https://github.com/sushmitha-93/cmpe275---machine-learning-assigments-and-labs

Machine Learning Course Topic wise Assignments and Projects
https://github.com/sushmitha-93/cmpe275---machine-learning-assigments-and-labs

artficial-neural-network classification-algorithm clustering-algorithm convolutional-neural-networks machine-learning natural-language-processing numpy pandas plotly python regression-algorithms regularization-methods sentiment-analysis sklearn tensorflow time-series-analysis

Last synced: 3 months ago
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Machine Learning Course Topic wise Assignments and Projects

• Host: GitHub
• URL: https://github.com/sushmitha-93/cmpe275---machine-learning-assigments-and-labs
• Owner: Sushmitha-93
• Created: 2022-06-30T23:02:07.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2022-07-01T17:13:14.000Z (almost 3 years ago)
• Last Synced: 2025-01-23T16:51:22.340Z (5 months ago)
• Topics: artficial-neural-network, classification-algorithm, clustering-algorithm, convolutional-neural-networks, machine-learning, natural-language-processing, numpy, pandas, plotly, python, regression-algorithms, regularization-methods, sentiment-analysis, sklearn, tensorflow, time-series-analysis
• Homepage:
• Size: 5.86 KB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
## My Machine Learning Home works and Labs colab notebook links

    

        HW

        Topic

        Dataset

        Colab Link 

    

    

        1

        Matrix, Python, Graphs

        Sklearn, Seaborn, Plotly

        Colab Link 

    

    

        2

        Linear Regression

        Sklearn - Boston Housing

        Colab Link 

    

    

        3

        Regularization

        Ridge, Lasso

        Colab Link 

    

    

        4

        Logistic Regression, SVM

        Kaggle - Zoo dataset

        Colab Link 

    

    

        5

        ANN

        MNIST - handwritten numbers

        Colab Link 

    

    

        6

        Decision Trees, Random Forest

        Sklearn - Iris dataset

        Colab Link 

    

    

        7

        XGBoost

        Wholesale dataset

        Colab Link 

    

    

        8

        KNN, K-Means

        Custom dataset

        Colab Link 

    

    

        9

        NLP

        NLTK - Movie recommendation

        Colab Link 

    

    

        10

        Dimensionality reduction and PCA

        Sklearn - Wine Dataset

        Colab Link 

    

    

        11

        CNN

        TFDS - Citrus disease dataset

        Colab Link 

    

    

        12

        RNN

        Keras - IMDB Movies dataset

        Colab Link 

    

    

        Lab 1

        Kaggle competition

        

        Colab Link 

    

    

        Lab 2

        CNN, Logistic Reg

        CIFAR-10

        Colab Link 

    

    

        

        NLP - Sentiment analysis

        Custom IMDB Movie review

        

    

    

        

        Recommender System

        Custom IMDB user ratings

        

    

    

        

        Random Forest Python Algorithm

        Iris dataset