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Charles I Niswander II's Projects

accelerate icon accelerate

🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision

assignment icon assignment

Assignments and Graders for Discrete Optimization on Coursera

atari_gym_iterations_ai_agent_tensorflow icon atari_gym_iterations_ai_agent_tensorflow

A variety of scripts from the past year, messing around with various reinforcement learning techniques using OpenAI's Gym to train an agent to play Atari/NES/SNES games. Not all scripts are related, this is a catch-all repository.

betz-vision-proto icon betz-vision-proto

WIP machine vision program for real-time recognition of ROI and reading of serial codes

correct_cvs_labelmaps icon correct_cvs_labelmaps

This is a personal script I've written to convert labelmap data for ML datasets into my own format for training Tensorflow models.

dataset-superscript icon dataset-superscript

This script was written to apply various fixes and modifications to prelabeled image datasets and their annotations, fixing errors in label data to prepare for efficient Tensorflow model training without error. If you'd like an explanation of any part of the script please don't hesitate to email me at [email protected]

deskbuddy icon deskbuddy

An intelligent chatbot with context memory, emotional awareness, and question-answering capabilities.

karachi-admission-machine-vision icon karachi-admission-machine-vision

Python Machine vision project for a school in Karachi. WIP, automatically recognizes and detects a number from a specific area of a sheet and uses this to produce a randomized unique keycode identifier that can be used to trace the applicant ID.

misc_experiments icon misc_experiments

This repository serves as a collection of experimental scripts and utilities, mainly in the realm of machine learning. It features a wide array of topics including attention mechanisms, softmax approximations, landmark-based algorithms, and more.

models icon models

Models and examples built with TensorFlow

move-file-to-top-level-directory icon move-file-to-top-level-directory

Small script for moving all files in all directories underneath the current working directory to the top level (current working directory the script is running in)

nlp-transformer-based-legalese-interpreter-demo1 icon nlp-transformer-based-legalese-interpreter-demo1

This is a service that queries a transformer-based NLP model pretrained on legal documents. It recognized entities such as judges, courts, provisions, casenames, etc. It also recognized sentences that it judges to be conclusions, issues, or axioms.

norpworldalpha icon norpworldalpha

Alpha WIP experimental video game utilizing Neural Networks with Tensorflow and Unity ML-Agents

ppm-2-png icon ppm-2-png

Converting ppm images to png images in Python recursively.

ral-andon-adam-project icon ral-andon-adam-project

RAL andon light system and downtime reporting system for industrial presses using ADAM-6051 modules. Also consists of a data historian using InfluxDB timeseries databases.

random_stuff icon random_stuff

This is a small collection of various scripts and utilities written by yours truly at some point.

scripts_for_rhyme_courses icon scripts_for_rhyme_courses

Here are my personal copies of scripts written or altered by me for use in the design and development of some of my project-based courses on the Coursera Rhyme platform.

xls2csv icon xls2csv

Convert xls to CSV in Python using Pandas

xml_labelmaps_to_csv icon xml_labelmaps_to_csv

Script written specifically to extract values from labelmap/annotation XML files from the KAIST image dataset and collate values from all KAIST annotation files into one CSV file formatted to my preferred format for training TensorFlow models.

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