anubhavdevv / awesome-machine-learning-models

Contribute your amazing Machine Learning, Data Science, and Deep Learning repository

Hey Folks I'm Anubhav

Tech Enthusiast & Open Source Enthusiast. Love to learn and explore 🚀

🚀 About Me

• 💼 Software Engineer at CM.com
• 🎓 Pursuing my Bachelors in Computer Science & Engineering.
• 🔭 Particpant of GSSOC'20
• 🔭 Mentor at GWOC'21
• 🔭Web developer @ GSSoC'22✨
  
• 🔭 MicrosoftLearn Ambassador | AngelHack Ambassador | Organizer at AzdevIndia
• 🔭 Hackathons 🙌
• 💬 Talk to me about Python, JavaScript, Backend Development, Freelancing Opportunites, Open Source
• 📫 How to reach me [email protected]

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awesome-machine-learning-models's Issues

Movie Recommendation System

Dataset - ML100k
Procedure:-

1. Load Dataset
2. Exploratory Data Analysis

• Data Cleaning
• Data Visualization

3. Creating model from scratch to predict for one movie
4. Generalizing that model for all movies
5. Prediction
   I would like to work on this for Hacktoberfest.

[BUG] PR template not rendering properly

Description of the bug

The current PR template is not rendering properly upon raising it!

Working Environment (e.g. operating system, browser, device)

Operating System - MacOs

Please add screenshots, if applicable (Drag & Drop your ss below)

Diabetes Prediction using KNN

Workflow

1. Data Analysis
2. Applying KNN
3. Saving Predictions
   Please assign me this issue under Hacktoberfest.

Handwritten Number Detection -> Deep learning model (ANN)

Description of the project, you want to add.

Handwritten Number Detection is one of the easier to understand problems using DL.
Here I wish to create a simple ANN which will detect handwritten digits.

This will help others understand the basics of ANN.

Mention if this feature is for any specific Working Environment (e.g. operating system, browser, device, N/A)

N/A

Please add some pictorial references to the prooject, if applicable (Drag & Drop your ss below)

No response

What will be your aprroach to add this project?

Fork this repo.
Create and train a DL model.
Synch the forked repo.
And then finally create a PR.

Any other context you have, to add here regarding this project.

No response

Customer Segmentation using K-Means Clustering on the Mall Customer Segmentation Dataset

Stock Market Prediction using Time series Analysis

I wish to work on this issue under Hacktoberfest 21. I'd be using Autoregressive Integrated Moving Average (ARIMA) Model in order to predict short term stock market behavior.Please assign the same to me!

Linear Regression on Boston Housing Dataset

I want to work on this issue under Hacktoberfest 21. I will use the famous Boston dataset to explain the linear regression.

Advanced House Rent Prediction

Description of the project, you want to add.

In this project I am going to train a model which is use to predict the house rent of the certain region based on various parameters like location, property_size, bathrooms, balcony and many more.

The steps that I will follow to build this project :

1. Data Cleaning
2. Exploratory Data Analysis
3. Feature Engineering
4. Training the model (using various regression models)
5. Creating a web-application
6. Deployment on Heroku

Mention if this feature is for any specific Working Environment (e.g. operating system, browser, device, N/A)

No specific browser is required

Please add some pictorial references to the prooject, if applicable (Drag & Drop your ss below)

No response

What will be your aprroach to add this project?

I will build the project locally on my system after downloading the dataset and fork your repository to add my files there.

Any other context you have, to add here regarding this project.

No response

Churn Risk Score Prediction

Aim: To predict the churn score for a website based on the features provided in the dataset.

A jupyter-notebook that performs:

• Data Exploration
• Data Cleaning
• Data Visualization
• Correlation
• Model Building
• Prediction.

Exploratory data analysis using R Language on imdb dataset

Description of the project, you want to add.

IMDB is a popular website for rating films and series. Everyone always goes there if they want to watch something new and many users trust its rankings. The data is about the most popular 7k Films and series on IMDB with rates, the data is ideal for Exploratory Data Analysis and we also thought of using regression to predict rates. It contains the following columns: name, year of release, votes, rating, duration, genre, certificates, and type of content such as violence, profanity, alcohol, etc.
its

Mention if this feature is for any specific Working Environment (e.g. operating system, browser, device, N/A)

R language and Rstudios preferably as it will be an Rmd file.

Please add some pictorial references to the prooject, if applicable (Drag & Drop your ss below)

What will be your aprroach to add this project?

The methodology that I am thinking of is to use the Divide and Conquer approach. I will try the best algorithms to identify the tasks that could be divided into independent tasks that could be worked upon by me in parallel. As there are many parameters, I would need to work on different parameters and plots regarding the analysis in order to get useful information. Also, the working methodology will be to build models like linear regression to see the trends for the dataset. Through this analysis, more research work could be pushed for future use. Will then fork the repo and add the project as well as the dataset used (from Kaggle).

Any other context you have, to add here regarding this project.

Mostly this project will revolve around EDA and a little portion of ML would be involved.

Speech Emotion Recognition(SER) Using Librosa library And Pyaudio Module

A basic model to implement Speech Emotion Recognition using Librosa in Python. Please assign the same for hacktoberfest.

Increase scores for Churn_Risk_Score_Prediction

It seems that the models can be refined more, in order to get better predictions as well achieve higher scores.
I would like to do the it and would like to ask you to assign this issue to me under Hacktoberfest.

[Feature] Add issue templates in the repository.

hey @anubhav201241 ,
I would like to add issue template to this repo for better management .
Thanks you !!

Crop disease detection

I want to work on this issue under Hacktoberfeast 2021. Please assign this issue to me.

Anomaly Detection using Gaussian Distribution in MATLAB

Text to Speech Converter

I want to work on this issue under Hacktoberfest 2021. Please assign this to me.

Add Fashion-MNIST model[ANN]

I want to work on this issue,I will add Fashion-MNIST model[ANN] for clothing classification .

Sentiment Analysis using NLP

I want to work on this issue under Hacktoberfest 2021. I will explain the sentiment analysis using NLP. Please assign this issue to me.

[PROJECT] Liver Disease Prediction Model

Description of the project, you want to add.

In this project, we are going to use the Indian Liver Patient Records dataset from kaggle and We are going to predict whether a patient has liver disease or not based on certain features.

Mention if this feature is for any specific Working Environment (e.g. operating system, browser, device, N/A)

N/A

Please add some pictorial references to the prooject, if applicable (Drag & Drop your ss below)

No response

What will be your aprroach to add this project?

N/A

Any other context you have, to add here regarding this project.

No response

Logistic Regression using Chronic Kidney Disease Analysis

I would like to work on this issue under Hackoberfest 2021. I will explain the Logistic Regression using a model that will predict whether a person has kidney disease or not. I will add relevant theory and code. Please assign this to me.

[Feature] Add pull request template to the repository.

hey @anubhav201241 ,
I would like to add pull request template to this repo for better management .
Thanks you !!

Customer Segmentation using K-Means Clustering.

Customer Segmentation using K-Means Clustering on the mall customer segmentation dataset

EDA on Palmer Penguins dataset using R.

A notebook that performs basic EDA on the Palmer Penguins dataset using R.

Churn Risk Prediction using Logistic Regression

Workflow

Data Analysis
Applying LogisticRegression
Saving Predictions

Please assign me this issue under Hacktoberfest.

Face Detection

I want to work on this issue under Hacktoberfest 2021. Please assign this to me.

Fruits Classification -> Creating models focusing on Deep Learning

Description of the project, you want to add.

My aim here is to build a model using various approaches that will be able to classify the image of the fruit/ vegetable out of the 131 classes on which it will be trained.
Dataset: https://www.kaggle.com/datasets/moltean/fruits

Mention if this feature is for any specific Working Environment (e.g. operating system, browser, device, N/A)

N/A

Please add some pictorial references to the prooject, if applicable (Drag & Drop your ss below)

No response

What will be your aprroach to add this project?

Fork this repo.
Create and train DL models.
Compare the models.
Synch the forked repo.
And then finally create a PR.

Any other context you have, to add here regarding this project.

No response

CODE OF CONDUCT missing

Description of the bug

I want to add code of conduct in your repository

Working Environment (e.g. operating system, browser, device)

Markdown file

Please add screenshots, if applicable (Drag & Drop your ss below)

No response

Add any other context about the problem here

No response

Quality Prediction in Mining Process -> (Creating different models which will predict purity of iron ore and then comparing these models)

Description of the project, you want to add.

My aim here is to build a model using various approaches that will be able to predict an ore's purity and impurity using the different column values as input.
The dataset used in this project is taken from the Kaggle website.
Dataset Link:- https://www.kaggle.com/datasets/edumagalhaes/quality-prediction-in-a-mining-process
In this dataset there is a table which contains 24 columns and around 735000 rows.
Some of the columns are:% Iron Feed, % Silica Feed, Starch Flow, Ore Pulp Flow, Floatation columns and so on.

Mention if this feature is for any specific Working Environment (e.g. operating system, browser, device, N/A)

N/A

Please add some pictorial references to the prooject, if applicable (Drag & Drop your ss below)

No response

What will be your aprroach to add this project?

Fork this repo.
Create and train models.
Compare the models.
And then finally create a PR.

Any other context you have, to add here regarding this project.

No response