Unsupervised Learning | Unsupervised Learning Algorithms | Machine Learning Tutorial | Simplilearn

Unsupervised learning is a machine learning technique to build models from unlabeled data. This video covers all the basics of unsupervised learning algorithms along with the applications. You will learn what clustering is and the different types of clustering, such as hierarchical and K Means Clustering. Finally, you will build clustering models in Python to solve business problems.

1. Learning Objectives - 00:15
2. Overview - 00:25
3. Examples and applications of unsupervised learning - 02:17
4. Clustering - 04:37
5. Hierarchical Clustering - 06:27
6. Hierarchical Clustering Example - 08:47
7. Demo: Clustering animals - 11:37
8. K Means Clustering - 16:27
9. Optimal Number of Clusters -18:17
10. Demo: Cluster Based Incentivization - 20:27
11. Key Takeaways - 28:17

#UnsupervisedLearning #UnsupervisedLearningAlgorithms #WhatisUnsupervisedLearning #MachineLearningTutorial #Simplilearn

Simplilearn’s Artificial Intelligence course provides training in the skills required for a career in AI. You will master TensorFlow, Machine Learning and other AI concepts, plus the programming languages needed to design intelligent agents, deep learning algorithms & advanced artificial neural networks that use predictive analytics to solve real-time decision-making problems without explicit programming.

Why learn Artificial Intelligence?
The current and future demand for AI engineers is staggering. The New York Times reports a candidate shortage for certified AI Engineers, with fewer than 10,000 qualified people in the world to fill these jobs, which according to Paysa earn an average salary of $172,000 per year in the U.S. (or Rs.17 lakhs to Rs. 25 lakhs in India) for engineers with the required skills.

➡️ About Artificial Intelligence Engineer

This Artificial Intelligence Engineer course Created in partnership with IBM, this course introduces students to blended learning and prepares them to be AI and Data Science specialists. In Armonk, New York, IBM is a significant cognitive service and integrated cloud solution firm that provides many technology and consulting solutions.
IBM is a leader in AI and Machine Learning technology verticals for 2021. This AI masters course will prepare students for Artificial Intelligence and Data Analytics careers.

✅ Key Features
- Add the IBM Advantage to your Learning
- 25 Industry-relevant Projects and Integrated labs
- Immersive Learning Experience
- Simplilearn's JobAssist helps you get noticed by top hiring companies

✅ Tools Covered
- ChatGPT
- Flask
- Matplotlib
- django
- Python
- Numpy
- Pandas
- SciPy
- Keras
- OpenCV
- And Many More…

[bamanevishwajeet]

Thank you simplilearn for this great video..

[needge]

I don't understand why no YTBer explains at the end what they conclude along the dataset, the result they have with there cluster . ( the cluster 1 is this driver because .... )

[syedmujeebh]

Hi can you please add playlist link in ml videos .
So that we can access from video description itsef

[shreyasbhoyar]

How do I get the datasets used in the video to practice?

[haukemarquard]

I chattet a "real Person" on your website to get the dataset, but it was horrible. So how can I contact you to get the dataset without printing my email-address here?

[lalalala]

Hi Simplilearn, unfortunately, when I try to fetch 'Class_Type' of my dataset, I get an keyerror message. Could you imagine why?
BR