Ecoer Logo
VOTING POWER100.00%
DOWNVOTE POWER100.00%
RESOURCE CREDITS100.00%
REPUTATION PROGRESS0.00%
Net Worth
0.034USD
STEEM
0.000STEEM
SBD
0.000SBD
Effective Power
5.001SP
├── Own SP
0.634SP
└── Incoming Deleg
+4.367SP

Detailed Balance

STEEM
balance
0.000STEEM
market_balance
0.000STEEM
savings_balance
0.000STEEM
reward_steem_balance
0.000STEEM
STEEM POWER
Own SP
0.634SP
Delegated Out
0.000SP
Delegation In
4.367SP
Effective Power
5.001SP
Reward SP (pending)
0.000SP
SBD
sbd_balance
0.000SBD
sbd_conversions
0.000SBD
sbd_market_balance
0.000SBD
savings_sbd_balance
0.000SBD
reward_sbd_balance
0.000SBD
{
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "reward_steem_balance": "0.000 STEEM",
  "vesting_shares": "1033.127295 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "7110.532511 VESTS",
  "sbd_balance": "0.000 SBD",
  "savings_sbd_balance": "0.000 SBD",
  "reward_sbd_balance": "0.000 SBD",
  "conversions": []
}

Account Info

namejaafa
id277579
rank604,307
reputation36655040
created2017-07-24T10:50:06
recovery_accountsteem
proxyNone
post_count1
comment_count0
lifetime_vote_count0
witnesses_voted_for0
last_post2017-07-24T15:07:15
last_root_post2017-07-24T15:07:15
last_vote_time2017-07-25T19:31:45
proxied_vsf_votes0, 0, 0, 0
can_vote1
voting_power0
delayed_votes0
balance0.000 STEEM
savings_balance0.000 STEEM
sbd_balance0.000 SBD
savings_sbd_balance0.000 SBD
vesting_shares1033.127295 VESTS
delegated_vesting_shares0.000000 VESTS
received_vesting_shares7110.532511 VESTS
reward_vesting_balance0.000000 VESTS
vesting_balance0.000 STEEM
vesting_withdraw_rate0.000000 VESTS
next_vesting_withdrawal1969-12-31T23:59:59
withdrawn0
to_withdraw0
withdraw_routes0
savings_withdraw_requests0
last_account_recovery1970-01-01T00:00:00
reset_accountnull
last_owner_update1970-01-01T00:00:00
last_account_update1970-01-01T00:00:00
minedNo
sbd_seconds0
sbd_last_interest_payment1970-01-01T00:00:00
savings_sbd_last_interest_payment1970-01-01T00:00:00
{
  "id": 277579,
  "name": "jaafa",
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM5baNjj3AMLiCgnCBbL1acwiQXicpYDe3ggyfkqHze1JkHuzMDv",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM7C1Kx4ocwq9mRDYEzMc6XaBjsUqKCBZD8V2nLJkFDbDgBPwev4",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6y7TCG7GCnW626TxGb4CzqxAqHjXwMMv72dVMs9j3NFt4Z7Q6Y",
        1
      ]
    ]
  },
  "memo_key": "STM7kswpNNGM7PmrcYyXSNzwTbZdXbHpWBMiVXWjvtsA4uLs8iVAP",
  "json_metadata": "",
  "posting_json_metadata": "",
  "proxy": "",
  "last_owner_update": "1970-01-01T00:00:00",
  "last_account_update": "1970-01-01T00:00:00",
  "created": "2017-07-24T10:50:06",
  "mined": false,
  "recovery_account": "steem",
  "last_account_recovery": "1970-01-01T00:00:00",
  "reset_account": "null",
  "comment_count": 0,
  "lifetime_vote_count": 0,
  "post_count": 1,
  "can_vote": true,
  "voting_manabar": {
    "current_mana": "8143659806",
    "last_update_time": 1779068157
  },
  "downvote_manabar": {
    "current_mana": 2035914951,
    "last_update_time": 1779068157
  },
  "voting_power": 0,
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "sbd_balance": "0.000 SBD",
  "sbd_seconds": "0",
  "sbd_seconds_last_update": "1970-01-01T00:00:00",
  "sbd_last_interest_payment": "1970-01-01T00:00:00",
  "savings_sbd_balance": "0.000 SBD",
  "savings_sbd_seconds": "0",
  "savings_sbd_seconds_last_update": "1970-01-01T00:00:00",
  "savings_sbd_last_interest_payment": "1970-01-01T00:00:00",
  "savings_withdraw_requests": 0,
  "reward_sbd_balance": "0.000 SBD",
  "reward_steem_balance": "0.000 STEEM",
  "reward_vesting_balance": "0.000000 VESTS",
  "reward_vesting_steem": "0.000 STEEM",
  "vesting_shares": "1033.127295 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "7110.532511 VESTS",
  "vesting_withdraw_rate": "0.000000 VESTS",
  "next_vesting_withdrawal": "1969-12-31T23:59:59",
  "withdrawn": 0,
  "to_withdraw": 0,
  "withdraw_routes": 0,
  "curation_rewards": 0,
  "posting_rewards": 0,
  "proxied_vsf_votes": [
    0,
    0,
    0,
    0
  ],
  "witnesses_voted_for": 0,
  "last_post": "2017-07-24T15:07:15",
  "last_root_post": "2017-07-24T15:07:15",
  "last_vote_time": "2017-07-25T19:31:45",
  "post_bandwidth": 0,
  "pending_claimed_accounts": 0,
  "vesting_balance": "0.000 STEEM",
  "reputation": 36655040,
  "transfer_history": [],
  "market_history": [],
  "post_history": [],
  "vote_history": [],
  "other_history": [],
  "witness_votes": [],
  "tags_usage": [],
  "guest_bloggers": [],
  "rank": 604307
}

Withdraw Routes

IncomingOutgoing
Empty
Empty
{
  "incoming": [],
  "outgoing": []
}
From Date
To Date
steemdelegated 4.367 SP to @jaafa
2026/05/18 01:35:57
delegatorsteem
delegateejaafa
vesting shares7110.532511 VESTS
Transaction InfoBlock #106145054/Trx f56ad7e3fcaa2364c8253951a4814f8fce23db9a
View Raw JSON Data
{
  "trx_id": "f56ad7e3fcaa2364c8253951a4814f8fce23db9a",
  "block": 106145054,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-05-18T01:35:57",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "7110.532511 VESTS"
    }
  ]
}
steemdelegated 2.701 SP to @jaafa
2026/05/12 09:19:27
delegatorsteem
delegateejaafa
vesting shares4398.322106 VESTS
Transaction InfoBlock #105982279/Trx cc9e306dbc70221134f693cceaef921a8bdabac3
View Raw JSON Data
{
  "trx_id": "cc9e306dbc70221134f693cceaef921a8bdabac3",
  "block": 105982279,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-05-12T09:19:27",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "4398.322106 VESTS"
    }
  ]
}
steemdelegated 4.374 SP to @jaafa
2026/04/26 00:54:45
delegatorsteem
delegateejaafa
vesting shares7123.048267 VESTS
Transaction InfoBlock #105512670/Trx 87dda6a6279e25fe9a678f7e802da7b0da8e24be
View Raw JSON Data
{
  "trx_id": "87dda6a6279e25fe9a678f7e802da7b0da8e24be",
  "block": 105512670,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-04-26T00:54:45",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "7123.048267 VESTS"
    }
  ]
}
steemdelegated 2.727 SP to @jaafa
2026/01/23 11:25:54
delegatorsteem
delegateejaafa
vesting shares4439.868925 VESTS
Transaction InfoBlock #102856163/Trx e781fe352a9d18dc4c16aaf14707eff3afb30314
View Raw JSON Data
{
  "trx_id": "e781fe352a9d18dc4c16aaf14707eff3afb30314",
  "block": 102856163,
  "trx_in_block": 6,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-01-23T11:25:54",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "4439.868925 VESTS"
    }
  ]
}
steemdelegated 2.827 SP to @jaafa
2024/12/17 06:43:06
delegatorsteem
delegateejaafa
vesting shares4604.088122 VESTS
Transaction InfoBlock #91302522/Trx e39aa88feb7a2473d8bb992c0be0c6c479caae07
View Raw JSON Data
{
  "trx_id": "e39aa88feb7a2473d8bb992c0be0c6c479caae07",
  "block": 91302522,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2024-12-17T06:43:06",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "4604.088122 VESTS"
    }
  ]
}
steemdelegated 2.931 SP to @jaafa
2023/11/13 22:25:09
delegatorsteem
delegateejaafa
vesting shares4773.221654 VESTS
Transaction InfoBlock #79856708/Trx c31c4c326238cb466d082a204f6306883e491145
View Raw JSON Data
{
  "trx_id": "c31c4c326238cb466d082a204f6306883e491145",
  "block": 79856708,
  "trx_in_block": 3,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2023-11-13T22:25:09",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "4773.221654 VESTS"
    }
  ]
}
steemdelegated 4.735 SP to @jaafa
2023/09/21 23:25:33
delegatorsteem
delegateejaafa
vesting shares7710.500440 VESTS
Transaction InfoBlock #78349739/Trx e6636a6f35f42ad6007a70aae9df75b4509ef129
View Raw JSON Data
{
  "trx_id": "e6636a6f35f42ad6007a70aae9df75b4509ef129",
  "block": 78349739,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2023-09-21T23:25:33",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "7710.500440 VESTS"
    }
  ]
}
steemdelegated 4.871 SP to @jaafa
2022/11/03 13:00:24
delegatorsteem
delegateejaafa
vesting shares7932.181878 VESTS
Transaction InfoBlock #69114817/Trx cd4dbc3058a09b4dda54526d3862dfd6e771afe3
View Raw JSON Data
{
  "trx_id": "cd4dbc3058a09b4dda54526d3862dfd6e771afe3",
  "block": 69114817,
  "trx_in_block": 5,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2022-11-03T13:00:24",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "7932.181878 VESTS"
    }
  ]
}
steemdelegated 5.007 SP to @jaafa
2022/01/17 12:09:51
delegatorsteem
delegateejaafa
vesting shares8152.715109 VESTS
Transaction InfoBlock #60810857/Trx 8a8b4b7dc8a4c82d52e31a443ce288137183de55
View Raw JSON Data
{
  "trx_id": "8a8b4b7dc8a4c82d52e31a443ce288137183de55",
  "block": 60810857,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2022-01-17T12:09:51",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "8152.715109 VESTS"
    }
  ]
}
steemdelegated 5.120 SP to @jaafa
2021/06/14 02:01:42
delegatorsteem
delegateejaafa
vesting shares8336.483767 VESTS
Transaction InfoBlock #54609171/Trx ee74863003b6103e813a8bebfa3a6329d5733756
View Raw JSON Data
{
  "trx_id": "ee74863003b6103e813a8bebfa3a6329d5733756",
  "block": 54609171,
  "trx_in_block": 16,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2021-06-14T02:01:42",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "8336.483767 VESTS"
    }
  ]
}
steemdelegated 5.235 SP to @jaafa
2020/12/11 12:18:42
delegatorsteem
delegateejaafa
vesting shares8523.905741 VESTS
Transaction InfoBlock #49356577/Trx 87e36166bafa7441895f4e9c58588f2de73529c5
View Raw JSON Data
{
  "trx_id": "87e36166bafa7441895f4e9c58588f2de73529c5",
  "block": 49356577,
  "trx_in_block": 4,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-12-11T12:18:42",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "8523.905741 VESTS"
    }
  ]
}
steemdelegated 1.175 SP to @jaafa
2020/12/06 05:55:42
delegatorsteem
delegateejaafa
vesting shares1912.543513 VESTS
Transaction InfoBlock #49208136/Trx 66f2c240b84e45296d533dfb2e8b07c118d127d6
View Raw JSON Data
{
  "trx_id": "66f2c240b84e45296d533dfb2e8b07c118d127d6",
  "block": 49208136,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-12-06T05:55:42",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "1912.543513 VESTS"
    }
  ]
}
steemdelegated 5.238 SP to @jaafa
2020/12/05 15:56:39
delegatorsteem
delegateejaafa
vesting shares8530.113595 VESTS
Transaction InfoBlock #49191672/Trx 973b7848a68eadad617d1596e8130b12d1bc03bc
View Raw JSON Data
{
  "trx_id": "973b7848a68eadad617d1596e8130b12d1bc03bc",
  "block": 49191672,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-12-05T15:56:39",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "8530.113595 VESTS"
    }
  ]
}
steemdelegated 1.179 SP to @jaafa
2020/11/02 18:06:45
delegatorsteem
delegateejaafa
vesting shares1920.017158 VESTS
Transaction InfoBlock #48260716/Trx f0503a9bde5ffdf7270a500e07c45b9d367f3ec2
View Raw JSON Data
{
  "trx_id": "f0503a9bde5ffdf7270a500e07c45b9d367f3ec2",
  "block": 48260716,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-11-02T18:06:45",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "1920.017158 VESTS"
    }
  ]
}
steemdelegated 5.363 SP to @jaafa
2020/05/09 06:54:15
delegatorsteem
delegateejaafa
vesting shares8732.918954 VESTS
Transaction InfoBlock #43218401/Trx 929f4718ee8e667f728a052fcf728c21c2d0b9d6
View Raw JSON Data
{
  "trx_id": "929f4718ee8e667f728a052fcf728c21c2d0b9d6",
  "block": 43218401,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-05-09T06:54:15",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "8732.918954 VESTS"
    }
  ]
}
steemdelegated 1.200 SP to @jaafa
2020/05/08 10:41:03
delegatorsteem
delegateejaafa
vesting shares1953.311140 VESTS
Transaction InfoBlock #43194705/Trx a5439a051ffd751b39b1407fb34c948dfec6a5d2
View Raw JSON Data
{
  "trx_id": "a5439a051ffd751b39b1407fb34c948dfec6a5d2",
  "block": 43194705,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-05-08T10:41:03",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "1953.311140 VESTS"
    }
  ]
}
steemdelegated 5.371 SP to @jaafa
2020/04/16 00:39:12
delegatorsteem
delegateejaafa
vesting shares8745.806402 VESTS
Transaction InfoBlock #42566088/Trx b67fee407efdb3781d831f716468ec53c5481d51
View Raw JSON Data
{
  "trx_id": "b67fee407efdb3781d831f716468ec53c5481d51",
  "block": 42566088,
  "trx_in_block": 27,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-04-16T00:39:12",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "8745.806402 VESTS"
    }
  ]
}
2019/07/24 12:06:12
parent authorjaafa
parent permlinkthe-blockchain-and-machine-learning
authorsteemitboard
permlinksteemitboard-notify-jaafa-20190724t120612000z
title
bodyCongratulations @jaafa! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@jaafa/birthday2.png</td><td>Happy Birthday! - You are on the Steem blockchain for 2 years!</td></tr></table> <sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@jaafa) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=jaafa)_</sub> ###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!
json metadata{"image":["https://steemitboard.com/img/notify.png"]}
Transaction InfoBlock #34942031/Trx 35e8a91f45a34d67cba4fb8fc316c2c728bfc006
View Raw JSON Data
{
  "trx_id": "35e8a91f45a34d67cba4fb8fc316c2c728bfc006",
  "block": 34942031,
  "trx_in_block": 9,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2019-07-24T12:06:12",
  "op": [
    "comment",
    {
      "parent_author": "jaafa",
      "parent_permlink": "the-blockchain-and-machine-learning",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-jaafa-20190724t120612000z",
      "title": "",
      "body": "Congratulations @jaafa! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@jaafa/birthday2.png</td><td>Happy Birthday! - You are on the Steem blockchain for 2 years!</td></tr></table>\n\n<sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@jaafa) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=jaafa)_</sub>\n\n\n###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!",
      "json_metadata": "{\"image\":[\"https://steemitboard.com/img/notify.png\"]}"
    }
  ]
}
steemdelegated 5.491 SP to @jaafa
2019/05/12 17:44:36
delegatorsteem
delegateejaafa
vesting shares8941.423215 VESTS
Transaction InfoBlock #32848895/Trx 7f95f897142818cd3f2e07a1f899e38879065813
View Raw JSON Data
{
  "trx_id": "7f95f897142818cd3f2e07a1f899e38879065813",
  "block": 32848895,
  "trx_in_block": 32,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2019-05-12T17:44:36",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaafa",
      "vesting_shares": "8941.423215 VESTS"
    }
  ]
}
2018/07/24 11:57:36
parent authorjaafa
parent permlinkthe-blockchain-and-machine-learning
authorsteemitboard
permlinksteemitboard-notify-jaafa-20180724t115738000z
title
bodyCongratulations @jaafa! You have received a personal award! [![](https://steemitimages.com/70x70/http://steemitboard.com/@jaafa/birthday1.png)](http://steemitboard.com/@jaafa) 1 Year on Steemit <sub>_Click on the badge to view your Board of Honor._</sub> > Do you like [SteemitBoard's project](https://steemit.com/@steemitboard)? Then **[Vote for its witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1)** and **get one more award**!
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steemdelegated 5.614 SP to @jaafa
2018/05/16 20:22:21
delegatorsteem
delegateejaafa
vesting shares9141.071613 VESTS
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2018/01/29 10:26:24
voterjaafa
authorcryptoscopia
permlinkmaking-sense-of-the-tether-situation
weight10000 (100.00%)
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steemdelegated 18.234 SP to @jaafa
2018/01/09 06:39:54
delegatorsteem
delegateejaafa
vesting shares29692.061997 VESTS
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2017/12/06 21:01:30
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authorjaafa
permlinkthe-blockchain-and-machine-learning
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2017/11/20 09:51:21
parent authorjaafa
parent permlinkthe-blockchain-and-machine-learning
authorchrisdk2017
permlinkre-jaafa-the-blockchain-and-machine-learning-20171120t095121503z
title
bodyNice article. I have seen others mention the idea of an autonomous organization like the DAO using ML / AI to create content that yield a profit. I think this area is very exciting and could be one of the new passive income strategies in the future.
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      "body": "Nice article.\n\nI have seen others mention the idea of an autonomous organization like the DAO using ML / AI to create content that yield a profit.\n\nI think this area is very exciting and could be one of the new passive income strategies in the future.",
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2017/11/20 09:49:24
voterchrisdk2017
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2017/10/14 10:35:30
votersweetwilliam
authorjaafa
permlinkthe-blockchain-and-machine-learning
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steemdelegated 18.388 SP to @jaafa
2017/08/04 05:13:15
delegatorsteem
delegateejaafa
vesting shares29942.872705 VESTS
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2017/07/25 19:31:45
voterjaafa
authoreatmy
permlinkre-jaafa-the-blockchain-and-machine-learning-20170725t033838468z
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2017/07/25 03:38:33
parent authorjaafa
parent permlinkthe-blockchain-and-machine-learning
authoreatmy
permlinkre-jaafa-the-blockchain-and-machine-learning-20170725t033838468z
title
bodyWelcome and great post. Thanks for sharing ;)
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      "body": "Welcome and great post. Thanks for sharing ;)",
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2017/07/25 03:37:24
votereatmy
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2017/07/24 15:07:48
voterjaafa
authorjaafa
permlinkthe-blockchain-and-machine-learning
weight10000 (100.00%)
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2017/07/24 15:07:15
parent author
parent permlinkcryptocurrency
authorjaafa
permlinkthe-blockchain-and-machine-learning
titleThe Blockchain and Machine Learning
body![BarracudaSearchDec2015.jpg](https://steemitimages.com/DQmWamA786CxakdfzWdy1iBt6LEtCjFKtLKKpYKj8Xxz9MP/BarracudaSearchDec2015.jpg) Two of the biggest headline creators in the tech world today are blockchain and Machine Learning, with good reason. Both of these disruptive technologies have already begun to change the sectors in which they are being applied. Individually blockchains and ML have the power to radically alter sectors ranging from finance, robotics, communication and data analysis. So what could they do if combined? How might they be combined? First lets look at what each technology currently does by itself. As of right now blockchains are mostly used to facilitate the creation and distribution of cryptocurrencies in an attempt to break away from the centralised and regulation heavy control of traditional financial institutions. Other applications for blockchains do exist and new ones are emerging all the time (such as data management systems and legal contracts) but their use in cryptocurrency remains dominant. Machine Learning (ML) is a technology that has actually been around a long time, with many of the modern approaches finding form in the 1990s when seminal papers on SVMs and Recurrent Neural Networks were written, although it could argued that some form of machine learning has followed in step with computing since the 1940s. However ML really has taken off in the past 10 years or so with the massive improvement in both computing power and data gathering capabilities leading to the advent of "deep learning". Very simply put this means throwing a whole load of data and computing power at a problem until it's solved. This can be applied to problems in data analysis, autonomous vehicles, imaging recognition systems and many more. ![machine_learning.png](https://steemitimages.com/DQmTsTfSaTTX1BriT1D9bchkHRbtnSXighg7UpDsEdSgsXZ/machine_learning.png) (source: XKCD, https://xkcd.com/1838/) So now we know what each technology does, how can they be combined in a useful way? Well one way they can work together is to solve problems within each technology. For example ML usually necessitates the collection of vasts amount of data in order to be useful. Blockchains are a natural way for ML researchers to gather data. One can imagine a neural network deployed on or piggy backing off a blockchain that has wide distributions in order to gather data for any number of applications. Additionally, the neural network could be deployed analyse the blockchain itself, monitoring for example, network load and perhaps even tapping into dynamic parts of the blockchain code in order to manage changes in the load. Another scenario might see the blockchain being used as a secure database, constantly collecting real time information ranging from financial information about a business or company, health care information from a hospital, information about electrical grid power consumption etc. Meanwhile the ML program can be analysing this data also in real time and providing useful analytics or motioning information. One can even imagine a scenario where the ML program itself would automatically enact changes in the system in response to this real time information. These are just a few ways blockchains and ML can be used in conjunction with one another. With increased advancements in both technologies it's certain the possible ways they can interact will also increase. As the overlap between these technologies continues to converge, we may soon see completely decentralised, autonomous blockchain/ML systems that require little to no input from humans, to operate.
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steemcreated a new account: @jaafa
2017/07/24 10:50:06
fee0.500 STEEM
delegation57000.000000 VESTS
creatorsteem
new account namejaafa
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Witness Votes

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