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104 changes: 26 additions & 78 deletions Course 1: Fundamentals of Scalable Data Science/README.md
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## Achievement goal:

<p align="center">
<img src="../Badges/Fundamentals-of-Scalable-Data-Science.png" width="80%" height="50%" title="Badge 1" >
</p>
![alt](../Badges/Fundamentals-of-Scalable-Data-Science.png)

## Solution

### Week 1

- Quiz:
<p align="center">
<img src="./img/w1_quizz.png" width="80%" height="50%" title="Challenges, terminology, methods and technology" >
</p>
![alt](./img/w1_quizz.png)

- [Environment Setup](https://github.com/IBM/skillsnetwork/wiki/Watson-Studio-Setup).

Expand All @@ -26,98 +22,50 @@
### Week 2

- Quiz 1:
<p align="center">
<img src="./img/w2_quizz1a.png" width="80%" height="50%" title="Data storage solutions, and ApacheSpark" >
</p>
<p align="center">
<img src="./img/w2_quizz1b.png" width="80%" height="50%" title="Data storage solutions, and ApacheSpark" >
</p>
<p align="center">
<img src="./img/w2_quizz1c.png" width="80%" height="50%" title="Data storage solutions, and ApacheSpark" >
</p>
![alt](./img/w2_quizz1a.png)
![alt](./img/w2_quizz1b.png)
![alt](./img/w2_quizz1c.png)

- Quiz 2:
<p align="center">
<img src="./img/w2_quizz2a.png" width="80%" height="50%" title="Programming language options and functional programming" >
</p>
<p align="center">
<img src="./img/w2_quizz2b.png" width="80%" height="50%" title="Programming language options and functional programming" >
</p>
<p align="center">
<img src="./img/w2_quizz2c.png" width="80%" height="50%" title="Programming language options and functional programming" >
</p>
![alt](./img/w2_quizz2a.png)
![alt](./img/w2_quizz2b.png)
![alt](./img/w2_quizz2c.png)

- Quiz 3:
<p align="center">
<img src="./img/w2_quizz3a.png" width="80%" height="50%" title="ApacheSparkSQL and Cloudant" >
</p>
</p>
<p align="center">
<img src="./img/w2_quizz3b.png" width="80%" height="50%" title="ApacheSparkSQL and Cloudant" >
</p>
![alt](./img/w2_quizz3a.png)
![alt](./img/w2_quizz3b.png)

- [Programming assignment](https://github.com/GafBof/advanced_data_science_ibm/blob/main/Course%201:%20Fundamentals%20of%20Scalable%20Data%20Science/Week%202/Assignment.ipynb).

### Week 3

- Quiz 1:
<p align="center">
<img src="./img/w3_quizz1a.png" width="80%" height="50%" title="Averages and standard deviation" >
</p>
<p align="center">
<img src="./img/w3_quizz1b.png" width="80%" height="50%" title="Averages and standard deviation" >
</p>
<p align="center">
<img src="./img/w3_quizz1c.png" width="80%" height="50%" title="Averages and standard deviation" >
</p>
![alt](./img/w3_quizz1a.png)
![alt](./img/w3_quizz1b.png)
![alt](./img/w3_quizz1c.png)

- Quiz 2:
<p align="center">
<img src="./img/w3_quizz2a.png" width="80%" height="50%" title="Skewness and kurtosis" >
</p>
<p align="center">
<img src="./img/w3_quizz2b.png" width="80%" height="50%" title="Skewness and kurtosis" >
</p>
<p align="center">
<img src="./img/w3_quizz2c.png" width="80%" height="50%" title="Skewness and kurtosis" >
</p>
![alt](./img/w3_quizz2a.png)
![alt](./img/w3_quizz2b.png)
![alt](./img/w3_quizz2c.png)

- Quiz 3:
<p align="center">
<img src="./img/w3_quizz3a.png" width="80%" height="50%" title="Covariance, correlation and multidimensional Vector Spaces" >
</p>
<p align="center">
<img src="./img/w3_quizz3b.png" width="80%" height="50%" title="Covariance, correlation and multidimensional Vector Spaces" >
</p>
<p align="center">
<img src="./img/w3_quizz3c.png" width="80%" height="50%" title="Covariance, correlation and multidimensional Vector Spaces" >
</p>
<p align="center">
<img src="./img/w3_quizz3d.png" width="80%" height="50%" title="Covariance, correlation and multidimensional Vector Spaces" >
</p><p align="center">
<img src="./img/w3_quizz3e.png" width="80%" height="50%" title="Covariance, correlation and multidimensional Vector Spaces" >
</p>
<p align="center">
<img src="./img/w3_quizz3f.png" width="80%" height="50%" title="Covariance, correlation and multidimensional Vector Spaces" >
</p>
![alt](./img/w3_quizz3a.png)
![alt](./img/w3_quizz3b.png)
![alt](./img/w3_quizz3c.png)
![alt](./img/w3_quizz3d.png)
![alt](./img/w3_quizz3e.png)
![alt](./img/w3_quizz3f.png)

- [Programming assignment](https://github.com/GafBof/advanced_data_science_ibm/blob/main/Course%201:%20Fundamentals%20of%20Scalable%20Data%20Science/Week%203/Assignment.ipynb).

### Week 4

- Quiz:
<p align="center">
<img src="./img/w4_quizz1a.png" width="80%" height="50%" title="Visualization and dimension reduction" >
</p>
<p align="center">
<img src="./img/w4_quizz1b.png" width="80%" height="50%" title="Visualization and dimension reduction" >
</p>
<p align="center">
<img src="./img/w4_quizz1c.png" width="80%" height="50%" title="Visualization and dimension reduction" >
</p>
<p align="center">
<img src="./img/w4_quizz1d.png" width="80%" height="50%" title="Visualization and dimension reduction" >
</p>
![alt](./img/w4_quizz1a.png)
![alt](./img/w4_quizz1b.png)
![alt](./img/w4_quizz1c.png)
![alt](./img/w4_quizz1d.png)

- [Programming assignment](https://github.com/GafBof/advanced_data_science_ibm/blob/main/Course%201:%20Fundamentals%20of%20Scalable%20Data%20Science/Week%204/Assignment.ipynb).

Expand Down
104 changes: 25 additions & 79 deletions Course 2: Advanced Machine Learning and Signal Processing/README.md
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## Achievement goal:

<p align="center">
<img src="../Badges/Advanced-Machine-Learning-and-Signal-Processing.png" width="80%" height="50%" title="Badge 2" >
</p>

![alt](../Badges/Advanced-Machine-Learning-and-Signal-Processing.png)

## Solution

### Week 1

- Quiz 1:
<p align="center">
<img src="./img/w1_quizz1.png" width="80%" height="50%" title="Machine Learning" >
</p>
![alt](./img/w1_quizz1.png)

- Quiz 2:
<p align="center">
<img src="./img/w1_quizz2.png" width="80%" height="50%" title="ML Pipelines" >
</p>

![alt](./img/w1_quizz2.png)

- [Assignment](https://github.com/GafBof/advanced_data_science_ibm/blob/main/Course%202:%20Advanced%20Machine%20Learning%20and%20Signal%20Processing/Week%201/Assignment.ipynb).

### Week 2

- Quiz 1:
<p align="center">
<img src="./img/w2_quizz1.png" width="80%" height="50%" title="Linear Regression" >
</p>
![alt](./img/w2_quizz1.png)

- Quiz 2:
<p align="center">
<img src="./img/w2_quizz2.png" width="80%" height="50%" title="Splitting and Overfitting" >
</p>
![alt](./img/w2_quizz2.png)

- Quiz 3:
<p align="center">
<img src="./img/w2_quizz3.png" width="80%" height="50%" title="Evaluation Measures" >
</p>
![alt](./img/w2_quizz3.png)

- Quiz 4:
<p align="center">
<img src="./img/w2_quizz4.png" width="80%" height="50%" title="Logistic Regression" >
</p>
![alt](./img/w2_quizz4.png)

- Quiz 5:
<p align="center">
<img src="./img/w2_quizz5a.png" width="80%" height="50%" title="Naive Bays" >
</p>
<p align="center">
<img src="./img/w2_quizz5b.png" width="80%" height="50%" title="Naive Bays" >
</p>
<p align="center">
<img src="./img/w2_quizz5c.png" width="80%" height="50%" title="Naive Bays" >
</p>
![alt](./img/w2_quizz5a.png)
![alt](./img/w2_quizz5b.png)
![alt](./img/w2_quizz5c.png)

- Quiz 6:
<p align="center">
<img src="./img/w2_quizz6.png" width="80%" height="50%" title="SVM" >
</p>
![alt](./img/w2_quizz6.png)

- Quiz 7:
<p align="center">
<img src="./img/w2_quizz7.png" width="80%" height="50%" title="Testing, X-Validation, GridSearch" >
</p>
![alt](./img/w2_quizz7.png)

- Quiz 8:
<p align="center">
<img src="./img/w2_quizz8.png" width="80%" height="50%" title="Ensemble Learning" >
</p>
![alt](./img/w2_quizz8.png)

- Quiz 9:
<p align="center">
<img src="./img/w2_quizz9.png" width="80%" height="50%" title="Regularization" >
</p>

![alt](./img/w2_quizz9.png)

- [Assignment](https://github.com/GafBof/advanced_data_science_ibm/blob/main/Course%202:%20Advanced%20Machine%20Learning%20and%20Signal%20Processing/Week%202/Assignment.ipynb).

### Week 3

- Quiz 1:
<p align="center">
<img src="./img/w3_quizz1.png" width="80%" height="50%" title="Clustering" >
</p>
![alt](./img/w3_quizz1.png)

- Quiz 2:
<p align="center">
<img src="./img/w3_quizz2a.png" width="80%" height="50%" title="PCA" >
</p>
<p align="center">
<img src="./img/w3_quizz2b.png" width="80%" height="50%" title="PCA" >
</p>
<p align="center">
<img src="./img/w3_quizz2c.png" width="80%" height="50%" title="PCA" >
</p>
![alt](./img/w3_quizz2a.png)
![alt](./img/w3_quizz2b.png)
![alt](./img/w3_quizz2c.png)

- [Assignment](https://github.com/GafBof/advanced_data_science_ibm/blob/main/Course%202:%20Advanced%20Machine%20Learning%20and%20Signal%20Processing/Week%203/Assignment.ipynb).

### Week 4

- Quiz 1:
<p align="center">
<img src="./img/w4_quizz1a.png" width="80%" height="50%" title="Fourier Transform" >
</p>
<p align="center">
<img src="./img/w4_quizz1b.png" width="80%" height="50%" title="Fourier Transform" >
</p>
<p align="center">
<img src="./img/w4_quizz1c.png" width="80%" height="50%" title="Fourier Transform" >
</p>
<p align="center">
<img src="./img/w4_quizz1d_sai.png" width="80%" height="50%" title="Fourier Transform" >
</p>
![alt](./img/w4_quizz1a.png)
![alt](./img/w4_quizz1b.png)
![alt](./img/w4_quizz1c.png)
![alt](./img/w4_quizz1d_sai.png)

- Quiz 2:
<p align="center">
<img src="./img/w4_quizz2a.png" width="80%" height="50%" title="Wavelet Transform" >
</p>
<p align="center">
<img src="./img/w4_quizz2b.png" width="80%" height="50%" title="Wavelet Transform" >
</p>
<p align="center">
<img src="./img/w4_quizz2c.png" width="80%" height="50%" title="Wavelet Transform" >
</p>

![alt](./img/w4_quizz2a.png)
![alt](./img/w4_quizz2b.png)
![alt](./img/w4_quizz2c.png)

- [Assignment](https://github.com/GafBof/advanced_data_science_ibm/blob/main/Course%202:%20Advanced%20Machine%20Learning%20and%20Signal%20Processing/Week%204/assignment.ipynb).

Expand Down
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