RoboticsClubIITJ / ML-DL-implementation

An implementation of ML and DL algorithms from scratch in python using nothing but NumPy and Matplotlib.
BSD 3-Clause "New" or "Revised" License
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Requirement of Graphs, corresponding to each of the Implemented Machine-Learning Models #66

Open kwanit1142 opened 3 years ago

kwanit1142 commented 3 years ago

In order to understand more about influence of Parameters, Hyper-Parameters and Input Dataset on a Machine-Learning Model, following Graphs are important : -

  1. Loss v/s Number of Iterations.
  2. Bias-Variance Tradeoff.
  3. Visual Graphs, which highlight the working of a Model on Input Dataset, taken as an Example.

Reference Literatures for Machine Learning Models related Visualizations are mentioned below : -

https://towardsdatascience.com/machine-learning-visualization-fcc39a1e376a

https://towardsdatascience.com/data-visualization-for-machine-learning-and-data-science-a45178970be7

https://www.tutorialspoint.com/machine_learning_with_python/machine_learning_with_python_understanding_data_with_visualization.htm

GoldExplosion commented 3 years ago

I would like to work on this. How do I approach this?

kwanit1142 commented 3 years ago

@GoldExplosion Read the issue carefully and refer Literature for the type of plots that can be used appropriately. In addition to that, see the Machine-Learning Models in the Repository itself, because each Model will require different Visual representation, alongside their examples too.

GoldExplosion commented 3 years ago

@kwanit1142 ok

GoldExplosion commented 3 years ago

@kwanit1142 i going to keep you posted on what i am doing. right now, i am going to add separate methods for visualisation in each of the models. i will create a separate PR for each model.

kwanit1142 commented 3 years ago

That seems to be nice. The Main Thing you have to focus on, is to include Appropriate and purposeful Graphs according to each model. They can be same or different , depending upon their application.

GoldExplosion commented 3 years ago

ok got it

kwanit1142 commented 3 years ago

Any Updates @GoldExplosion ?

GoldExplosion commented 3 years ago

i haven't worked on this. i would like not take this issue. sorry.

kwanit1142 commented 3 years ago

No worries, Its OK

kwanit1142 commented 3 years ago

Completion Phase-1

Linear Regression Plots -> Devyani Gorkar Logistic Regression Plots -> Shreya Sachan Polynomial Regression Plots -> Siddharth Singh