Simon Nyamu's Projects
Modularized Implementation of Deep RL Algorithms in PyTorch
Try out deep learning models online on Google Colab
Easy to maintain open source documentation websites.
Collection of tools and code examples to demonstrate best practices in using Amazon EC2 Spot Instances.
The fastai book, published as Jupyter Notebooks
Config files for my GitHub profile.
Prevents you from committing secrets and credentials into git repositories
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
š¤ Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained
Applying yolov5 to Kaggle Ships in Google Earth dataset
This is the Curriculum for "Learn Deep Learning in 6 Weeks" by Siraj Raval on Youtube
a cheat-sheet for mathematical notation in code form
Notes on Google ML Engineer Certification
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
An example MLFlow project
Syllabus for Artificial Intelligence for Product Innovation Master of Engineering: https://ai.meng.duke.edu/degree
Duke Machine Learning Winter School: Computer Vision 2022
moving object detection for satellite videos.
List of open source tools for AWS security: defensive, offensive, auditing, DFIR, etc.
Create delightful python projects using Jupyter Notebooks
Implementing a Neural Network from Scratch
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
AWS Security Best Practices Assessment, Auditing, Hardening and Forensics Readiness Tool. It follows guidelines of the CIS Amazon Web Services Foundations Benchmark and DOZENS of additional checks including GDPR and HIPAA (+100). Official CIS for AWS guide: https://d0.awsstatic.com/whitepapers/compliance/AWS_CIS_Foundations_Benchmark.pdf
Data science on data without acquiring a copy
Code samples used on cloud.google.com
From Zero Repository for doing Python DevOps work
A listing of questions that could potentially be asked for a python job listing
This is an example of a Containerized Flask Application that can deploy to many target environments including: AWS, GCP and Azure.
Deep Learning (with PyTorch)
Learn how to build a neural network from scratch using PyTorch. An ML Showcase project from Paperspace Gradient.
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent