Neural Network from Scratch

• micrograd

  22 8,207 0.0 Jupyter Notebook

  A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

For autograd from scratch, see https://github.com/karpathy/micrograd and/or

https://windowsontheory.org/2020/11/03/yet-another-backpropa...

• ML-From-Scratch

  3 23,131 0.0 Python

  Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

Interesting find. Just FYI, this repo has been the OG for several years, when it comes to building NN from scratch:

https://github.com/eriklindernoren/ML-From-Scratch

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• deepnet

  1 319 0.0 Python

  Educational deep learning library in plain Numpy. (by parasdahal)

For those interested in simple neural networks to CNN and RNNs implemented with just Numpy (including backprop):

https://github.com/parasdahal/deepnet

• machine.academy

  1 11 7.6 C#

  Neural Network training library in C++ and C# with GPU acceleration

Nice! I made a gpu accelerated backpropagation lib a while ago to learn about NNs, if you are interested check it out here: https://github.com/zbendefy/machine.academy

• NNfSiX

  46 1,344 0.0 C++

  Neural Networks from Scratch in various programming languages

• deeplearning-notes

  71 353 0.0

  Notes for Deep Learning Specialization Courses led by Andrew Ng.

I found Andrew Ng’s Deep Learning Specialization much better for understanding neural networks than the machine learning course. https://www.coursera.org/specializations/deep-learning

Suggest a related project