ZackAkil/anomaly-detection-101

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Created over 6 years ago
Updated over 6 years ago

ZackAkil/anomaly-detection-101

ZackAkil

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Super simple example of anomaly detection process using sklearn.

rgb-neural-net

Physical visualisation of neural network learning using RGB leds, arduino and raspberry pi.

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video-intelligence-api-visualiser

A simple app that lets you visualise annotations from the Google Cloud Video Intelligence API using your local files.

deep-tic-tac-toe

Used deep reinforcement learning to train a deep neural network to play tic-tac-toe and deployed using tensorflow.js.

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optimising-basketball

Using Keras, TensorFlow.js and image processing to analyse my basketball skillz.

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understanding-recurrent-convolutional-neural-networks

Using synthetically generated video data to learn how/when R-CNNs can outperform CNNs.

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robo-videographer

Project for a automatic videographer system for recording sports matches.

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automl-vr

Project assets for building TF Lite models to run on Oculus Quest with Unity and Google AutoML Object Detection.

edge-TPU-safe-bike

An application of realtime object-detection running on an Edge TPU for making cycling in busy cities a little less terrifying.

online-learning-with-tensorflow-js

Single page app that uses tensorflow.js to learn your actions.

lazy-ways-to-build-ml-apps

A collection of lazy demos showing off how Google Cloud can be used to quickly build ML apps.

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practical-machine-learning-literacy

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friendlier-data-labelling

Code resources for generating a google form for labelling data.

webpage-autoencoder

Showing how you can embed and functioning auto-encoder inside a webpage using tensorflow.js.

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primetext

python package for indexing text data sets using prime number factorisation for super fast word frequency analysis.

iris-dataset-3d-marbles

What if every row/flower from the Iris dataset was represented as a marble in a physics simulation? Using Scikit-Learn with Blender to render the iris dataset in 3d and create a physical simulation of a marble machine to classify the dataset.

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web-scraping-and-nlp-CLDSPN

Resources for meetup about web scraping and NLP.

machine-learning-on-arduino

A really simple example of how you can do machine learning on an Arduino so that it can learn when to turn a light on based on the signal from a light sensor.

machine-learning-trenches-and-highways

Practical notebooks that show you the heaven and hell of building machine learning models.

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junk-food-robot

Raspberry Pi and Google AutoML Vision to build a robot that swipes away junk food from your desk.

hot-shot-basketball-tracker

Mini web app for displaying basketball practice metrics.

smart-water-boy

System for automatic tracking of water dispenser.

precision-recall-playground

Interactive UI for understanding how a confusion matrix work in machine learning classification.

video-intelligence-util

Command line script to analyse video/videos using Google Cloud Video Intelligence API.

spatialy-aware-deep-learning

Project for building a deep net that can predict a 3D scene based on a 2D image.

phobia-safe-video-player

A video player that will not show things that could trigger a phobia. Using Google Cloud Video Intelligence API

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rotting-zombie-model

🧟 Resources for fighting back against the rotting of your deployed machine learning models. Predicting zombies!

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realtime-ai-rugby-coach

My ambitious project to use a combination of ML, hardware, and cloud tech to capture and conquer the rugby pitch.

Ah-um-like-so-cool-detector

Real-time voice recognition app to help speakers reduce their use of "filler words".

build-your-first-basic-machine-learning-app

Code resources for Central London Data Science Project Nights 22nd meetup.

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personal-website

Just the code for my personal website that just serves as a hub for my other social links (🤷 for SEO).

teachable-machine-kaggle-competition-grader

teachable-machine-kaggle-competition-grader

video-intelligence-demo

Complete example of all features of Video Intelligence API on Google Cloud Platform.

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FYP-SPAICIAL-API

Final year project abstracted version.

jkadhsgjdshg

bike-tpu

project-reporter-voice-app

A voice app that interview me about my projects in order to generate articles.

super-simple-command-line-app

Code for "Finally learn how to use command line apps… by making one!"

phobia-safe-videos-with-ml

How you can use ML to make watching videos safer for people with unique and/or serious phobias.

Hands-on-Convolutional-Neural-Networks-Prediction-Interpretability

Hands on Convolutional Neural Networks + Prediction Interpretability

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cv-gauge-reader

Project for reading value of a analogue gauge using open CV (simple CV)

OReilly-AI-Conference-Pragmatic-ML

Code content for my session at O'Reilly AI Conference 2018 about pragmatic ML development with SciKit Learn & TensorFlow using Google ML Engine.

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interactive-learning-labeler

Web application that lets you interactively label images for object detection and instantly tries to learn from single labels in order to quickly label the rest of your data.

transcoder-api-cloud-function

CLoud Function code that uses the Google Transcoder API to auto generate optimised video formats when a new video is uploaded to a bucket.