Project Milestones.ipynb

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    "# Project Milestone 1 <br> March 15"
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    "|Deliverable|Percent Complete|Estimated Completion Date|Percent Complete by Next Milestone|\n",
    "|---|---|---|---|\n",
    "|Code|0%|April 14|10-15%|\n",
    "|Demo|0%|May 1|0%|\n",
    "|Presentation|0%|May 3|5%|"
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    "1. N/A\n",
    "2. N/A\n",
    "3. Deliverables:\n",
    "    - Introduction of the presentation\n",
    "        - Yassaman\n",
    "    - How and Where to pull images\n",
    "        - Matt\n",
    "    - Decide how to group regions for data collection\n",
    "        - Riley\n",
    "    - Start source code\n",
    "        - Andrew, Jansen"
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   "source": [
    "# Project Milestone 2 <br> March 21"
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    "|Deliverable|Percent Complete|Estimated Completion Date|Percent Complete by Next Milestone|\n",
    "|---|---|---|---|\n",
    "|Code|5%|April 14|10-15%|\n",
    "|Demo|0%|May 1|0%|\n",
    "|Presentation|5%|May 3|5%|"
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    "1. Jansen: Signed up for Google API in order to collect pictures for data set. <br>\n",
    "   Yassaman: Watched videos regarding geoguessr and how to best present it to the class and looked into different types of presentaion softwares. Found the following resource: https://www.visme.co/presentation-software/\n",
    "2. Andrew: Reviewed online resources and related studies to determine the best deep learning algorithms to use and how to best implement them.<br>\n",
    "   Jansen: Was unable to start pulling images.<br>\n",
    "   Matt: Set up a google cloud platform account and tested scarping some images to ensure we get a set free amount. Started to set up the code to use for our data scraper.<br>\n",
    "   Riley: Experimented with the python extension shapely to get correct portions of the U.S. for sample data.\n",
    "3. Deliverables:\n",
    "    - Learn Google API to create dataset\n",
    "        - Jansen\n",
    "    - Complete code for the data scraper\n",
    "        - Matt\n",
    "    - Continue to learn shapely and how best to implement it\n",
    "        - Riley\n",
    "    - Continue to research neural networks and develop a basic framework to implement.\n",
    "        - Andrew, Yassaman"
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   "source": [
    "# Project Milestone 3 <br> March 28"
   ]
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    "|Deliverable|Percent Complete|Estimated Completion Date|Percent Complete by Next Milestone|\n",
    "|---|---|---|---|\n",
    "|Code|5%|April 14|10-15%|\n",
    "|Demo|0%|May 1|0%|\n",
    "|Presentation|5%|May 3|5%|"
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    "1. Riley: Learned how to use shapely to split the U.S. into sections.<br>\n",
    "   Andrew & Yassaman: Narrowed the list of neural networks down to a list that could best work for the project.<br>\n",
    "2. Andrew & Yassaman: Did not start developing a framework for the neural network.<br>\n",
    "   Jansen: Continuing progress on developing a dataset to use.<br>\n",
    "   Matt: Talked to Dr. Phillips about difficulties faced developing a data scraper; still in progress.<br>\n",
    "3. Deliverables:\n",
    "    - Continue using working with the Google API.\n",
    "        - Jansen\n",
    "    - Complete code for the data scraper\n",
    "        - Matt\n",
    "    - Determine the best sizes for sections and the coordinates of these sections.\n",
    "        - Riley\n",
    "    - Develope a basic framework to implement.\n",
    "        - Andrew, Yassaman"
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   "source": [
    "# Project Milestone 4 <br> April 4"
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    "|Deliverable|Percent Complete|Estimated Completion Date|Percent Complete by Next Milestone|\n",
    "|---|---|---|---|\n",
    "|Code|15%|April 14|20-35%|\n",
    "|Demo|0%|May 1|0%|\n",
    "|Presentation|5%|May 3|5%|"
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    "1. Jansen: Finished the data scraper.<br>\n",
    "   Matt: Started the outline for the CNN.<br>\n",
    "   Andrew & Yassaman: Determined that using two networks, a CNN and LSTM network, together have proven useful in similar applications. Started building the LSTM network.<br>\n",
    "2. Riley: Did not have time this week.<br>\n",
    "3. Deliverables:\n",
    "    - Start developing the CNN.\n",
    "        - Jansen, Matt\n",
    "    - Use the data scraper to start collecting data.\n",
    "        - Matt\n",
    "    - Determine the best sizes for sections and the coordinates of these sections.\n",
    "        - Riley\n",
    "    - Continue developing the LSTM network in conjuction with the development of the CNN.\n",
    "        - Andrew, Yassaman"
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   "source": [
    "# Project Milestone 5 <br> April 11"
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    "|Deliverable|Percent Complete|Estimated Completion Date|Percent Complete by Next Milestone|\n",
    "|---|---|---|---|\n",
    "|Code|40%|April 25|50-65%|\n",
    "|Demo|0%|May 1|0%|\n",
    "|Presentation|5%|May 3|5%|"
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    "1. Matt: Finished downloading all our test data.<br>\n",
    "   Andrew: Built a CNN and LSTM network.<br>\n",
    "2. Most of the group has been busy with group projects in other classes; these are winding down and we expect to see an increase in productivity moving forward.<br>\n",
    "   Riley: Did not have time this week.<br>\n",
    "   Jansen: Did not have time this week. <br>\n",
    "   Yassaman: Did not have time this week.\n",
    "3. Deliverables:\n",
    "    - See if we can improve upon the CNN/LSTM network we have.\n",
    "        - Jansen\n",
    "    - Use our current network and start implementing large data sets into it.\n",
    "        - Matt, Andrew\n",
    "    - Determine the best sizes for sections and the coordinates of these sections.\n",
    "        - Riley, Yassaman"
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   "source": [
    "# Project Milestone 6 <br> April 18"
   ]
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    "|Deliverable|Percent Complete|Estimated Completion Date|Percent Complete by Next Milestone|\n",
    "|---|---|---|---|\n",
    "|Code|75%|April 25|100%|\n",
    "|Demo|0%|May 1|0%|\n",
    "|Presentation|5%|May 3|5%|"
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    "1. Matt & Andrew: Cleaned and organized data.<br>\n",
    "   Jansen: worked on developing the parameters for the neural network.<br>\n",
    "   Riley & Yassaman: Started implementing shapely with the dataset.<br>\n",
    "2. N/A<br>\n",
    "3. Deliverables:\n",
    "    - Start developing an outline for the presentation.\n",
    "        - Jansen\n",
    "    - Start training the network.\n",
    "        - Matt, Andrew\n",
    "    - Finish implementing shapely into codebase.\n",
    "        - Riley, Yassaman"
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   "source": [
    "# Project Milestone 7 <br> April 25"
   ]
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    "|Deliverable|Percent Complete|Estimated Completion Date|Percent Complete by Next Milestone|\n",
    "|---|---|---|---|\n",
    "|Code|85%|April 27|100%|\n",
    "|Demo|0%|May 1|100%|\n",
    "|Presentation|25%|May 3|100%|"
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    "1. Andrew: Worked on fixing errors in the model training code.<br>\n",
    "   Jansen: Worked on developing the outline for the project demo.<br>\n",
    "   Riley & Yassaman: Continued to work on final presentation.<br>\n",
    "   Matt: Worked on helping Andrew fix bugs in the scripts\n",
    "2. Finishing code\n",
    "3. Deliverables:\n",
    "    - Work on demo for the presentation.\n",
    "        - Jansen\n",
    "    - Finish network, save model, complete README.\n",
    "        - Matt, Andrew\n",
    "    - Work on completing presentation slides.\n",
    "        - Riley, Yassaman"
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