Advanced Machine Learning Course
Md. Zahid Hossen

Md. Zahid Hossen

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Advanced Machine Learning Course (3rd Batch)

Online: TK 12000

Start Date : 2023-06-02  

Total Class : 30   Total Hours: 60

Location : D F Tower (Level-11A) Skill Jobs Digital Lab Skill Jobs Digital Lab, House # 11 (Level-11A), Road # 14, Dhanmondi, Shobhanbag, Dhaka-1209

Saturday : 09:00 PM - 11:00 PM

Thursday : 09:00 PM - 11:00 PM

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Course Content

1. Math for ML (3 lectures)
---> 3 Lectures


Supervised Learning:
-------------------
2. Theory of Linear Regression. (2 lectures)
3. Predict housing prices using Linear regression.(1 lecture)
4. Theory of Logistic Regression. (1 lecture)
5. Heart Disease Prediction using Logistic Regression. (1 lecture)
6. Overfitting and Regularization. (1 lecture)
7. Decision Trees. (2 lectures)
8. Rain prediciton. (1 lecture)
---> 9 lectures

Deep Learning:
-------------
9. Artificial Neural Networks theory. (2 lectures)
10. ANN training. (1 lecture)
11. Image classification using deep neural nets. (1 lecture)
---> 4 lectures

Practical Advice for Machine Learning:
-------------------------------------
12. Evaluating model, model selection, bias, variance.(2 lecture)
13. ML development process and error analysis. (2 lecture)
---> 4 lectures

Unsupervised Learning:
---------------------
14. K-means clustering Algorithm. (1 lecture)
15. Customer Segmentation using K-Means Clustering. (1 lecture)
16. Anomaly Detection Algortihm. (1 lecture)
17. Credit card fraud detection. (1 lecture)
18. Principal Component Analysis. (1 lecture)
19. PCA implementation. (1 lecture)
---> 6 lectures

Recommender Systems:
-------------------
20. Collaborative filtering.(1 lecture)
21. Content-based fitering.(1 lecture)
22. Deep learning for recommender systems. (1 lecture)
23. Movie recommendation system.(1 lecture)
---> 4 lectures


---> total 30 lectures