Machine Learning Lab Assignment for M.Tech and MCA course.

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Machine Learning Lab Assignment for M.Tech and MCA course:- 

 

Prior knowledge:- Brief mathematical knowledge of Regression, Minimum Distance Classifier's, Types of norms, k-means clustering Algo, K-nn Algo, Support Vector Machine, Density Based Spatial Clustering of Applications with Noise (DBSCAN) Algo, Parallel and Sequential Execution Algo.  Python Programming.

 

 

By default Datasets:- Iris Dataset, Cancer Daraset, User Input Dataset.

 

Lab 1:- 

 

Assign 1: Write a python program to use linear regression to perform prediction on any dataset.

 

Assign 2: Write a python program to implement logistic regression on any dataset. 

 

Assign 3: Write a python program to implement multinomial logistic regression on any dataset. 

 

Lab 2:-

 

Assign 1: Write a python program to implement the Minimum Distance Classifier Algorithm on Iris dataset. 

 

Assign 2: Write python program to implement the Bayes Classification Algorithm. 

 

Assign 3: Write a python program to implement the Naive Bayes Classifier's Algorithm.

 

Assign 4: Write a python program to implement the Support Vector Machine (SVM) Algorithm on user input data. 

 

Assign 5: Write a python program to implement the Support Vector Machine (SVM) Algorithm on Iris dataset / Cancer dataset.

 

Assign 6: Write a python program to implement the XOR-Gate by using Support Vector Machine (SVM) Algorithm. 

 

Assign 7: Write a python program to implement the X-NOR-Gate by using Support Vector Machine (SVM) Algorithm.  

 

Assign 8: Write a python program to implement the OR-Gate by using Support Vector Machine (SVM) Algorithm. 

 

Assign 9: Write a python program to implement the AND-Gate by using Support Vector Machine (SVM) Algorithm.  

 

Assign 10: Write a python program to find the optimal value of 'K' in k-means Algorithm by using elbow method. 

 

Assign 11: Write a python program to implement the K-means Algorithm on user input data. 

 

Assign 12: Write a python program to implement the K-means Algorithm on Iris dataset. 

 

Assign 12: Write a python program to find the optimal value of 'K' in K-nearest neighbor (K-nn) Algorithm.  

 

Assign 13: Write a python program to implement the K-nearest neighbor (K-nn) Algorithm. 

 

Assign 14: Write a python program to find the 'ε' (epsilon) and 'MinPts' parameters uses in DBSCAN Algorithm.

 

Assign 15: Write a python program to find the contour of a binary image by using DBSCAN Algorithm.

 

Assign 16: Write a python program to implement the Bagging concept in ML. 

 

Assign 17: Write a python program to implement the Boosting concept in ML.