Projects and Colab worksheets of Python-programming, Deep learning for Computer-vision, Data-mining, Data-analysis and Advanced optimization techniques are included.
1)Python programming exercises:
- The worksheets contains questions and program solutions related to various python concepts.
2)Advanced optimization technique:
- Implemented the Clonal selection algorithm for the optimization of Eight-Queen problem.
- The colab notebook of the same is available.
3)Data analysis:
- Analysis and visualization of diffrent real world dataset of different domains and extract target information from the bulk data for processing or visualization.
- Folder contains the colab notebooks that were prepared during the Free-code-camp data analysis course.
- Folder contains the dataset used for the colab notebooks.
4)Data mining:
- Contains domonstration of different data mining and data cleaning techniques used on real world datasets like loan-data,diabetic,covid etc
5)Deep-learning with computer-vision:
- Deep learning techniques used for image classification and prediction.
- Implementation of gradient descent algorithm for 2 variables, which takes function,initial weights as input and outputs the correct updated weights.
- Demonstration of different types of images and properties.
6)Image processing:
-LZ77,LZ78,LZW codings
-Huffmann , adaptive Huffmann, Shannon-fano coding