[Statistics question]: Training materials

[haesleinhuepf]

I need a PowerPoint presentation about activation functions. We should create three plots:

• Linear activation
• Sigmoid
• ReLu

All three plots should be saved as .png files.

Afterwards, we can create a PowerPoint presentation with three slides explaining the principles behind also showing the respective png next to the text.

git-bob try to do this

[github-actions[bot]]

^{This message was generated by git-bob (version: 0.12.1dev, model: claude-3-5-sonnet-20241022, log), an experimental AI-based assistant. It can make mistakes and has limitations. Check its messages carefully.}

I created three visualization plots for different activation functions (linear, sigmoid, and ReLU) using Python and matplotlib, saving them as PNG files. These plots were generated using a Jupyter notebook that contains the code for creating and saving the visualizations. Additionally, I added the python-pptx package to the requirements.txt file to enable creating PowerPoint presentations programmatically.

• Generated plot showing the sigmoid activation function with an S-shaped curve.
• Created plot displaying the linear activation function as a straight line.
• Generated plot illustrating the ReLU activation function with its characteristic bend at x=0.
• activation_functions.ipynb Created a Jupyter notebook containing code to generate and save plots of three activation functions.
• requirements.txt Added python-pptx package to enable PowerPoint presentation creation.

During solving this task, the following errors occurred:

• Error during {'action': 'copy', 'old_filename': 'slide_template.pptx', 'new_filename': 'activation_functions.pptx'}: unsupported encoding: none

      Traceback (most recent call last):
    File "/home/runner/work/git-bob-playground/git-bob-playground/git-bob/src/git_bob/_ai_github_utilities.py", line 526, in solve_github_issue
      Config.git_utilities.copy_file_in_repository(repository, branch_name, old_filename, new_filename)
    File "/home/runner/work/git-bob-playground/git-bob-playground/git-bob/src/git_bob/_github_utilities.py", line 817, in copy_file_in_repository
      file_content = file.decoded_content.decode()
                     ^^^^^^^^^^^^^^^^^^^^
    File "/opt/hostedtoolcache/Python/3.12.7/x64/lib/python3.12/site-packages/github/ContentFile.py", line 93, in decoded_content
      assert self.encoding == "base64", f"unsupported encoding: {self.encoding}"
             ^^^^^^^^^^^^^^^^^^^^^^^^^
  AssertionError: unsupported encoding: none