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examples/tutorials/Part 1 - The Basic Tools of Private, Decentralized Data Science.ipynb

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"y = x + x"
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"# Congratulations!!! - Time to Join the Community!\n",
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"\n",
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"Congraulations on completing this notebook tutorial! If you enjoyed this and would like to join the movement toward privacy preserving, decentralized ownership of AI and the AI supply chain (data), you can do so in the following ways!\n",
947+
"\n",
948+
"### Star PySyft on Github\n",
949+
"\n",
950+
"The easiest way to help our community is just by starring the Repos! This helps raise awareness of the cool tools we're building.\n",
951+
"\n",
952+
"- [Star PySyft](https://github.com/OpenMined/PySyft)\n",
953+
"\n",
954+
"### Join our Slack!\n",
955+
"\n",
956+
"The best way to keep up to date on the latest advancements is to join our community! You can do so by filling out the form at [http://slack.openmined.org](http://slack.openmined.org)\n",
957+
"\n",
958+
"### Join a Code Project!\n",
959+
"\n",
960+
"The best way to contribute to our community is to become a code contributor! At any time you can go to PySyft Github Issues page and filter for \"Projects\". This will show you all the top level Tickets giving an overview of what projects you can join! If you don't want to join a project, but you would like to do a bit of coding, you can also look for more \"one off\" mini-projects by searching for github issues marked \"good first issue\".\n",
961+
"\n",
962+
"- [PySyft Projects](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3AProject)\n",
963+
"- [Good First Issue Tickets](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n",
964+
"\n",
965+
"### Donate\n",
966+
"\n",
967+
"If you don't have time to contribute to our codebase, but would still like to lend support, you can also become a Backer on our Open Collective. All donations go toward our web hosting and other community expenses such as hackathons and meetups!\n",
968+
"\n",
969+
"[OpenMined's Open Collective Page](https://opencollective.com/openmined)"
970+
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examples/tutorials/Part 2 - Intro to Federated Learning.ipynb

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"# Congratulations!!! - Time to Join the Community!\n",
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"\n",
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"Congraulations on completing this notebook tutorial! If you enjoyed this and would like to join the movement toward privacy preserving, decentralized ownership of AI and the AI supply chain (data), you can do so in the following ways!\n",
312+
"\n",
313+
"### Star PySyft on Github\n",
314+
"\n",
315+
"The easiest way to help our community is just by starring the Repos! This helps raise awareness of the cool tools we're building.\n",
316+
"\n",
317+
"- [Star PySyft](https://github.com/OpenMined/PySyft)\n",
318+
"\n",
319+
"### Join our Slack!\n",
320+
"\n",
321+
"The best way to keep up to date on the latest advancements is to join our community! You can do so by filling out the form at [http://slack.openmined.org](http://slack.openmined.org)\n",
322+
"\n",
323+
"### Join a Code Project!\n",
324+
"\n",
325+
"The best way to contribute to our community is to become a code contributor! At any time you can go to PySyft Github Issues page and filter for \"Projects\". This will show you all the top level Tickets giving an overview of what projects you can join! If you don't want to join a project, but you would like to do a bit of coding, you can also look for more \"one off\" mini-projects by searching for github issues marked \"good first issue\".\n",
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"\n",
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"- [PySyft Projects](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3AProject)\n",
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"- [Good First Issue Tickets](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n",
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"\n",
330+
"### Donate\n",
331+
"\n",
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"If you don't have time to contribute to our codebase, but would still like to lend support, you can also become a Backer on our Open Collective. All donations go toward our web hosting and other community expenses such as hackathons and meetups!\n",
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"\n",
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"[OpenMined's Open Collective Page](https://opencollective.com/openmined)"
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examples/tutorials/Part 3 - Advanced Remote Execution Tools.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Congratulations!!! - Time to Join the Community!\n",
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"\n",
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"Congraulations on completing this notebook tutorial! If you enjoyed this and would like to join the movement toward privacy preserving, decentralized ownership of AI and the AI supply chain (data), you can do so in the following ways!\n",
835+
"\n",
836+
"### Star PySyft on Github\n",
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"\n",
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"The easiest way to help our community is just by starring the Repos! This helps raise awareness of the cool tools we're building.\n",
839+
"\n",
840+
"- [Star PySyft](https://github.com/OpenMined/PySyft)\n",
841+
"\n",
842+
"### Join our Slack!\n",
843+
"\n",
844+
"The best way to keep up to date on the latest advancements is to join our community! You can do so by filling out the form at [http://slack.openmined.org](http://slack.openmined.org)\n",
845+
"\n",
846+
"### Join a Code Project!\n",
847+
"\n",
848+
"The best way to contribute to our community is to become a code contributor! At any time you can go to PySyft Github Issues page and filter for \"Projects\". This will show you all the top level Tickets giving an overview of what projects you can join! If you don't want to join a project, but you would like to do a bit of coding, you can also look for more \"one off\" mini-projects by searching for github issues marked \"good first issue\".\n",
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"\n",
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"- [PySyft Projects](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3AProject)\n",
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"- [Good First Issue Tickets](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n",
852+
"\n",
853+
"### Donate\n",
854+
"\n",
855+
"If you don't have time to contribute to our codebase, but would still like to lend support, you can also become a Backer on our Open Collective. All donations go toward our web hosting and other community expenses such as hackathons and meetups!\n",
856+
"\n",
857+
"[OpenMined's Open Collective Page](https://opencollective.com/openmined)"
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]
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examples/tutorials/Part 4 - Federated Learning via Trusted Aggregator.ipynb

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"In a future tutorial, we'll aim to do our trusted aggregation directly with the gradients, so that we can update the model with better gradient estimates and arrive at a stronger model."
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Congratulations!!! - Time to Join the Community!\n",
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"\n",
366+
"Congraulations on completing this notebook tutorial! If you enjoyed this and would like to join the movement toward privacy preserving, decentralized ownership of AI and the AI supply chain (data), you can do so in the following ways!\n",
367+
"\n",
368+
"### Star PySyft on Github\n",
369+
"\n",
370+
"The easiest way to help our community is just by starring the Repos! This helps raise awareness of the cool tools we're building.\n",
371+
"\n",
372+
"- [Star PySyft](https://github.com/OpenMined/PySyft)\n",
373+
"\n",
374+
"### Join our Slack!\n",
375+
"\n",
376+
"The best way to keep up to date on the latest advancements is to join our community! You can do so by filling out the form at [http://slack.openmined.org](http://slack.openmined.org)\n",
377+
"\n",
378+
"### Join a Code Project!\n",
379+
"\n",
380+
"The best way to contribute to our community is to become a code contributor! At any time you can go to PySyft Github Issues page and filter for \"Projects\". This will show you all the top level Tickets giving an overview of what projects you can join! If you don't want to join a project, but you would like to do a bit of coding, you can also look for more \"one off\" mini-projects by searching for github issues marked \"good first issue\".\n",
381+
"\n",
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"- [PySyft Projects](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3AProject)\n",
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"- [Good First Issue Tickets](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n",
384+
"\n",
385+
"### Donate\n",
386+
"\n",
387+
"If you don't have time to contribute to our codebase, but would still like to lend support, you can also become a Backer on our Open Collective. All donations go toward our web hosting and other community expenses such as hackathons and meetups!\n",
388+
"\n",
389+
"[OpenMined's Open Collective Page](https://opencollective.com/openmined)"
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examples/tutorials/Part 5 - Intro to Encrypted Programs.ipynb

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"source": [
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"# Congratulations!!! - Time to Join the Community!\n",
668+
"\n",
669+
"Congraulations on completing this notebook tutorial! If you enjoyed this and would like to join the movement toward privacy preserving, decentralized ownership of AI and the AI supply chain (data), you can do so in the following ways!\n",
670+
"\n",
671+
"### Star PySyft on Github\n",
672+
"\n",
673+
"The easiest way to help our community is just by starring the Repos! This helps raise awareness of the cool tools we're building.\n",
674+
"\n",
675+
"- [Star PySyft](https://github.com/OpenMined/PySyft)\n",
676+
"\n",
677+
"### Join our Slack!\n",
678+
"\n",
679+
"The best way to keep up to date on the latest advancements is to join our community! You can do so by filling out the form at [http://slack.openmined.org](http://slack.openmined.org)\n",
680+
"\n",
681+
"### Join a Code Project!\n",
682+
"\n",
683+
"The best way to contribute to our community is to become a code contributor! At any time you can go to PySyft Github Issues page and filter for \"Projects\". This will show you all the top level Tickets giving an overview of what projects you can join! If you don't want to join a project, but you would like to do a bit of coding, you can also look for more \"one off\" mini-projects by searching for github issues marked \"good first issue\".\n",
684+
"\n",
685+
"- [PySyft Projects](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3AProject)\n",
686+
"- [Good First Issue Tickets](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n",
687+
"\n",
688+
"### Donate\n",
689+
"\n",
690+
"If you don't have time to contribute to our codebase, but would still like to lend support, you can also become a Backer on our Open Collective. All donations go toward our web hosting and other community expenses such as hackathons and meetups!\n",
691+
"\n",
692+
"[OpenMined's Open Collective Page](https://opencollective.com/openmined)"
693+
]
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examples/tutorials/Part 6 - Build an Encrypted, Decentralized Database.ipynb

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"db.query(\"Bob\")"
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"cell_type": "markdown",
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"metadata": {},
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"source": [
1159+
"# Congratulations!!! - Time to Join the Community!\n",
1160+
"\n",
1161+
"Congraulations on completing this notebook tutorial! If you enjoyed this and would like to join the movement toward privacy preserving, decentralized ownership of AI and the AI supply chain (data), you can do so in the following ways!\n",
1162+
"\n",
1163+
"### Star PySyft on Github\n",
1164+
"\n",
1165+
"The easiest way to help our community is just by starring the Repos! This helps raise awareness of the cool tools we're building.\n",
1166+
"\n",
1167+
"- [Star PySyft](https://github.com/OpenMined/PySyft)\n",
1168+
"\n",
1169+
"### Join our Slack!\n",
1170+
"\n",
1171+
"The best way to keep up to date on the latest advancements is to join our community! You can do so by filling out the form at [http://slack.openmined.org](http://slack.openmined.org)\n",
1172+
"\n",
1173+
"### Join a Code Project!\n",
1174+
"\n",
1175+
"The best way to contribute to our community is to become a code contributor! At any time you can go to PySyft Github Issues page and filter for \"Projects\". This will show you all the top level Tickets giving an overview of what projects you can join! If you don't want to join a project, but you would like to do a bit of coding, you can also look for more \"one off\" mini-projects by searching for github issues marked \"good first issue\".\n",
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"\n",
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"- [PySyft Projects](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3AProject)\n",
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"- [Good First Issue Tickets](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n",
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"\n",
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"### Donate\n",
1181+
"\n",
1182+
"If you don't have time to contribute to our codebase, but would still like to lend support, you can also become a Backer on our Open Collective. All donations go toward our web hosting and other community expenses such as hackathons and meetups!\n",
1183+
"\n",
1184+
"[OpenMined's Open Collective Page](https://opencollective.com/openmined)"
1185+
]
1186+
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examples/tutorials/Part 7 - Build an Encrypted, Decentralized Ledger.ipynb

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"And there you have it, we now have created a banking system hosted by two banks JP Norgan and UBZ. However, neither JP Norgan or UBZ can see anyone's balances OR unilaterally transact. However, they can still check to ensure that transactions are valid (only spending money which is actually in people's accounts)"
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{
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"cell_type": "markdown",
521+
"metadata": {},
522+
"source": [
523+
"# Congratulations!!! - Time to Join the Community!\n",
524+
"\n",
525+
"Congraulations on completing this notebook tutorial! If you enjoyed this and would like to join the movement toward privacy preserving, decentralized ownership of AI and the AI supply chain (data), you can do so in the following ways!\n",
526+
"\n",
527+
"### Star PySyft on Github\n",
528+
"\n",
529+
"The easiest way to help our community is just by starring the Repos! This helps raise awareness of the cool tools we're building.\n",
530+
"\n",
531+
"- [Star PySyft](https://github.com/OpenMined/PySyft)\n",
532+
"\n",
533+
"### Join our Slack!\n",
534+
"\n",
535+
"The best way to keep up to date on the latest advancements is to join our community! You can do so by filling out the form at [http://slack.openmined.org](http://slack.openmined.org)\n",
536+
"\n",
537+
"### Join a Code Project!\n",
538+
"\n",
539+
"The best way to contribute to our community is to become a code contributor! At any time you can go to PySyft Github Issues page and filter for \"Projects\". This will show you all the top level Tickets giving an overview of what projects you can join! If you don't want to join a project, but you would like to do a bit of coding, you can also look for more \"one off\" mini-projects by searching for github issues marked \"good first issue\".\n",
540+
"\n",
541+
"- [PySyft Projects](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3AProject)\n",
542+
"- [Good First Issue Tickets](https://github.com/OpenMined/PySyft/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)\n",
543+
"\n",
544+
"### Donate\n",
545+
"\n",
546+
"If you don't have time to contribute to our codebase, but would still like to lend support, you can also become a Backer on our Open Collective. All donations go toward our web hosting and other community expenses such as hackathons and meetups!\n",
547+
"\n",
548+
"[OpenMined's Open Collective Page](https://opencollective.com/openmined)"
549+
]
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