#python #datascience #machinelearning
Hello and welcome to our tutorial on regularization and Lasso regression. In this video, we will explore the concept of regularization and how it can be used to improve the performance of linear regression models.

We will start by discussing the problem of overfitting, which occurs when a model becomes too complex and is not able to generalize well to new data. We will then introduce the concept of regularization, which involves adding a penalty term to the objective function of a model to encourage simpler models.

Next, we will dive into Lasso regression, which is a type of regularization that uses the L1 norm as the penalty term. We will discuss how Lasso regression can be used to select a subset of features, and how it can be implemented in Python using the scikit-learn library.

Finally, we will demonstrate the effectiveness of Lasso regression on a real-world dataset and compare it to regular linear regression.

By the end of this tutorial, you will have a solid understanding of regularization and Lasso regression, and how they can be used to improve the performance of linear regression models. Thank you for watching, and we hope you found this tutorial helpful.

Subscribe to our Channel to learn more about the top Data Science, Machine Learning and Deep Learning : https://www.youtube.com/c/Codanics

Explore other free courses here:
Python ka chilla v1.0 for Data Science (playlist): https://youtube.com/playlist?list=PL9XvIvvVL50HVsu-Ao8NBr0UJSO8O6lBI

Machine learning ka chilla (playlist): https://www.youtube.com/watch?v=KYl9zmSt-Ik&list=PL9XvIvvVL50HHzaLPtFBOuikAWa0JdhMW

Streamlit course for dash boards and webapps for data science (playlist):
https://youtube.com/playlist?list=PL9XvIvvVL50FG8TUsLScsLMmJDacK36x2

Cloud computing (playlist): https://youtube.com/playlist?list=PL9XvIvvVL50H72Q75WkYA_2zjZok30Rvp

#RwithAammar Programming with R for Data Analysis and Data Science (Playlist): https://www.youtube.com/playlist?list=PL9XvIvvVL50E8HimtAnVL8N70MqImYOLS

Make publication ready graphs in Rstudio: https://www.youtube.com/playlist?list=PL9XvIvvVL50Hi2RGu-zlNEnk9WJMjPH-g

Computer Vision openCV in Python (Playlist): https://youtube.com/playlist?list=PL9XvIvvVL50GKoKrluZ1A96Bsuw8qC-3r

MS Excel for Data Analysis: https://www.youtube.com/playlist?list=PL9XvIvvVL50Hl4kVygAWYEpBXUteQlAiN

SQL complete course in Hindi/Urdu: https://youtube.com/playlist?list=PL9XvIvvVL50FszjOhcZw9WXIJQY6ZwV5g


-Follow me on following platforms:
1. Twitter: https://twitter.com/aammar_tufail
2. github: https://github.com/AammarTufail
3. Tiktok: https://www.tiktok.com/@draammar


#dataScience
#machinelearning
#baba_aammar
#pythonkaChilla
#machineLearningkaCHilla
#machineElraning
#cloudComputing
#datascience #pythonkachilla #python #dataanalytics #pythonforbeginners pythonfordatascience
Join this telegram group for regular updates via zoom meeting 1-to-1 sessions: https://t.me/codanics