Complete-Scikit-learn-with-projects-

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Complete-Scikit-learn-with-projects-

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This repository contains everything you need to become proficient in Scikit learn

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# Complete-Scikit-learn-with-projects-
This repository contains everything you need to become proficient in Scikit learn

![scikit-learn (1)](https://user-images.githubusercontent.com/104568275/210075287-f07d6935-607b-428a-bcfe-c49f9a8ce604.png)

Youtube for all the implemented projects and tech interview resources - [Ignito Youtube Channel](https://www.youtube.com/@ignito5917/about)

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# Start here : [30 days of Scikit Learn Series with Projects](https://medium.com/coders-mojo/day-1-of-30-days-of-scikit-learn-series-with-projects-76341935e5fd?sk=44a6845c53109c2482c368bdb7924e46)

# Supervised learning

[Linear Models](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Linear and Quadratic Discriminant Analysis](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Support Vector Machines](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Stochastic Gradient Descent](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Nearest Neighbors](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Gaussian Processes](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Cross decomposition](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Naive Bayes](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Decision Trees](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Ensemble methods](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Feature selection](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Semi-supervised learning](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Neural network models](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

# Unsupervised learning

[Gaussian mixture models](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Clustering](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Biclustering](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Matrix factorization](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Covariance estimation](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Outlier Detection](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Density Estimation](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

# Model selection and evaluation

[Cross-validation](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Hyper-parameters Tuning](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Performance Metrics](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Validation curves](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

# Visualizations

[Data viz using Matplotlib and seaborn](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

# Dataset transformations

[ML Pipelines](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Feature extraction](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Preprocessing data](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Imputation of missing values](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Dimensionality reduction](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

[Kernel Approximation](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

# Scikit Learn Projects ( 40)

[scikit learn projects repo](https://medium.com/coders-mojo/implemented-scikit-learn-projects-c0e65f70e54e?sk=819c5487448cb84eafa75589a6a770cd)

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