Tutorials and Assignments Done regarding my Selective Subject of Data Analytics
Following Jupyter books are questions and assignments I solved following tutorials and during my coursework . The asignments pertain to Apriori , Principal Component Analysis , Data clean up , Data presentation and visualization.
- numerical operations in Python
- Statistical operations in Pytohn
- Import/export CSV/xls/txt files
- Data preprocessing
- MIssing data handling
- Min-MAx normalisation
- Lemmatization
- Stop Word Removal
- Dimensionality Reduction
- Linear Regression and visualising results
- K-means Clustering
- market- basket analysis (APRIORI)
- logistic regression
- KNN
- Naive bayes classifiers
- Support vector machines