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gimseng / 99-ML-Learning-Projects

A list of 99 machine learning projects for anyone interested to learn from coding and building projects

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[EXE] Predictive modeling using temporal data

hash-ir opened this issue · comments

commented

Learning Goals

  • Create a multi-layer perceptron model from scratch using NumPy
  • Understand forward pass, backpropagation and hyperparameter tuning from the ground up

Exercise Statement

Create a 2-layer neural network using NumPy to predict future ridership data based on the historical data

Prerequisites

  • Basic knowledge of NumPy and neural networks

Data source/summary:

Bike Sharing Data

(Optional) Suggest/Propose Solutions

I have the solution using NumPy that I did as part of the Deep Learning Nanodegree, will be happy to create a pull request to include the exercise statement/solution. I have written a blog post as well if someone is curious

(Optional) Further Links/Credits to Relevant Resources:

This exercise and solution's proposal came from Project 1 of Udacity's Deep Learning Nanodegree

commented

Hi, I'd like to work on this with a couple of others for a school project. We'll be basing it on your blog post.

commented

@dermarkr Sure, let me know if you need any help!