Machine learning project

Data visualization and Accuracy metrics

Load a dataset, preprocces on the data, visualizing data and use the data on three model and calculate the accuracy using

• sklearn.linear_model import LogisticRegression

• sklearn.neighbors import KNeighborsClassifier

• sklearn.svm import SVC

• sklearn.model_selection import StratifiedKFold

• sklearn.metrics import classification_report

• sklearn.metrics import accuracy_score

Basic of Open-CV

Capture a video using open-cv, loading the picture, make changes on the picture using

• open-cv library

Hand pose 3d

Detects hands movement using

• media pipe and open-cv

Breast cancer using SVM

Detects breast cancer using

• Sklearn.SVM svc module

Customer segmentation using PCA

Segments customer based on their similar products.

• Cross tab matrix (user, products)

• Reducing Crosstab using PCA

• Finding clusters bettween Principle components

• Clustering those principle components using Kmeans Algortihm

check for Kmeans Algorithm here.

check my notes for PCA here.

Digit recognition using PyTorch

Kaggle competition, which recognize digits using CNN architecture.

• PyTorch

• CNN architecture