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Steven Smiley, P.E.'s Projects

breastcancer icon breastcancer

This respository hosts the files I used to analyze and evaluate the Wisconsin Diagnostic Breast Cancer (WDBC) dataset in Python.

classify_chips icon classify_chips

CLASSIFY_CHIPS.py is GUI for creating custom PyTorch/Tensorflow Image Classifier models with on Chips.

cleveland_dataset icon cleveland_dataset

The purpose of this Repository is to investigate different potential supervised Machine Learning (ML) algorithms for creating binary classification models that could serve as diagnostics for heart disease.

darknet icon darknet

YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet )

dasiamrpn icon dasiamrpn

[ECCV2018] Distractor-aware Siamese Networks for Visual Object Tracking

data-science-ipython-notebooks icon data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

full_loop_yolo icon full_loop_yolo

Full_Loop_YOLO.py is a wrapper for creating custom YoloV7, darknet YoloV4-tiny &; regular sized Yolov4 models on your custom datasets.

image_aug_gui icon image_aug_gui

image_aug.py is a GUI for creating custom augmented datasets using imgaug.

keras-unet-collection icon keras-unet-collection

The Tensorflow, Keras implementation of U-net, V-net, U-net++, UNET 3+, Attention U-net, R2U-net, ResUnet-a, U^2-Net, TransUNET, and Swin-UNET with optional ImageNet-trained backbones.

labelimg icon labelimg

🖍️ LabelImg is a graphical image annotation tool and label object bounding boxes in images

labelme icon labelme

Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).

mit-deep-learning icon mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

mosaic_chip_sorter icon mosaic_chip_sorter

MOSAIC_Chip_Sorter.py is a labeling annotation tool that allows one to identify & fix mislabeled annotation data (chips) in their dataset through the use of MOSAICs and UMAP quickly.

mrrobot icon mrrobot

This is a robot I designed in Fusion 360 and 3D printed with my FlashForge Creator Pro in PLA, Main Hardware: 1 x Raspberry Pi 3b, 3 x Arduinos with I2C, 5 x ultrasonic sensors, 4 x 60Kg Servos, 4 x 12V 200rpm DC motors, 1 x stepper motor for loading ammo into custom built coil gun. The coil gun uses 2 x 450V 1000uF Capacitors in parallel with a boost converter, yielding 380V maximum charge discharge from a 12V input, firing with a 1.2kV maximum peak non-repetitive surge current 1.1kA rated Thyristor SCR, Main Software: Uses TensorFlow and Python for Object Detection with some C++ for motor controls. The model used is a retrained Single Shot Detection MobileNet V2 algorithm trained on a toy reindeer. Signal processing allows proportional controller feedback to adjust movement of the robot for moving, aiming, and shooting. An application for IOS was written in Swift to control the robot as well, using Mosquito MQTT Broker for communication.

prob_tf2_examples icon prob_tf2_examples

This is a repo of my assignments per week in the class on Probabilistic Deep Learning with TensorFlow 2 by Imperial College London through Coursera.

stanley icon stanley

An autonomous drone to follow a person, using the OAK-D Lite and MAVLink

tensorflow-yolov4-tflite icon tensorflow-yolov4-tflite

YOLOv4, YOLOv4-tiny, YOLOv3, YOLOv3-tiny Implemented in Tensorflow 2.0, Android. Convert YOLO v4 .weights tensorflow, tensorrt and tflite

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