1 0 Machine Learning Introduction Applied Machine Learning Varada Kolhatkar Ubc - Detailed Analysis
K-Means algorithm: A worked example Corresponding notebook: TBD Course Github page: What is Natural Language Processing (NLP)? Corresponding notebook: ... Limitations of K-Means, DBSCAN motivation Related course Github page: Motivation to create word representations Channel: Preprocessing Kaggle's Housing Price Prediction dataset: Corresponding ... Choosing K in K-Means clustering Corresponding notebook: TBD Course Github page:
Parameters and hyperparameters, Decision boundaries Corresponding notebook: ... Motivation for model interpretation Corresponding notebook: TBD Course Github page: Motivation for Ensembles Corresponding notebook: TBD Course Github page:
Photo Gallery
![1.0 Machine Learning Introduction [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/-1hTcS5ZE4w/mqdefault.jpg)
![14.2 K-Means Algorithm [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/s6AvSZ1_l7I/mqdefault.jpg)
![9.1 Classification Metrics Motivation [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/-Mt39caHq0M/mqdefault.jpg)
![Introduction to Self-Attention [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/NJ_kTPwcaJU/mqdefault.jpg)
![16.1 What is NLP? [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/GTC_iLPCjdY/mqdefault.jpg)
![15.1 DBSCAN Motivation [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/1ZwITQyWpkY/mqdefault.jpg)
![9.4 Addressing Class Imbalance [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/jHaKRCFb6Qw/mqdefault.jpg)
![18.1 Word Embeddings Motivation [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/7nGGogNUrtg/mqdefault.jpg)
![10.1 Preprocessing Housing Price Dataset [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/lgGTKLwNgkQ/mqdefault.jpg)
![14.3 K-Means: Choosing K [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/M5ilrhcL0oY/mqdefault.jpg)
![2.4 More Terminology [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/KEtsfXn4w2E/mqdefault.jpg)
![12.2 Feature Importances Non-Linear Models [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/tiSN18OmZOo/mqdefault.jpg)
![12.1 Model Interpretation Motivation [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/xfICsGL7DXE/mqdefault.jpg)
![14.1 Clustering Motivation [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/caAuUAXwpb8/mqdefault.jpg)
![15.2 DBSCAN [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/T4NLsrUaRtg/mqdefault.jpg)
![11.1 Ensembles: Motivation [Applied Machine Learning || Varada Kolhatkar || UBC]](https://i.ytimg.com/vi/8litm1H7DLo/mqdefault.jpg)