idgesus / Complete-Scikit-learn-with-projects-

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

Complete-Scikit-learn-with-projects-

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

Youtube for all the implemented projects and tech interview resources - Ignito Youtube Channel

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Start here : 30 days of Scikit Learn Series with Projects

Supervised learning

Linear Models

Linear and Quadratic Discriminant Analysis

Support Vector Machines

Stochastic Gradient Descent

Nearest Neighbors

Gaussian Processes

Cross decomposition

Naive Bayes

Decision Trees

Ensemble methods

Feature selection

Semi-supervised learning

Neural network models

Unsupervised learning

Gaussian mixture models

Clustering

Biclustering

Matrix factorization

Covariance estimation

Outlier Detection

Density Estimation

Model selection and evaluation

Cross-validation

Hyper-parameters Tuning

Performance Metrics

Validation curves

Visualizations

Data viz using Matplotlib and seaborn

Dataset transformations

ML Pipelines

Feature extraction

Preprocessing data

Imputation of missing values

Dimensionality reduction

Kernel Approximation

Scikit Learn Projects ( 40)

scikit learn projects repo

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