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Scott Miner's Projects

avl-tree-implementation icon avl-tree-implementation

AVL Tree Implementation in Python: This repository provides a comprehensive implementation of an AVL tree (balanced binary search tree) with Node and Tree classes, build_tree() method, and insert() and delete() methods. The code demonstrates AVL tree construction, node insertion and removal, and tree rebalancing for maintaining optimal performance.

back-translation-text-augmentation icon back-translation-text-augmentation

This repo offers a Python script using NLPAug library & RTT to augment text datasets. It processes TXT files in "data/" folder, translating text and creating augmented versions. Augmented data enhances NLP tasks like chatbot training & text classification. Includes overview of techniques, applications & implementation.

boston-housing-analysis icon boston-housing-analysis

Boston Housing Analysis: This repo presents an in-depth analysis of the Boston Housing dataset using Linear, Lasso, and Ridge Regression models. It explores data, preprocesses features, visualizes relationships, and evaluates model performance.

eight-puzzle-solver icon eight-puzzle-solver

A* search algorithm implementation for solving 8-puzzle problem. Includes code modularization, performance optimization and solvability checking features.

healthcare-expert-system icon healthcare-expert-system

Rule-based healthcare expert system designed using Pyke and Python. The project focuses on heart failure telemonitoring, aiming to enhance patient self-care and clinical management.

iris-knn-classifier icon iris-knn-classifier

Iris flower classification using k-Nearest Neighbors (k-NN) algorithm in Python. Simple, effective ML model for species prediction.

naive-bayes-golf-prediction icon naive-bayes-golf-prediction

A Naive Bayes implementation predicting golf play based on weather conditions, utilizing machine learning techniques.

preprocessr icon preprocessr

PreProcessR: A comprehensive R package for efficient data preprocessing. Key features include outlier detection with calculate_IQR, data visualization via createHistograms, and optimal lambda estimation for Box-Cox transformations with estimateBoxCoxLambda. Ideal for preparing datasets for analytical modeling, enhancing data analysis workflows.

sequence-prediction-ann icon sequence-prediction-ann

Predict next number in a sequence using a simple ANN. Modularized code with classes for data preparation, neural network architecture, and training.

sminerport icon sminerport

My GitHub portfolio showcasing personal projects, coding skills, and expertise in Software Development, Data Analytics, and AI/ML. Get in touch for collaboration!

snk icon snk

🟩⬜ Generates a snake game from a github user contributions graph and output a screen capture as animated svg or gif

universal-eda icon universal-eda

Universal-EDA: Simplify Exploratory Data Analysis with versatile data loading & analysis tools for various datasets & CSVs.

word2vec-skipgram-tensorflow icon word2vec-skipgram-tensorflow

Word2Vec Skip-Gram model implementation using TensorFlow 2.0 to learn word embeddings from a small Wikipedia dataset (text8). Includes training, evaluation, and cosine similarity-based nearest neighbors

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