Ice Cream Sales Prediction with Linear Regression | Machine Learning Algorithm

Опубликовано: 16 Октябрь 2024
на канале: The Don Hub

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Welcome back to Don Hub!
In this video, we're diving into the fascinating world of predictive analytics with a focus on ice cream sales prediction using Linear Regression.

Throughout our journey in machine learning, we've explored various topics, from an introduction to machine learning to delving into classification algorithms like SVM, KNN, logistic regression, and naive Bayes. Now, it's time to shift our focus to regression analysis.

Join us as we uncover the sweet secrets hidden within ice cream sales data. Imagine being able to predict profits on scorching summer days – it's not just a dream anymore, thanks to the power of Linear Regression.

In this video, we'll analyze historical ice cream sales and temperature data, exploring the relationship between temperature and sales. Armed with Python and scikit-learn, we'll train our model to accurately forecast profits based on temperature.

Whether you're a beginner or an experienced data enthusiast, there's something for everyone in this video. So grab your favorite treat, sit back, and let's forecast profits and uncover hidden insights with Linear Regression!

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📝 Resources:
Dataset: https://www.kaggle.com/datasets/rapha...
Code snippets: https://github.com/niigyanchristian/M...

🔍 Chapters:
0:00 - Introduction
1:08 - Import Libraries
1:20 - Load Dataset
3:00 - Split Data
5:50 - Model Training
6:40 - Model Predictions
7:20 - Model Evaluation
9:55- Model Saving

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#machinelearning #naivebayes #mlalgorithms