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Commit e67c5865 authored by manxilin's avatar manxilin
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update readme

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...@@ -76,5 +76,36 @@ ...@@ -76,5 +76,36 @@
|week7|State Estimation| |week7|State Estimation|
|week8|Classification| |week8|Classification|
|week9|Vidual Odometry| |week9|Vidual Odometry|
## 02450 Introduction to Machine Learning and Data Fitting
| Exercise | Topic |
| ---------- | --- |
| week1 | Introduction |
| week2 | Data, feature extraction and PCA|
| week3| Measures of similarity, summary statistics and probabilities|
|week4| Probability densities and data visualization|
|week5|Decision trees and linear regression|
|week6|Overfitting, cross-validation and Nearest Neighbor|
|week7|Performance evaluation, Bayes, and Naive Bayes|
|week8|Artificial Neural Networks and Bias/Variance|
|week9|AUC and ensemble methods|
|week10|K-means and hierarchical clustering|
|week11|Mixture models and density estimation|
|week12|Association mining|
## 02456 Deep Learning
| week1 | Feedforward network |
| week2 | Feedforward network|
| week3| Feedforward network|
|week4| Convolutional neural network|
|week5|Recurrent neural network|
|week6|Mini projekt|
|week7|Unsupervised learning|
|week8|Reinforcement learning|
## 02610 Optimization and Data Fitting
| | |
## 02805 Social Graphs
| | |
## 02807 Computational Tools for Data Science
| | |
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