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.
