Программа «Большие данные, искусственный интеллект, финансовые технологии и машинное обучение» следует основным направлениям развития современных информационных технологий: высокопроизводительным вычислениям, обработке больших объемов данных, обучению искусственных нейронных сетей. Программой предусматривается проектная деятельность в течение 12 учебных дней с учетом возрастных особенностей и уровня развития обучающихся.
В ходе работы участники получат навыки программирования на языке Python, ознакомятся с некоторыми архитектурами нейронных сетей, проведут эксперименты по подбору параметров при обучении нейронной сети, выполнят обработку входных и выходных данных.
К участию в образовательной программе «Большие данные, искусственный интеллект, финансовые технологии и машинное обучение» приглашаются школьники 8-10 классов
Для участия необходимо до 25 января 2020 года подать заявку на сайте.
Дальнейший отбор включает в себя 2 этапа.
Инструкция по прохождению отбора будет направлена 26 января на почтовый ящик, указанный при подаче заявки.
Проведение 2 тура в дистанционной форме требует от участников использования нескольких технических средств:
При отсутствии выше указанных средств участие в отборе, а значит и в проектной школе не представляется возможным.
Общее количество участников программы: 3 человека
Основной формой обучения являются лекции, практические занятия по программированию на Python, работа с данными, демонстрация работы библиотек машинного обучения, экспериментальная работа с нейронной сетью, интерпретация результатов обучения и результатов обработки данных нейронной сетью.
Программа реализуется на основе изучения теоретических основ машинного обучения и технологий разработки прикладных программ, решения теоретических и прикладных задач, выполнения творческих заданий, самостоятельного проведения экспериментов с нейронными сетями и высокопроизводительными вычислительными комплексами.
кандидат технических наук, научный сотрудник Института динамики систем и теории управления СО РАН, заведующий лабораторией больших данных Регионального центра выявления и поддержки одарённых детей «Полярис-Адыгея»
{ "__default": { "session": { "counter": 1, "timer": { "start": 1731791748, "last": 1731791748, "now": 1731791748 }, "token": "HwGhtxnpaCRkqrqt07UWSEMI6w3vWu8p" }, "registry": {}, "user": { "id": 0, "name": null, "username": null, "email": null, "password": null, "password_clear": "", "block": null, "sendEmail": 0, "registerDate": null, "lastvisitDate": null, "activation": null, "params": null, "groups": [], "guest": 1, "lastResetTime": null, "resetCount": null, "requireReset": null, "aid": 0 } }, "__JPluginGJFields": { "DefaultParams": { "debug": "0", "Enabled_Front_Page": "1", "fp_categories_switch": "0", "fp_categories": "", "fp_articles_switch": "0", "joomla_articles": "1", "joomla_articles_parse_category": "0", "categories_switch": "0", "categories": "", "articles_switch": "0", "context_switch": "exclude", "context_categories_switch": "0", "context_content_items_switch": "0", "exclude_mod_contexts": "1", "contextsToExclude": "mod_custom.content,", "limittype": "0", "noSpaceLanguage": "0", "leadingMax": "750", "introMax": "500", "Ignore_Existing_Read_More": "0", "PluginCode": "ignore", "Strip_Formatting": "0", "preserveTags": "", "addNBSP": "0", "wrap_output": "0", "wrap_output_template": "<div class=\"autoreadmore\">%OUTPUT%</div>", "add_trimming_dots": "0", "trimming_dots": "...", "readmore_text": "", "Thumbnails": "0", "Force_Image_Count": "0", "default_image": "https://upload.wikimedia.org/wikipedia/commons/thumb/a/ac/No_image_available.svg/200px-No_image_available.svg.png", "ImageAsHTML": "1", "Thumbnails_Class": "", "image_link_to_article": "0", "Strip_Image_Formatting": "0", "csscode": ".margin-h-8 {margin:8px;}", "Force_Image_Handle": "0", "wrap_image_output": "0", "wrap_image_output_template": "<div class=\"image\">%OUTPUT%</div>", "image_search_pattern": "img_only", "image_search_pattern_custom": "~<a[^>]+><img [^>]+></a>~ui\r\n~<img [^>]*>~iu" } } }
SELECT `data` FROM `hgc41_session` WHERE `session_id` = X'3132373333373364656362363039353466626462656635303262313566303732'
SELECT `session_id` FROM `hgc41_session` WHERE `session_id` = X'3132373333373364656362363039353466626462656635303262313566303732' LIMIT 1
INSERT INTO `hgc41_session` (`session_id`,`guest`,`time`,`userid`,`username`,`client_id`) VALUES (X'3132373333373364656362363039353466626462656635303262313566303732', 1, 1731791748, 0, '', 0)
SELECT `extension_id` AS `id`,`element` AS `option`,`params`,`enabled` FROM `hgc41_extensions` WHERE `type` = 'component' AND `state` = 0 AND `enabled` = 1
SELECT id, rules FROM `hgc41_viewlevels`
SELECT b.id FROM hgc41_usergroups AS a LEFT JOIN hgc41_usergroups AS b ON b.lft <= a.lft AND b.rgt >= a.rgt WHERE a.id = 9
SELECT `folder` AS `type`,`element` AS `name`,`params` AS `params`,`extension_id` AS `id` FROM hgc41_extensions WHERE enabled = 1 AND type = 'plugin' AND state IN (0,1) AND access IN (1,1,5) ORDER BY ordering
SELECT enabled from hgc41_extensions WHERE element='securitycheckpro' and type='plugin'
SELECT storage_value from hgc41_securitycheckpro_storage WHERE storage_key = 'locked'
SELECT `storage_value` FROM `hgc41_securitycheckpro_storage` WHERE `storage_key` = 'pro_plugin'
DELETE from hgc41_securitycheckpro_users_control WHERE id='1'
SELECT * FROM hgc41_securitycheckpro_blacklist
SELECT * FROM hgc41_securitycheckpro_whitelist
DELETE FROM hgc41_securitycheckpro_dynamic_blacklist WHERE (DATE_ADD(timeattempt, INTERVAL 600 SECOND)) < NOW();
SELECT COUNT(*) from hgc41_securitycheckpro_dynamic_blacklist WHERE (ip = '3.137.171.147' AND counter >= 5)
SELECT m.id, m.menutype, m.title, m.alias, m.note, m.path AS route, m.link, m.type, m.level, m.language,`m`.`browserNav`, m.access, m.params, m.home, m.img, m.template_style_id, m.component_id, m.parent_id,e.element as component FROM hgc41_menu AS m LEFT JOIN hgc41_extensions AS e ON m.component_id = e.extension_id WHERE m.published = 1 AND m.parent_id > 0 AND m.client_id = 0 ORDER BY m.lft
SELECT c.id, c.asset_id, c.access, c.alias, c.checked_out, c.checked_out_time, c.created_time, c.created_user_id, c.description, c.extension, c.hits, c.language, c.level, c.lft, c.metadata, c.metadesc, c.metakey, c.modified_time, c.note, c.params, c.parent_id, c.path, c.published, c.rgt, c.title, c.modified_user_id, c.version, CASE WHEN CHAR_LENGTH(c.alias) != 0 THEN CONCAT_WS(':', c.id, c.alias) ELSE c.id END as slug FROM `hgc41_categories` AS `s` INNER JOIN `hgc41_categories` AS `c` ON (s.lft <= c.lft AND c.lft < s.rgt) OR (c.lft < s.lft AND s.rgt < c.rgt) WHERE (c.extension='com_content' OR c.extension='system') AND c.published = 1 AND s.id = 29 ORDER BY c.lft
SELECT `id` FROM `hgc41_content` WHERE alias = 'obrazovatelnaya-programma-bolshie-dannye-iskusstvennyj-intellekt-finansovye-tekhnologii-i-mashinnoe-obuchenie' AND catid = '29'
SELECT `id`,`name`,`rules`,`parent_id` FROM `hgc41_assets` WHERE `name` IN ('root.1','com_actionlogs','com_admin','com_advancedmodules','com_ajax','com_akeeba','com_associations','com_banners','com_cache','com_categories','com_checkin','com_config','com_contact','com_content','com_contenthistory','com_cpanel','com_djimageslider','com_droppics','com_fields','com_finder','com_installer','com_jce','com_joomlaupdate','com_languages','com_login','com_mailto','com_media','com_menus','com_messages','com_modules','com_newsfeeds','com_nextend2','com_osmap','com_plugins','com_postinstall','com_privacy','com_redirect','com_search','com_securitycheckpro','com_shackforms','com_slideshowck','com_speasyimagegallery','com_tags','com_templates','com_users','com_wrapper')
SELECT `extension_id` AS `id`,`element` AS `option`,`params`,`enabled` FROM `hgc41_extensions` WHERE `type` = 'library' AND `element` = 'joomla'
UPDATE `hgc41_extensions` SET `params` = '{\"mediaversion\":\"aea79e301185efa0e1df33259b9bc84d\"}' WHERE `type` = 'library' AND `element` = 'joomla'
SELECT * FROM hgc41_languages WHERE published=1 ORDER BY ordering ASC
SELECT id, home, template, s.params FROM hgc41_template_styles as s LEFT JOIN hgc41_extensions as e ON e.element=s.template AND e.type='template' AND e.client_id=s.client_id WHERE s.client_id = 0 AND e.enabled = 1
SELECT `id`,`name`,`rules`,`parent_id` FROM `hgc41_assets` WHERE `name` LIKE 'com_content.%' OR `name` = 'com_content' OR `parent_id` = 0
SHOW FULL COLUMNS FROM `hgc41_content`
UPDATE hgc41_content SET `hits` = (`hits` + 1) WHERE `id` = '266'
SELECT a.id, a.asset_id, a.title, a.alias, a.introtext, a.fulltext, a.state, a.catid, a.created, a.created_by, a.created_by_alias, CASE WHEN a.modified = '0000-00-00 00:00:00' THEN a.created ELSE a.modified END as modified, a.modified_by, a.checked_out, a.checked_out_time, a.publish_up, a.publish_down, a.images, a.urls, a.attribs, a.version, a.ordering, a.metakey, a.metadesc, a.access, a.hits, a.metadata, a.featured, a.language, a.xreference,c.title AS category_title, c.alias AS category_alias, c.access AS category_access,u.name AS author,parent.title as parent_title, parent.id as parent_id, parent.path as parent_route, parent.alias as parent_alias,ROUND(v.rating_sum / v.rating_count, 0) AS rating, v.rating_count as rating_count FROM hgc41_content AS a INNER JOIN hgc41_categories AS c on c.id = a.catid LEFT JOIN hgc41_users AS u on u.id = a.created_by LEFT JOIN hgc41_categories as parent ON parent.id = c.parent_id LEFT JOIN hgc41_content_rating AS v ON a.id = v.content_id WHERE a.id = 266 AND c.published > 0 AND (a.publish_up = '0000-00-00 00:00:00' OR a.publish_up <= '2024-11-16 21:15:48') AND (a.publish_down = '0000-00-00 00:00:00' OR a.publish_down >= '2024-11-16 21:15:48') AND (a.state = 1 OR a.state =2)
SELECT c.id, c.asset_id, c.access, c.alias, c.checked_out, c.checked_out_time, c.created_time, c.created_user_id, c.description, c.extension, c.hits, c.language, c.level, c.lft, c.metadata, c.metadesc, c.metakey, c.modified_time, c.note, c.params, c.parent_id, c.path, c.published, c.rgt, c.title, c.modified_user_id, c.version, CASE WHEN CHAR_LENGTH(c.alias) != 0 THEN CONCAT_WS(':', c.id, c.alias) ELSE c.id END as slug FROM `hgc41_categories` AS `s` INNER JOIN `hgc41_categories` AS `c` ON (s.lft <= c.lft AND c.lft < s.rgt) OR (c.lft < s.lft AND s.rgt < c.rgt) WHERE (c.extension='com_content' OR c.extension='system') AND c.access IN (1,1,5) AND c.published = 1 AND s.id = 29 ORDER BY c.lft
SELECT `m`.`tag_id`,`t`.* FROM `hgc41_contentitem_tag_map` AS m INNER JOIN `hgc41_tags` AS t ON `m`.`tag_id` = `t`.`id` WHERE `m`.`type_alias` = 'com_content.article' AND `m`.`content_item_id` = 266 AND `t`.`published` = 1 AND t.access IN (1,1,5)
SELECT DISTINCT a.id, a.title, a.name, a.checked_out, a.checked_out_time, a.note, a.state, a.access, a.created_time, a.created_user_id, a.ordering, a.language, a.fieldparams, a.params, a.type, a.default_value, a.context, a.group_id, a.label, a.description, a.required,l.title AS language_title, l.image AS language_image,uc.name AS editor,ag.title AS access_level,ua.name AS author_name,g.title AS group_title, g.access as group_access, g.state AS group_state, g.note as group_note FROM hgc41_fields AS a LEFT JOIN `hgc41_languages` AS l ON l.lang_code = a.language LEFT JOIN hgc41_users AS uc ON uc.id=a.checked_out LEFT JOIN hgc41_viewlevels AS ag ON ag.id = a.access LEFT JOIN hgc41_users AS ua ON ua.id = a.created_user_id LEFT JOIN hgc41_fields_groups AS g ON g.id = a.group_id LEFT JOIN `hgc41_fields_categories` AS fc ON fc.field_id = a.id WHERE a.context = 'com_content.article' AND (fc.category_id IS NULL OR fc.category_id IN (29,0,20)) AND a.access IN (1,1,5) AND (a.group_id = 0 OR g.access IN (1,1,5)) AND a.state = 1 AND (a.group_id = 0 OR g.state = 1) ORDER BY a.ordering ASC
SELECT `field_id`,`value` FROM `hgc41_fields_values` WHERE `field_id` IN (2,3,4,5,7) AND `item_id` = '266'
SELECT m.id, m.title, m.module, m.position, m.content, m.showtitle, m.params,am.mirror_id, am.params AS advancedparams, 0 AS menuid, m.publish_up, m.publish_down FROM hgc41_modules AS m LEFT JOIN hgc41_extensions AS e ON e.element = m.module AND e.client_id = m.client_id LEFT JOIN hgc41_advancedmodules as am ON am.moduleid = m.id WHERE m.published = 1 AND e.enabled = 1 AND m.access IN (1,1,5) AND m.client_id = 0 ORDER BY m.position, m.ordering
SELECT a.mirror_id FROM hgc41_advancedmodules AS a WHERE a.moduleid = 137
SELECT a.params FROM hgc41_advancedmodules AS a WHERE a.moduleid = 137
SELECT DISTINCT a.id, a.title, a.name, a.checked_out, a.checked_out_time, a.note, a.state, a.access, a.created_time, a.created_user_id, a.ordering, a.language, a.fieldparams, a.params, a.type, a.default_value, a.context, a.group_id, a.label, a.description, a.required,l.title AS language_title, l.image AS language_image,uc.name AS editor,ag.title AS access_level,ua.name AS author_name,g.title AS group_title, g.access as group_access, g.state AS group_state, g.note as group_note FROM hgc41_fields AS a LEFT JOIN `hgc41_languages` AS l ON l.lang_code = a.language LEFT JOIN hgc41_users AS uc ON uc.id=a.checked_out LEFT JOIN hgc41_viewlevels AS ag ON ag.id = a.access LEFT JOIN hgc41_users AS ua ON ua.id = a.created_user_id LEFT JOIN hgc41_fields_groups AS g ON g.id = a.group_id WHERE a.context = 'mod_pwebcontact.content' AND a.access IN (1,1,5) AND (a.group_id = 0 OR g.access IN (1,1,5)) AND a.state = 1 AND (a.group_id = 0 OR g.state = 1) ORDER BY a.ordering ASC
3 × SELECT a.params FROM hgc41_advancedmodules AS a
2 × SELECT c.id, c.asset_id, c.access, c.alias, c.checked_out, c.checked_out_time, c.created_time, c.created_user_id, c.description, c.extension, c.hits, c.language, c.level, c.lft, c.metadata, c.metadesc, c.metakey, c.modified_time, c.note, c.params, c.parent_id, c.path, c.published, c.rgt, c.title, c.modified_user_id, c.version, CASE WHEN CHAR_LENGTH(c.alias) != 0 THEN CONCAT_WS(':', c.id, c.alias) ELSE c.id END as slug FROM `hgc41_categories` AS `s` INNER JOIN `hgc41_categories` AS `c` ON (s.lft <= c.lft AND c.lft < s.rgt) OR (c.lft < s.lft AND s.rgt < c.rgt)
2 × SELECT `id`,`name`,`rules`,`parent_id` FROM `hgc41_assets`
2 × SELECT `extension_id` AS `id`,`element` AS `option`,`params`,`enabled` FROM `hgc41_extensions`
2 × SELECT * FROM hgc41_securitycheckpro_blacklis
2 × SELECT * FROM hgc41_securitycheckpro_whitelis
1 × SELECT a.mirror_id FROM hgc41_advancedmodules AS a
1 × SELECT m.id, m.title, m.module, m.position, m.content, m.showtitle, m.params,am.mirror_id, am.params AS advancedparams, 0 AS menuid, m.publish_up, m.publish_down FROM hgc41_modules AS m LEFT JOIN hgc41_extensions AS e ON e.element = m.module AND e.client_id = m.client_id LEFT JOIN hgc41_advancedmodules as am ON am.moduleid = m.id
1 × SELECT `field_id`,`value` FROM `hgc41_fields_values`
1 × SELECT DISTINCT a.id, a.title, a.name, a.checked_out, a.checked_out_time, a.note, a.state, a.access, a.created_time, a.created_user_id, a.ordering, a.language, a.fieldparams, a.params, a.type, a.default_value, a.context, a.group_id, a.label, a.description, a.required,l.title AS language_title, l.image AS language_image,uc.name AS editor,ag.title AS access_level,ua.name AS author_name,g.title AS group_title, g.access as group_access, g.state AS group_state, g.note as group_note FROM hgc41_fields AS a LEFT JOIN `hgc41_languages` AS l ON l.lang_code = a.language LEFT JOIN hgc41_users AS uc ON uc.id=a.checked_out LEFT JOIN hgc41_viewlevels AS ag ON ag.id = a.access LEFT JOIN hgc41_users AS ua ON ua.id = a.created_user_id LEFT JOIN hgc41_fields_groups AS g ON g.id = a.group_id LEFT JOIN `hgc41_fields_categories` AS fc ON fc.field_id = a.id
1 × SELECT `m`.`tag_id`,`t`.* FROM `hgc41_contentitem_tag_map` AS m INNER JOIN `hgc41_tags` AS t ON `m`.`tag_id` = `t`.`id`
1 × SELECT a.id, a.asset_id, a.title, a.alias, a.introtext, a.fulltext, a.state, a.catid, a.created, a.created_by, a.created_by_alias, CASE WHEN a.modified = '0000-00-00 00:00:00' THEN a.created ELSE a.modified END as modified, a.modified_by, a.checked_out, a.checked_out_time, a.publish_up, a.publish_down, a.images, a.urls, a.attribs, a.version, a.ordering, a.metakey, a.metadesc, a.access, a.hits, a.metadata, a.featured, a.language, a.xreference,c.title AS category_title, c.alias AS category_alias, c.access AS category_access,u.name AS author,parent.title as parent_title, parent.id as parent_id, parent.path as parent_route, parent.alias as parent_alias,ROUND(v.rating_sum / v.rating_count, 0) AS rating, v.rating_count as rating_count FROM hgc41_content AS a INNER JOIN hgc41_categories AS c on c.id = a.catid LEFT JOIN hgc41_users AS u on u.id = a.created_by LEFT JOIN hgc41_categories as parent ON parent.id = c.parent_id LEFT JOIN hgc41_content_rating AS v ON a.id = v.content_id
1 × SELECT id, home, template, s.params FROM hgc41_template_styles as s LEFT JOIN hgc41_extensions as e ON e.element=s.template AND e.type='template' AND e.client_id=s.client_id
1 × SELECT * FROM hgc41_languages
1 × SELECT `data` FROM `hgc41_session`
1 × SELECT `id` FROM `hgc41_content`
1 × SELECT `session_id` FROM `hgc41_session`
1 × SELECT m.id, m.menutype, m.title, m.alias, m.note, m.path AS route, m.link, m.type, m.level, m.language,`m`.`browserNav`, m.access, m.params, m.home, m.img, m.template_style_id, m.component_id, m.parent_id,e.element as component FROM hgc41_menu AS m LEFT JOIN hgc41_extensions AS e ON m.component_id = e.extension_id
1 × SELECT COUNT(*) from hgc41_securitycheckpro_dynamic_blacklist
1 × SELECT `storage_value` FROM `hgc41_securitycheckpro_storage`
1 × SELECT storage_value from hgc41_securitycheckpro_storage
1 × SELECT enabled from hgc41_extensions
1 × SELECT `folder` AS `type`,`element` AS `name`,`params` AS `params`,`extension_id` AS `id` FROM hgc41_extensions
1 × SELECT b.id FROM hgc41_usergroups AS a LEFT JOIN hgc41_usergroups AS b ON b.lft <= a.lft AND b.rgt >= a.rgt
1 × SELECT id, rules FROM `hgc41_viewlevels
1 × SELECT DISTINCT a.id, a.title, a.name, a.checked_out, a.checked_out_time, a.note, a.state, a.access, a.created_time, a.created_user_id, a.ordering, a.language, a.fieldparams, a.params, a.type, a.default_value, a.context, a.group_id, a.label, a.description, a.required,l.title AS language_title, l.image AS language_image,uc.name AS editor,ag.title AS access_level,ua.name AS author_name,g.title AS group_title, g.access as group_access, g.state AS group_state, g.note as group_note FROM hgc41_fields AS a LEFT JOIN `hgc41_languages` AS l ON l.lang_code = a.language LEFT JOIN hgc41_users AS uc ON uc.id=a.checked_out LEFT JOIN hgc41_viewlevels AS ag ON ag.id = a.access LEFT JOIN hgc41_users AS ua ON ua.id = a.created_user_id LEFT JOIN hgc41_fields_groups AS g ON g.id = a.group_id
1 × INSERT INTO `hgc41_session` (`session_id`,`guest`,`time`,`userid`,`username`,`client_id`) VALUES (X'3132373333373364656362363039353466626462656635303262313566303732', 1, 1731791748, 0, '', 0
1 × DELETE from hgc41_securitycheckpro_users_control
1 × DELETE FROM hgc41_securitycheckpro_dynamic_blacklist
1 × UPDATE `hgc41_extensions` SET `params` = '{\"mediaversion\":\"aea79e301185efa0e1df33259b9bc84d\"}'
1 × SHOW FULL COLUMNS FROM `hgc41_content
1 × UPDATE hgc41_content SET `hits` = (`hits` + 1)
