Guest Advocate at

Early-career maker learning by doing

I am starting my career, building skills through practical projects and hands-on practice to prepare for my first role.

Work samples

A collection of projects and experiments that show how I apply new skills, solve simple problems, and build toward professional experience.

  • Sentiment Analysis, Data Mining, and Machine Learning
    Sentiment Analysis, Data Mining, and Machine Learning

    Found and cleaned a data set of ~50,000 IMDB movie reviews and a positive or negative sentiment, Word embeddings, Word2Vec, XGB Classifier Model, Sequential Model Fine-tuned the sequential model to maximize the accuracy when fed reviews for movies.

    Word2VecXGB ClassifierSequential Model
  • Movement Classification, CNN's, Video Analysis
    Movement Classification, CNN's, Video Analysis

    Gathering and preparing video data to be analyzed for the purposes of training a model Training a CNN for the purpose of classifying videos.

    CNN

About me

I am starting my career, building skills through practical projects and hands-on practice to prepare for my first role.

I'm Hayden Richards. I am at the start of my career and building practical experience while exploring where I fit professionally. I focus on learning hands-on skills, taking on projects that teach me how to solve real problems, and preparing for entry-level roles.

Experience

Guest Advocate

Target · October 2025 - May 2026

Education

University of North Carolina at Charlotte

Bachelor of Science in Computer Science / Concentration in Ai, Robotics and Game development · Class of 2026

Elon University

Undergraduate Studies

Skills

Learning mindsetProject-based practiceProblem solvingHands-on experimentation

Sentiment Analysis, Data Mining, and Machine Learning

Found and cleaned a data set of ~50,000 IMDB movie reviews and a positive or negative sentiment, Word embeddings, Word2Vec, XGB Classifier Model, Sequential Model Fine-tuned the sequential model to maximize the accuracy when fed reviews for movies.

Word2VecXGB ClassifierSequential Model
View all works

Movement Classification, CNN's, Video Analysis

Gathering and preparing video data to be analyzed for the purposes of training a model Training a CNN for the purpose of classifying videos.

CNN
View all works