{"payload":{"feedbackUrl":"https://github.com/orgs/community/discussions/53140","repo":{"id":776280408,"defaultBranch":"main","name":"Quantum_Capstone_Spring2024","ownerLogin":"swooshcode","currentUserCanPush":false,"isFork":false,"isEmpty":false,"createdAt":"2024-03-23T04:20:12.000Z","ownerAvatar":"https://avatars.githubusercontent.com/u/115655242?v=4","public":true,"private":false,"isOrgOwned":false},"refInfo":{"name":"","listCacheKey":"v0:1711167613.2357829","currentOid":""},"activityList":{"items":[{"before":"c9a775078fad9a2f2f40542b2be1021b64710231","after":"358394b8b920cf1136055326c47e4ec19fac4e1f","ref":"refs/heads/main","pushedAt":"2024-06-09T14:41:57.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md","shortMessageHtmlLink":"Update README.md"}},{"before":"bb2f6eecf118796b9a3a35cd1bc7b7653b5916d8","after":"c9a775078fad9a2f2f40542b2be1021b64710231","ref":"refs/heads/main","pushedAt":"2024-06-09T14:41:35.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md","shortMessageHtmlLink":"Update README.md"}},{"before":"e9148d0ad56f5da96f6a3e31455bb63e64ec4925","after":"bb2f6eecf118796b9a3a35cd1bc7b7653b5916d8","ref":"refs/heads/main","pushedAt":"2024-04-23T01:56:30.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":" eliminated the axis of 0 that the fuction was calling","shortMessageHtmlLink":" eliminated the axis of 0 that the fuction was calling"}},{"before":"90903c260fc83f4930f37cb4825754cab8e2df55","after":"e9148d0ad56f5da96f6a3e31455bb63e64ec4925","ref":"refs/heads/main","pushedAt":"2024-04-22T17:22:39.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"solve weight problem, however, there is still an index error - most likely because I am indexing outside the range.","shortMessageHtmlLink":"solve weight problem, however, there is still an index error - most l…"}},{"before":"01c438f297466cfe9b4700381cbfcf66293976eb","after":"90903c260fc83f4930f37cb4825754cab8e2df55","ref":"refs/heads/main","pushedAt":"2024-03-31T03:27:44.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Updated Readme.MD with instructions for contributors.","shortMessageHtmlLink":"Updated Readme.MD with instructions for contributors."}},{"before":"559c7f2a9b5264eb790bc10c47b172f1c1148d51","after":"01c438f297466cfe9b4700381cbfcf66293976eb","ref":"refs/heads/main","pushedAt":"2024-03-31T02:56:00.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Implement measurement simulation, histogram plotting, and Grok sphere visualization\n\n- Simulate measurements:\n  - Use np.random.multinomial to simulate measurements based on probabilities\n  - Store the measurement counts in the 'counts' variable\n\n- Plot histogram of measurement results:\n  - Create a new figure using plt.figure()\n  - Use plt.bar to plot the histogram of measurement counts\n  - Set the x-label to 'State' and y-label to 'Count'\n  - Set the title to 'Histogram of Measurement Results (Rotational Y Gate)'\n  - Display the plot using plt.show()\n\n- Visualize using Grok sphere:\n  - Create a new figure using plt.figure()\n  - Add a 3D subplot using fig.add_subplot with projection='3d'\n  - Plot input features as points on the x-axis:\n    - Set x to X_data, y and z to zeros_like(x)\n    - Use ax.scatter to plot the points with color 'b' and label 'Input Features'\n  - Plot target output as points on the y-axis:\n    - Set x to zeros_like(y_data), y to y_data, and z to zeros_like(y_data)\n    - Use ax.scatter to plot the points with color 'g' and label 'Target Output'\n  - Plot predicted probabilities as points on the z-axis:\n    - Set x and y to zeros_like(activations), and z to activations\n    - Use ax.scatter to plot the points with color 'r' and label 'Predicted Probabilities'\n  - Set the x-label to 'Input Features', y-label to 'Target Output', and z-label to 'Predicted Probabilities'\n  - Add a legend using ax.legend()\n  - Display the Grok sphere visualization using plt.show()","shortMessageHtmlLink":"Implement measurement simulation, histogram plotting, and Grok sphere…"}},{"before":"feab10858bb448f39b244d550eac7817fde72a55","after":"559c7f2a9b5264eb790bc10c47b172f1c1148d51","ref":"refs/heads/main","pushedAt":"2024-03-31T02:49:26.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update main.py\n\nHere's the git commit message for your local terminal:\r\n\r\n```\r\ngit commit -m \"Update README.md with optimization techniques, training process details, and ways to improve the code\r\n\r\n- Added optimization techniques to enhance network architecture, loss function, and hyperparameters\r\n  - Experiment with different numbers of layers and neurons\r\n  - Consider convolutional and recurrent layers for specific tasks\r\n  - Investigate attention mechanisms and different activation functions\r\n  - Choose appropriate loss functions and regularization techniques\r\n  - Perform hyperparameter tuning\r\n  - Investigate quantum algorithms and quantum circuit integration\r\n  - Apply data preprocessing and augmentation techniques\r\n  - Use appropriate evaluation metrics and validation strategies\r\n  - Continuously monitor and refine the model based on real-world performance\r\n\r\n- Detailed the training process, including:\r\n  - Loading and separation of data into training and validation sets\r\n  - Creation of batches for efficient training\r\n  - Training loop with gradient computation and weight updates using Adam optimizer\r\n  - Evaluation on validation set to assess generalization performance\r\n  - Logging and monitoring of training metrics\r\n  - Main loop for updating neurotransmitter levels and performing neural network computations\r\n\r\n- Suggested ways for others to improve the code based on the attached file:\r\n  - Implement additional activation functions\r\n  - Explore different network architectures\r\n  - Investigate quantum algorithms and quantum circuit integration\r\n  - Implement data preprocessing and augmentation techniques\r\n  - Conduct extensive hyperparameter tuning\r\n  - Incorporate additional evaluation metrics and validation strategies\r\n  - Continuously monitor and refine the model based on real-world performance and user feedback\"\r\n```\r\nNext Update: \r\n1. Adding a Quantum simulation in numpy\r\n2. Visualization with the Grok-Bloch Sphere\r\n3. Histogram visualization\r\n(2D axis' such as \"x\" for input values, \"y\" for target outputs, and a 3D axis called \"z\" for predicted values.)\r\n```","shortMessageHtmlLink":"Update main.py"}},{"before":"cd0f3d0e4076dfca75b83e42ba370aee6271c323","after":"feab10858bb448f39b244d550eac7817fde72a55","ref":"refs/heads/main","pushedAt":"2024-03-31T02:35:54.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md","shortMessageHtmlLink":"Update README.md"}},{"before":"97acb34d6dcbdb01165107116662b9d5f409ee32","after":"cd0f3d0e4076dfca75b83e42ba370aee6271c323","ref":"refs/heads/main","pushedAt":"2024-03-31T02:31:18.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md\n\nUpdated README.md with optimization techniques, training process details, and ways to improve the code","shortMessageHtmlLink":"Update README.md"}},{"before":"0710eef34b05badc963fd5da01e2e07fc5f6113f","after":"97acb34d6dcbdb01165107116662b9d5f409ee32","ref":"refs/heads/main","pushedAt":"2024-03-28T01:24:01.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Delete QXQ_YLC_Week_20_Homework_Notebook_[STUDENT].ipynb","shortMessageHtmlLink":"Delete QXQ_YLC_Week_20_Homework_Notebook_[STUDENT].ipynb"}},{"before":"9cb050cc6bed5d4999af59b020dc098441ab8969","after":"0710eef34b05badc963fd5da01e2e07fc5f6113f","ref":"refs/heads/main","pushedAt":"2024-03-28T00:39:45.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"0562f52226b0961952b422f306f3e420d1360e75","after":"9cb050cc6bed5d4999af59b020dc098441ab8969","ref":"refs/heads/main","pushedAt":"2024-03-27T23:53:03.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"65e5ed9a4b6da6fe0e374b2028aa5506cbcd64ae","after":"0562f52226b0961952b422f306f3e420d1360e75","ref":"refs/heads/main","pushedAt":"2024-03-25T00:08:44.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md","shortMessageHtmlLink":"Update README.md"}},{"before":"e522b6988899aaf9923f6e2323b6725a9166bcc7","after":"65e5ed9a4b6da6fe0e374b2028aa5506cbcd64ae","ref":"refs/heads/main","pushedAt":"2024-03-23T16:12:07.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"25358405124e6923fc06605842e8aa4c0f4a5df2","after":"e522b6988899aaf9923f6e2323b6725a9166bcc7","ref":"refs/heads/main","pushedAt":"2024-03-23T14:46:09.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"new folder for brevity","shortMessageHtmlLink":"new folder for brevity"}},{"before":"182b7dad33c5806ba88ae68198c1a452659101b6","after":"25358405124e6923fc06605842e8aa4c0f4a5df2","ref":"refs/heads/main","pushedAt":"2024-03-23T13:39:38.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md","shortMessageHtmlLink":"Update README.md"}},{"before":"0220d62217bfeb96eccc9e5e7b6aba9cb9f4d9f6","after":"182b7dad33c5806ba88ae68198c1a452659101b6","ref":"refs/heads/main","pushedAt":"2024-03-23T13:28:13.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md","shortMessageHtmlLink":"Update README.md"}},{"before":"f0cb8f45a426c39c11d8e19bdb3e4901abb0b36e","after":"0220d62217bfeb96eccc9e5e7b6aba9cb9f4d9f6","ref":"refs/heads/main","pushedAt":"2024-03-23T13:27:42.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Update README.md","shortMessageHtmlLink":"Update README.md"}},{"before":"9aabc3c29e36ba3a2a686622e6c5df53855c2382","after":"f0cb8f45a426c39c11d8e19bdb3e4901abb0b36e","ref":"refs/heads/main","pushedAt":"2024-03-23T04:35:54.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"49e5732a719ba45af812768011a75f8f582c0ba8","after":"9aabc3c29e36ba3a2a686622e6c5df53855c2382","ref":"refs/heads/main","pushedAt":"2024-03-23T04:33:15.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"3b5773656eeb5cb70538082ef242071863e692cd","after":"49e5732a719ba45af812768011a75f8f582c0ba8","ref":"refs/heads/main","pushedAt":"2024-03-23T04:31:05.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"997d9ecd28fb1514b2737096a9df97fba424178f","after":"3b5773656eeb5cb70538082ef242071863e692cd","ref":"refs/heads/main","pushedAt":"2024-03-23T04:28:38.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"cc6a87d0e24d291601a359785d2878638102448d","after":"997d9ecd28fb1514b2737096a9df97fba424178f","ref":"refs/heads/main","pushedAt":"2024-03-23T04:27:29.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"93c333528be9e7794882ceb4f2de480026aaa548","after":"cc6a87d0e24d291601a359785d2878638102448d","ref":"refs/heads/main","pushedAt":"2024-03-23T04:25:21.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"1ef9ce9d861de84f26d09a36ecd2381d2c035651","after":"93c333528be9e7794882ceb4f2de480026aaa548","ref":"refs/heads/main","pushedAt":"2024-03-23T04:23:33.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Created using Colaboratory","shortMessageHtmlLink":"Created using Colaboratory"}},{"before":"313008f5094f0523e3a23a75ab308ec1e6e93fde","after":"1ef9ce9d861de84f26d09a36ecd2381d2c035651","ref":"refs/heads/main","pushedAt":"2024-03-23T04:22:34.000Z","pushType":"push","commitsCount":1,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"added main.py","shortMessageHtmlLink":"added main.py"}},{"before":null,"after":"313008f5094f0523e3a23a75ab308ec1e6e93fde","ref":"refs/heads/main","pushedAt":"2024-03-23T04:20:12.000Z","pushType":"branch_creation","commitsCount":0,"pusher":{"login":"swooshcode","name":"黃龍 Nigel Phillips","path":"/swooshcode","primaryAvatarUrl":"https://avatars.githubusercontent.com/u/115655242?s=80&v=4"},"commit":{"message":"Initial commit","shortMessageHtmlLink":"Initial commit"}}],"hasNextPage":false,"hasPreviousPage":false,"activityType":"all","actor":null,"timePeriod":"all","sort":"DESC","perPage":30,"cursor":"djE6ks8AAAAEYGhdsQA","startCursor":null,"endCursor":null}},"title":"Activity · swooshcode/Quantum_Capstone_Spring2024"}