BootCamp's Pre-Written Courses & Projects :
Please access your personalized projects through My Repo Builder. The followings are not unique to you.
Chapters:
| Courses | PartyTime Projects | Advanced Projects |
|---|---|---|
| Ch1. Linear Regression | Kaggle House Prices | Kaggle House Prices: Like a Pro |
| Ch2. Loss Function & Gradient Descent | 🔒 Predict WHO Urban PM2.5 | 🔒 Predict WHO Urban PM2.5: Like a Pro |
| Ch3. Regularization: Lasso, Ridge & Elastic Net Regression Models | 🔒 Movie recommender systems | 🔒 Movie recommender systems: Like a Pro |
| Ch4. Logistic Regression | 🔒 Credit Card Fraud Detection | 🔒 Credit Card Fraud Detection: Like a Pro |
| Ch5. Support Vector Machine (SVM) | 🔒 Vehicle Detection in Dashcam Footage | 🔒 Vehicle Detection in Dashcam Footage: Like a Pro |
| Ch6. Decision Trees | 🔒 Predict Next Day Bitcoin Price | 🔒 Predict Next Day Bitcoin Price: Like a Pro |
| Ch7. KMeans Clustering | 🔒 Customer Segmentation | 🔒 Customer Segmentation: Like a Pro |
| Ch8. Hierarchical Agglomerative Clustering | 🔒 Cluster UCI Cars | 🔒 Cluster UCI Cars: Like a Pro |
| Ch9. Diemnsionality Reduction (PCA, Kernel PCA, UMAP) | 🔒 E-commerce Customer Segmentation | 🔒 E-commerce Customer Segmentation: Like a Pro |
| Ch10. Feedforward Neural Network | 🔒 Bank Term Deposit Prediction | 🔒 Bank Term Deposit Prediction: Like a Pro |
| Ch11. Convolutional Neural Networks (CNNs) | 🔒 Human Voice Detection | 🔒 Human Voice Detection: Like a Pro |
| Ch12. Transfer Learning | 🔒 Image Classification - Transfer Learning | 🔒 Image Classification - Transfer Learning: Like a Pro |
| Ch13. RNN & LSTM | 🔒 Melody Generation | 🔒 Melody Generation: Like a Pro |
| Ch14. Encoders and Decoders | 🔒 Image Denoising & Translation | 🔒 Image Denoising & Translation: Like a Pro |