Brian McHugh's repositories
CNN-Classification
Using Python and Pillow, create and organize a dataset of images of common household items in various positions. Utilize Matplotlib, TensorFlow, Keras and three CNN models pre-trained on the ImageNet dataset to classify the objects. Review model performance with Pandas and Tableau and build a website to visualize the Tableau tables and charts.
YouTube-ETL-Project
Create a North American database for YouTube top trending videos
BeautifulSoup
Using Python, BeautifulSoup, MongoDB and Flask, display pertinent Mars imagery and data that has been scraped from NASA websites.
SDCND-P3-Behavioral_Cloning
Using a driving simulator, create a dataset of tens of thousands of images (along with the associated steering angle, throttle and speed data for each image) and use them to train a Convolution Neural Network written in Python with TensorFlow and Keras that can successfully navigate the race track in the simulator with no user interventions.
SDCND-P4-Advanced-Lane_Finding
Using Python, Numpy, OpenCV, Matplotlib and Scipy, write a software pipeline that will test and ultimately utilize various computer vision techniques to alter images in a given video of highway driving and output a new video with virtual lane boundaries.
SDCND-P5-Vehicle_Detection
Utilizing Python, Numpy, Matplotlib and Scikit-Learn, take a sample video that includes moving vehicles and write a software pipeline that outputs another video with the vehicles captured within bounding boxes.
better-boiler
webpack and babel boiler setup for React / CSS / HTML
Bootstrap_Dashboards
Using Bootstrap, Pandas, HTML and CSS, convert a dataset in csv format into a responsive data visualization dashboard website to display weather data observations.
Brian-McHugh-CitiBike
Use Tableau to evaluate NYC CitiBike user data
Build-a-Burger
Use React and CSS to build a visually appealing, simple burger ordering system
D3
An exercise in data journalism, use JavaScript and D3.js to bring health data in csv format to life by creating an interactive scatter plot within a webpage.
OpenWeatherMap
Create a script that utilizes a simple Python library and the OpenWeatherMap API to visualize the weather of 500+ cities across the world
Plotly
Using D3 (JavaScript) on the front end and Flask (Python) on the back end, build a web-based dashboard with interactive charts to visualize the Belly Button Biodiversity Dataset. Use SQLAlchemy (Python) to establish and manage a database connection to a provided SQLite file. Use Plotly.js to build pie, bubble and gauge charts to display sample data and deploy the application to Heroku.
Py_Academy
Make strategic decisions regarding future school budgets and priorities.
Pymaceuticals
Analyze data for a pharmaceutical company to see how four treatments compare
ReactEmptyBoiler
Basic file setup for a full stack React app
SDCND-P12-Semantic_Segmentation
Identify drivable area in images using a Fully Convolutional Network (FCN)