that lets you upload a picture and get predictions in real time. This project combines PyTorch, Torchvision mo...

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  Building my AI Reddit Post Popularity Predictor

  I remember browsing through online forums and noticing how some posts gained massive attention while others faded away quickly. I wanted to know if there was a way to anticipate...

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  Creating my Conversational AI Planner

  I wanted to build something lightweight yet useful—a conversational morning planner that runs locally and feels personal. The idea was simple:

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  Building my AI Melbourne House Price Predictor

  The Melbourne House Price Predictor originated from a simple observation: property prices often appear inconsistent. Two houses with the same number of rooms might differ greatl...

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  Building my AI Fire Extinguisher Predictor

  The idea for this project began during a safety demonstration where I observed how traditional extinguishers suppress flames. Water and chemicals are effective, but they often d...

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  My own AI Model for Sentiment Analysis

  In this post, I want to walk through how I created an AI-powered IMDb Sentiment Classifier. The goal of this project was simple: take a piece of text (a movie review) and classi...

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  Creating my AI Titanic Survival Predictor

  The Titanic tragedy has been studied for decades, yet every time I see the passenger records, I feel both the weight of history and the pull of data. Each row in the dataset rep...

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  Training my AI Amazon Review Stars Model

  I built a small, practical project that predicts Amazon review stars from plain text. The idea came after reading a long review that felt like a clear four but saw a two on the ...

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  Building my AI Rain Predictor

  I wondered glancing at the daily forecasts and guessing whether it would rain. Several days looked like clear skies, yet short showers arrived anyway. That small inconvenience c...

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  Creating my AI Tourism Forecasting App

  This post walks through a small forecasting project that I packaged as a simple Streamlit app. I kept it self contained, so it does not reach out to any external APIs or big dat...

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  Creating my AI Powered Emotion Classifier

  I built a emotion classifier which reads text, and predicts the emotion label.

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  Building my AI Book Rating Predictor

  The idea for this project came from a simple frustration while browsing online bookstores. I often came across books with an overwhelming number of ratings and reviews. Some boo...

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  Strengthening my AI Movie Rating Predictor

  I created a project that predicts a movie rating using a clean dataset and a model. The goal was clarity over flash. Every file in the repository is plain and easy to follow. Th...

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  Creating my AI F1 Race Outcome Predictor

  One evening, I rewatched an old F1 Grand Prix. The winner wasn’t the pole sitter, and many midfield cars outperformed expectations. It struck me that race results were influence...

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  Building my AI Customer Response Predictor

  It started with a moment of curiosity when I was analyzing campaign reports. Numbers showed that many people never reacted to offers despite similar spending patterns. I began t...

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  Creating my AI Book Recommendation Engine

  It began with a simple thought. I had been reading books in different genres, but I often felt lost when I wanted to choose my next read. The world of books is wide and deep, an...

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  Creating my AI NYC Airbnb Price Predictor

  It all started with a simple experience. I was browsing through different listings on a travel platform and noticed that two very similar apartments had very different prices. B...

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  My AI Headline Clickbait Detector

  It started with a simple experience while browsing headlines online. I noticed how some headlines grabbed attention with exaggerated words while others felt straightforward. Tha...

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  Building my AI Wine Quality Classifier

  I once read an article that described how people struggle to judge wine quality without years of tasting experience. I imagined how difficult it must be for someone who enjoys w...

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  Creating my AI SMS Sentiment Classifier

  Sometimes daily events spark unexpected ideas. One day I received several promotional and personal text messages back to back. I found myself quickly deciding which ones mattere...

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  Building my AI Stroke Risk Predictor

  The spark for this project came from thinking about health risks that often go unnoticed. I once came across an account of someone who had no outward symptoms yet suffered a str...

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  Building my AI Spam Email Classifier

  The idea for this project came to me after a personal experience. I once received a strange email that claimed I had won a lottery prize. The subject line promised an urgent rew...

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  Creating my Fake News Detector

  I once stumbled upon an online article that looked reliable at first. The formatting was polished and the headline was striking. Yet as I kept reading, some statements did not a...

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  Building my AI Avocado Price Predictor

  I once stood in a grocery store aisle staring at a pile of avocados. Prices had changed from the week before, and I began to wonder what drove the fluctuations. It felt random a...

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  Building my Insurance Cost Predictor App

  The idea for this project came to me after seeing how unpredictable medical costs can be. I once compared bills from two similar cases and noticed the charges were very differen...

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  Building my AI Google Play Review Sentiment Classifier

  This project emerged from my own experience of browsing reviews on the Google Play Store. I frequently noticed that many reviews were emotionally charged but not easy to interpr...

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  Creating my Phone Battery Estimator

  It started from a moment of frustration. While researching phones online, I realized that battery capacity was often hidden in long specification sheets. Many times, the listed ...

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  Building my AI Power Plant Capacity Predictor

  The motivation for this project started when I realized how difficult it can be to make sense of raw capacity data in energy reports. Many reports describe plants by fuel type, ...

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  Enhancing my AI Student Performance Predictor

  It started with a moment of curiosity while looking at a dataset of student records. I wondered if there was a simple way to estimate how students might perform in mathematics i...

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  Building my AI Railway Accident Trend Predictor

  The idea for this project came from a simple observation. I was reading reports about railway accidents across Europe and noticed how inconsistent the numbers often appeared. So...

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  Building my AI Water Quality Predictor

  It started with a simple thought while pouring a glass of water one late evening. The clarity of the water looked fine, but I wondered what invisible details could be hidden in ...

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  Creating my AI Tourism Demand Forecasting App

  There are times when one observes a repeating pattern in the world and feels compelled to design a tool around it. My motivation for this app came from observing travel numbers ...

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  Building my AI IPO Outcome Predictor

  Sometimes inspiration comes from unexpected places. I once found myself reading news articles about companies planning to go public, and I kept wondering which of these would pe...

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  Building my AI Broadband Adoption Predictor

  I wrote this app after noticing how broadband adoption numbers shift in uneven steps across countries and years. Budget cycles, infrastructure delays, and policy waves create su...

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  Creating my AI IPL Player Predictor

  There are times when an idea refuses to fade until it finds an outlet. Mine began when I was reading through cricket player statistics late one night. The rows of averages, stri...

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  Building my AI Game Sales Predictor

  I had a simple question that kept returning whenever I browsed game charts: why do some titles explode while others sink quietly? I would see an indie platformer win a weekend, ...

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  Creating my AI Asylum Application Trends

  I once came across an official report that tried to predict how many asylum applications different countries in Europe would receive in the coming years. The report was full of ...

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  Creating my AI Automotive Market Clustering

  I once spent hours comparing vehicle prices on different websites. I was curious why some models seemed overpriced while others followed smoother trends. That curiosity turned i...

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  Creating my AI Movie Trends Explorer

  It started with a simple thought during a weekend binge of old films. I wondered how trends in movies evolve with time. Ratings shift, genres rise and fall, and audience attenti...

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  Building my AI Education Level Predictor

  When I first thought about creating this project, it came from an observation about how demographic information often relates to education outcomes. I noticed that data such as ...

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  Building my AI College Placement Predictor

  There are moments when uncertainty shapes the mind more than clarity. I once watched several students struggling to understand how their academic record would impact their place...

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  Creating my AI Lifestyle Classifier

  The idea for this project came when I thought about how daily routines shape identity. Every country has its unique cultural rhythm, and much of that rhythm is visible in how pe...

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  Enhancing my AI Real Estate Price Estimator

  I once spent a long time browsing real estate listings, trying to understand why two houses with similar size and features were priced so differently. It was not only confusing ...

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  Building my AI Farm Output Predictor

  The idea for this project came from a simple observation during a local farm visit. I noticed that farmers often rely on intuition to estimate crop outputs. Their guesses were b...

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  Creating my AI Hotel Satisfaction Predictor

  A few years ago, while traveling through Europe, I stayed at a hotel that looked great on paper. The online reviews praised certain aspects like the wifi and comfort but critici...

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  My AI Soccer Players Injury Prediction

  Sometimes ideas arrive from a moment of reflection rather than a moment of need. I once watched a sports match where a key player had to leave because of an injury that seemed p...

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  Creating my AI Economic Crisis Detector

  Sometimes inspiration begins in small observations. I was reading about economic reports and saw how numbers told stories long before analysts announced conclusions. Employment ...

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  Building my AI Station Type Classifier

  The origin of this project goes back to a recurring thought during my regular train commutes. I often moved between different types of stations: small suburban ones, medium-size...

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  Building my AI Sales Revenue Predictor

  There are moments in work where I feel overwhelmed by patterns that I notice but cannot measure. One afternoon while reviewing sales logs, I realized I was always estimating rev...

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  Building my AI Board Game Similarity Explorer

  It started with a simple observation. I often spent time trying to find board games that matched the exact mood or theme I wanted. Sometimes I looked for games that were coopera...

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  Creating my AI Income Predictor

  A few months ago, I was filling out an online form that asked about my education, work hours, and job type. As I answered, I realized that these details can hint at something de...

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  Creating my AI Electricity Demand Predictor

  I have often faced situations where electricity usage patterns seemed unpredictable. During hot summers the air conditioners would run continuously, while in colder months heate...

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  Creating my AI Drone Price Predictor

  When I was browsing drones in a local electronics market, I noticed a curious detail. The price tags did not seem random but followed a certain pattern. Models with longer range...

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  Building my AI Brain Tumor Detector

  It started with a moment that seemed ordinary but stayed with me for a long time. I once attended a technical session where medical images were being discussed. Among them was a...

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  Creating my AI Bank Customer Subscription Predictor

  A few years ago, I was reflecting on how financial institutions decide whether a customer will subscribe to a new service or product. The idea stayed in my mind after noticing h...

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  Building my AI Cancer Survival Predictor

  The idea for this project came from a quiet moment of reflection when I was reading about the ways machine learning is used in health care. Articles kept mentioning how predicti...

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  Creating my AI Election Forecasting App

  I once tracked election polls daily and wanted a forecast that revealed every step rather than a black box. That curiosity turned into a project that reads public polling data, ...

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  Creating my AI Water Disease Predictor

  It began with a personal observation during a visit to a rural area where clean drinking water was not consistently available. The water often looked cloudy and sometimes even s...

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  Building my AI Hospital Bed Capacity Predictor

  The idea for this project came from a personal moment when I read about the rising demand for hospital resources during health emergencies. I wondered how hospitals could better...

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  Building my AI Kidney Disease Risk Detector

  It started with a moment that stayed in my thoughts for days. I came across a news article that explained how many people discover kidney disease too late because the symptoms a...

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  Building my AI Tuberculosis Mortality Predictor

  It started with a quiet afternoon when I was reading a long article about how mortality rates in different regions vary widely depending on several hidden factors. The article s...

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  Building my AI USA Housing Price Predictor

  I wanted to create something that combined my interest in data and my curiosity about real estate. It started when I was looking through housing listings and noticed how varied...

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  Building my AI Asthma Risk Classifier

  It started with a memory of a difficult evening when breathing became heavier after a simple walk outside. That moment stayed in my thoughts for weeks. I realized how fragile he...

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  Building my AI Rent Predictor

  A few months ago I was reading about how rent prices have been rising across many regions. At that moment I thought about how useful it would be if people could quickly estimat...

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  Creating my Employee Attrition Predictor

  The idea for this project came during a moment of reflection about workplace stability. I once observed how sudden staff turnover in a department disrupted ongoing projects. Tha...

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  Building my AI Diabetes Risk Classifier

  I often think about how small signals in daily life hint at larger health risks. During a regular health check, I realized how several numbers like glucose, BMI, and blood press...

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  Building my AI Dry Eye Predictor

  When I first noticed how long hours in front of a bright monitor strained my vision, I realized my eyes would often feel dry and tired. I wondered if these small discomforts wer...

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  Creating my AI Hospital Billing Estimator

  The inspiration for this project came from a real personal experience. I once had to review a hospital bill that looked confusing and intimidating. The charges were scattered ac...

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  How I built my AI Rock Paper Scissor Game

  This post explains every part of the attached app.py, block by block, and clarifies how configuration, limits, offline and OpenAI logic, and UI all fit together.

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  Creating my AI Flight Price Prediction App

  I remember a moment when I had to book a flight on short notice and the ticket price felt unreasonably high. That day I wondered if there was a pattern that could explain why pr...

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  Building my AI Global Disaster Hotspot Predictor

  The thought behind this project started during a time when I was reflecting on how disasters strike without warning. I realized that if there were a way to anticipate which regi...

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  Creating my AI Sleep Disorder Classifier

  The idea for this project came from moments when I struggled with fatigue despite what seemed like reasonable sleep hours. I often wondered whether the problem was lifestyle, st...

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  Building my AI Chess Game Outcome Predictor

  This project grew from a personal observation about how chess games unfold. I noticed patterns in player ratings and number of turns that often signaled the likely outcome. That...

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  Creating my AI Cardiovascular Risk Predictor

  Sometimes ideas are born from the most ordinary of moments. For me, it was a routine health assessment. The process felt mechanical and generalized. I noticed how the medical st...

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  Building my AI Handwritten Digit Classifier

  I list every file that sits in the project. This gives a map before the deep dive. It also helps later when someone checks the same tree on GitHub.

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  Enhancing my AI Text Summarizer

  This project is a web app that summarizes long text. It uses a pretrained model from Hugging Face. It wraps the model with a friendly Gradio interface. I run it locally during d...

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  Building my AI Life Expectancy Predictor

  There was a moment when I was reading a report about health differences between nations. The report described how alcohol consumption, childhood immunizations, and economic spen...

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  Building my AI Airline Tweet Sentiment Classifier

  There are times when I scroll through online platforms and see streams of opinions. Many of these are about airlines. Some are positive, while others are filled with frustration...

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  Creating my AI Diamond Price Predictor

  There was a moment in a jewelry shop that stayed with me. Two diamonds were placed side by side in a display tray. They were the same size, both sparkling under the lights, and ...

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  Creating my own AI Fashion Image Classifier

  I built a Fashion Image Classifier that runs on open datasets and standard tools. The goal was to train a model, package the code, and publish an app.

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  My Virtual AI Powered Tic Tac Toe

  I wrote a small Streamlit app that plays Tic Tac Toe against me. The app has two brains. One brain is an offline minimax engine. The second brain is an OpenAI call that returns ...

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  Creating my AI Retail Sales Forecasting

  A quiet Saturday grocery run changed how I look at store shelves. Some aisles were empty and others were overflowing with items no one seemed to want. The imbalance felt avoidab...

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  Creating own AI News Topic Classifier

  I wanted a portfolio project that does not rely on OpenAI’s API. I picked a classic problem that still feels practical for recruiters. I built a topic classifier that reads a sh...

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  Building my AI Comed Energy Demand Predictor

  A few months ago I noticed how unpredictable our local electricity usage felt during different seasons. In summer, air conditioning made demand spike in late afternoons. In wint...

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  Creating my AI Sentiment Analysis App

  The idea first struck me while scrolling through movie reviews late at night. Some comments felt spot on, others were wildly off, and I found myself wishing there were a way to ...

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  Building my AI Financial Guide

  It started with a simple thought that kept circling in my head: why do everyday financial choices feel so complicated? Deciding whether to tuck money away, invest it, or just sp...

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  Building my AI Medical Appointment No-Show Predictor

  The inspiration for this project came from a real situation that left me reflecting on how clinics manage patient schedules. I had once booked an appointment, carefully arranged...

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  Creating my AI Parkinson's Disease Classifier

  I once came across a health article that described how subtle changes in the human voice could reveal the presence of neurological conditions. That article stayed in my mind for...

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  Making my AI Journalist

  I wanted a simple tool that drafts news style article ideas quickly. I also wanted guardrails around costs and fair usage for shared use. This post walks through the exact code ...

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  My Exciting AI Trip Planner

  I built a Streamlit app that can plan trips with attractions and hikes. It works in two modes: offline and AI-powered using OpenAI. It also enforces usage limits to keep costs s...

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  Building my AI Ransomware Recovery Time Predictor

  A winter outage story pushed this build into motion. A regional healthcare network suffered a ransomware event, and the updates from the incident response team read like weather...

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  My AI Text to Slide Generator

  This project turns free-form text into a branded slide deck using Streamlit, OpenAI, or an offline rule-based generator, and converts the result into a downloadable PowerPoint u...