What are Gaussian Mixture Models? | Soft clustering | Unsupervised Machine Learning

What are Gaussian Mixture Models? | Soft clustering | Unsupervised Machine Learning | Data Science

Рет қаралды 9,239

Күн бұрын

📊 In this video, we introduce the concept of GMM using a simple visual example, making it easy for anyone to grasp. 💡
🧩 Ever wondered how data can belong to multiple groups simultaneously? That's where GMM comes in! We'll show you the difference between "hard clustering" (traditional clustering) and "soft clustering" (GMM's unique approach), helping you see how GMM can be more flexible in handling complex data distributions. 📈
🧮 And guess what? We won't overwhelm you with technical jargon! We'll keep it clear and straightforward, making GMM accessible to everyone.
🔍 But that's not all! We'll introduce you to the EM (Expectation-Maximization) algorithm, the secret sauce behind GMM. You'll see how EM plays a vital role in iteratively improving GMM's accuracy and how it all comes together to unlock hidden patterns in your data.
By the end of this video, you'll have a solid grasp of Gaussian Mixture Models, their applications, and how EM makes it all possible. 🤓
Happy Learning!

Пікірлер: 26

@ThilinaHalloluwa 5 ай бұрын

Cannot believe this has no comments... One of the best explanations of how Gaussian Mixture Models works so far.

@prosmartanalytics 5 ай бұрын

Thank you! 😊

@elitea6070 2 ай бұрын

Thank you sir, my lecturer can't even explain he just dumps random equations on me. At least this gives me an idea!

@prosmartanalytics 2 ай бұрын

Thank you! Glad it helped. 😊

@user-gz3nh4wk9g 2 ай бұрын

After hours of searching and learning I didn't even get 1% of GMM but you have explained in 9 mins. Thankyou Subscribed

@prosmartanalytics 2 ай бұрын

Thank you! Means a lot. 😊

@izb1275 3 ай бұрын

Thanks for sharing best explanations of how Gaussian Mixture Models so far

@prosmartanalytics 3 ай бұрын

Glad it helped! 😊

@theclockmaster 3 ай бұрын

Your video is really helpful. Thank you.

@prosmartanalytics 3 ай бұрын

Glad it helped!

@tllxh 3 ай бұрын

This video so far is the best introduction of Gaussian Mixture models

@prosmartanalytics 3 ай бұрын

Thank you! Glad it helped.

@Kaalokalawaia 2 ай бұрын

Subbed. Thank you. This makes so much sense.

@prosmartanalytics 2 ай бұрын

Thank you! Glad you found it useful.

@arunimadolui1580 4 ай бұрын

Really helpful...I just understand base concept in one go....investing only 5min

@prosmartanalytics 4 ай бұрын

Glad it helped!

@anushkarai5564 2 ай бұрын

Woww! You explained it so well! Best video to study GMM!

@prosmartanalytics 2 ай бұрын

Thank you! Glad you liked it.😊

@vishalkarmakar418 23 күн бұрын

Tomorrow I have my exam the explanation is top notch thnku so much

@prosmartanalytics 23 күн бұрын

All the best for your exam 👍

@8eck 2 ай бұрын

Very good explanation. Thank you.

@prosmartanalytics 2 ай бұрын

Thank you! Glad you found it useful.😊

@sreelakshmikb3927 Ай бұрын

Thank you , this was a saver

@prosmartanalytics Ай бұрын

Thank you! Glad it helped.

@kumarvis01 Күн бұрын

Questions: How to use fraction point to create new Gaussians, Example lets say we are in 2D with x1=2, y=8 and we find this point belongs to a Gaussian with 60% next how to use What should I do x1 = 2 * .6, y1 = 8 * .6 sort of ?? Please provide clarity on Hypothesis.

@prosmartanalytics Күн бұрын

Hint: If using python's scipy library, please study pdf for Gaussian. There is cdf, pmf, ppf, and cdf; all of these serve some purpose.