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Peter Martens's Projects

amazon-product-reviews-nlp-sentiment-analysis icon amazon-product-reviews-nlp-sentiment-analysis

Python Jupyter Notebook that reads in 10,000 Amazon Product Reviews and then performs an NLP Sentiment Analysis on the data with both the VADER Model and Roberta pretrained model, and then comparing the two models .

autism-diagnosis-predictive-model-web-app icon autism-diagnosis-predictive-model-web-app

This project analyzes and visualizes Autism diagnosis based off the AQ-10 Questionnaire. Then predictively modelling (Keras/TensorFlow) unseen instances of ASD with up to 98% accuracy. Lastly the Project is implemented into a autism prediction web application.

bowling-game-three.js-cannon.js icon bowling-game-three.js-cannon.js

Originally designed JavaScript (Vanilla framework) bowling game, using three.js for 3D modeling and cannon.js for physics/collisions.

brain-tumor-detection-model icon brain-tumor-detection-model

Jupyter notebook that reads in images of brains with and without tumors and then using a sequential Tensorflow/Keras model to predicts and detect tumors given an image.

compuer-vision-security-camera-app icon compuer-vision-security-camera-app

Python program utilizing OpenCV and webcam input, and also multiple haarcascade model to detect and display any movement, faces or bodies perceived by the model and then save it to an output folder.

dangpt icon dangpt

Python streamlit web app utilizing the openAI API to run on top of the GPT-3.5-Turbo language model. The app implements a user interface to interact with a chat bot set to Do Anything Now (DAN) mode.

doom-reinforcement-learning-models icon doom-reinforcement-learning-models

Reinforcement Learning / CNN model trained to play Doom video game within the VizDoom gym environment, for a variety of scenarios and difficulties.

face-detection-opencv-streamlit-web-app icon face-detection-opencv-streamlit-web-app

This code uses Streamlit and OpenCV to create a real-time facial recognition web app. It captures video, detects faces using Haar cascade classifier, and highlights them. The app runs until video ends or "Stop" button is pressed. Powered by OpenCV, Streamlit.

fc-cincinnati-attendance-analysis-and-forcasting icon fc-cincinnati-attendance-analysis-and-forcasting

This study used Python, NumPy, Pandas, matplotlib, seaborn, statsmodels, scikitlearn, and scipy to analyze the effects of promotional nights, day of the week, and team performance on attendance at FC Cincinnati matches in the 2021 and 2022 seasons. The analysis included data visualization, descriptive analytics, hypothesis testing, and regression.

flask-application-login-page icon flask-application-login-page

This is a Flask web application that enables users to create accounts using a form, with SQLite as the database. It includes functions for handling errors and queries, and provides users with success/error messages.

flask-sqlite-banking-web-application icon flask-sqlite-banking-web-application

This is a Flask banking app with login and dashboard pages, using POST requests to submit data to the server. It displays user balance and transaction history in a table, with deposit and withdraw buttons, and uses flash messages, CSS, and jQuery DataTables. The SQLite database has 'users' and 'transactions' tables.

golang-projects icon golang-projects

Collection of Golang projects including: movie ticketing SQL app, file compression program, link webscraper, To-Do list web app

gold-prices-eda-and-visualizations-2000-to-2022 icon gold-prices-eda-and-visualizations-2000-to-2022

Python Jupyter notebook that take in gold price (open, close, high, low) and volume data from 2000 to 2022. Then using Pandas, NumPy, Matplotlib, Seaborn and Statsmodels.api to clean, analyze and visualize the data.

gpt4-langchain-agents-research-web-app icon gpt4-langchain-agents-research-web-app

Python Streamlit web app utilizing OpenAI (GPT4) and LangChain LLM tools with access to Wikipedia, DuckDuckgo Search, and a ChromaDB with previous research embeddings. Ultimately delivering a research report for a user-specified input, including an introduction, quantitative facts, as well as relevant publications, books, and youtube links.

gpt4-programming-assistant icon gpt4-programming-assistant

Streamlit web app utilizing OpenAI (GPT-4) and LangChain LLM tools. Application includes an SQLite DB for login/authentication and message storage for later retrieval. Users can upload/embed their own PDF documents for chatbot reference. The user can then interact with a GPT-4 chatbot intended for the user's specified input, context, and scenario.

heart-attack-analysis-and-predictive-models icon heart-attack-analysis-and-predictive-models

Python EDA looking at the physiological factors contributing to heart attacks for over 300 patients. After looking at multiple ML predictive models, able to predict the likelihood of a heart attack with up to 92%

heart-rate-analysis-and-prediction-models icon heart-rate-analysis-and-prediction-models

A Keras NN is trained on ECG data to predict heart rate. It has 3 dense layers, ReLU activation, dropout, Adam optimizer, MSE loss, MAE metric. Test set evaluation, hyperparameter optimization with GridSearchCV, visualizations (correlation matrix, distribution, actual vs predicted).

huggingface-api-ai-stable-diffusion-image-generator-react-app icon huggingface-api-ai-stable-diffusion-image-generator-react-app

Stable Diffusion Image Generation: A captivating React app utilizing the Huggingface API to create unique AI-generated images based on user prompts. Explore endless creativity with the OpenJourney model, enjoy an intuitive interface, and unleash your artistic potential. Utilizing React + Styled Components for a seamless experience.

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