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Projects and colab worksheets of Python -programming, Deep learning for Computer-vision, Data-mining, Data-analysis and Advanced optimization techniques

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MuhammadAshiqAmeer/Google_colab_notebooks

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Projects and Assignments done during my M.tech degree

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