{"id":28078,"date":"2019-10-31T10:29:16","date_gmt":"2019-10-31T01:29:16","guid":{"rendered":"https:\/\/smallake.kr\/?p=28078"},"modified":"2019-10-31T10:29:16","modified_gmt":"2019-10-31T01:29:16","slug":"%ea%b8%b0%ea%b3%84%ed%95%99%ec%8a%b5%ea%b3%bc-%ea%b8%88%ec%9c%b5%ec%9d%84-%ec%a3%bc%ec%a0%9c%eb%a1%9c-%ed%95%9c-%eb%b3%b4%ea%b3%a0%ec%84%9c-%ec%85%8b","status":"publish","type":"post","link":"https:\/\/smallake.kr\/?p=28078","title":{"rendered":"\uae30\uacc4\ud559\uc2b5\uacfc \uae08\uc735\uc744 \uc8fc\uc81c\ub85c \ud55c \ubcf4\uace0\uc11c \uc14b"},"content":{"rendered":"<p>1.<br \/>\n<a href=\"https:\/\/www.smallake.kr\/?p=27987\" rel=\"noopener noreferrer\" target=\"_blank\">The Future of Trading: Technology in 2024<\/a>\uc5d0 \uc774\uc5b4\uc11c \uae30\uacc4\ud559\uc2b5\uacfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc774 \ud604\uc7ac \uc5b4\ub290 \uc218\uc900\uc73c\ub85c \uae08\uc735\uc0b0\uc5c5\uacfc \uacb0\ud569\ud558\uace0 \uc788\ub294\uc9c0\ub97c \ubd84\uc11d\ud558\ub294 \ubcf4\uace0\uc11c\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/www.cfainstitute.org\/en\/research\/industry-research\/ai-pioneers-in-investment-management\" rel=\"noopener noreferrer\" target=\"_blank\">AI Pioneers in Investment Management<\/a>\uc740 2019\ub144 \ubd04\uc5d0 \uc870\uc0ac\ud55c \uacb0\uacfc\ub97c \ud1a0\ub300\ub85c \ub9cc\ub4e4\uc5b4\uc9c4 \ubcf4\uace0\uc11c\uc785\ub2c8\ub2e4. \ubcf4\uace0\uc11c\ub294 \uc870\uc0ac\ub97c \ud1b5\ud558\uc5ec AI\uc758 \uac00\ub2a5\uc131\ubfd0 \uc544\ub2c8\ub77c \ud604\uc7ac \ub2e8\uacc4\uc758 \ud55c\uacc4\ub97c \uc9c0\uc801\ud558\uba74\uc11c AI\uc640 HI(Human Intelligence)\uc774 \uacb0\ud569\ud55c \ubaa8\ub378\uc744 \uc81c\uc548\ud569\ub2c8\ub2e4.<\/p>\n<blockquote><p>Their use cases are illuminating. Among other things, they underscore the opportunities but also the limitations of AI and the continued important role of human judgment in investment processes. We ascribe to the power of the \u201cAI + HI\u201d model: AI techniques can augment human intelligence to enable investment professionals to reach a higher level of performance, freeing them from routine tasks and enabling smarter decision making that leverages the collective intelligence of machines and humans.<\/p><\/blockquote>\n<p>\uc774 \ubcf4\uace0\uc11c\uc758 \ub9e4\ub825\uc740 \uc0ac\ub840\uc785\ub2c8\ub2e4.  \ubcf4\uace0\uc11c\uac00 \ub2e4\ub8e8\uace0 \uc788\ub294 \uc0ac\ub840\ub4e4\uc785\ub2c8\ub2e4.<\/p>\n<blockquote><p>1. Enhancing Trading Strategy and Execution with Machine Learning: Man AHL<br \/>\n2. Generating Signals for Quant Models with Machine Learning: New York Life Investments<br \/>\n3. Refining Equity Trading Volume Prediction with Deep Learning: State Street Corporation<br \/>\n4. Leveraging AI\/Alternative Data Anaysis in Sell-Side Research: Goldman Sachs<br \/>\n5. Dissecting Earnings Conference Calls with AI and Big Data: American Century<br \/>\n6. AI and Big Data Assist in Debt Portfolio Management: China Life Asset Management and China Securities Credit Investment<br \/>\n7. Applying AI and Big Data Technologies in the Filing and Processing of Insurance Claims and Assessing Corporate Risk: Ping An<br \/>\n8. Sentiment Analysis: Bloomberg<br \/>\n9. Building the Data Science Team: Schroders<br \/>\n10. Special Focus: Enhancing the MPT Efficient Frontier with Machine Learning<br \/>\n11. Special Focus: Using Intelligent Searches to Collect and Process Information<\/p><\/blockquote>\n<iframe src=\"\/\/docs.google.com\/viewer?url=https%3A%2F%2Fwww.smallake.kr%2Fwp-content%2Fuploads%2F2019%2F10%2FAI-Pioneers-in-Investment-Management.pdf&hl=ko&embedded=true\" class=\"gde-frame\" style=\"width:100%; height:500px; border: none;\" scrolling=\"no\"><\/iframe>\n<p class=\"gde-text\"><a href=\"https:\/\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/AI-Pioneers-in-Investment-Management.pdf\" class=\"gde-link\">Download (PDF, 1.21MB)<\/a><\/p>\n<p>2.<br \/>\n\ub450\ubc88\uc9f8 \ubcf4\uace0\uc11c\ub294 \uc601\ub780\uc740\ud589\uc774 2019\ub144 10\uc6d4\uc5d0 \ubc1c\ud45c\ud55c <a href=\"https:\/\/www.bankofengland.co.uk\/report\/2019\/machine-learning-in-uk-financial-services\" rel=\"noopener noreferrer\" target=\"_blank\">Machine learning in UK financial services<\/a>\uc785\ub2c8\ub2e4. <\/p>\n<blockquote><p>The Bank of England (BoE) and Financial Conduct Authority (FCA) have a keen interest in the way that ML is being deployed by financial institutions. That is why we conducted a joint survey in 2019 to better understand the current use of ML in UK financial services. The survey was sent to almost 300 firms, including banks, credit brokers, e-money institutions, financial market infrastructure firms, investment managers, insurers, non-bank lenders and principal trading firms, with a total of 106 responses received.<\/p><\/blockquote>\n<p>\uc870\uc0ac\ud55c \uacb0\uacfc\uc911 \ub3c4\uc785\ud604\ud669 \ubc0f \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc81c\uac00 \uad00\uc2ec\uc744 \uac00\uc9c0\ub294 Asset Management\uc640 Trading\uc774 \ucd08\uae30\ub2e8\uacc4\uc778 \uc810\uc774 \uc0c8\ub86d\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/boe1.png?resize=1130%2C461&#038;ssl=1\" alt=\"\" width=\"1130\" height=\"461\" class=\"aligncenter size-full wp-image-28087\" srcset=\"https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe1.png?w=1365&amp;ssl=1 1365w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe1.png?resize=300%2C122&amp;ssl=1 300w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe1.png?resize=200%2C82&amp;ssl=1 200w\" sizes=\"auto, (max-width: 1130px) 100vw, 1130px\" \/><br \/>\n<img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/boe2.png?resize=1130%2C537&#038;ssl=1\" alt=\"\" width=\"1130\" height=\"537\" class=\"aligncenter size-full wp-image-28086\" srcset=\"https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe2.png?w=1387&amp;ssl=1 1387w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe2.png?resize=300%2C143&amp;ssl=1 300w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe2.png?resize=200%2C95&amp;ssl=1 200w\" sizes=\"auto, (max-width: 1130px) 100vw, 1130px\" \/><\/p>\n<p> \uae30\uacc4\ud559\uc2b5\uae30\uc220\uc744 \ub3c4\uc785\ud558\uba74 \uc544\ub798\uc640 \uac19\uc774 \ub2e4\uc591\ud55c \ud504\ub85c\uc138\uc2a4\ub4e4\uc758 \ubcc0\ud654\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/boe3.png?resize=1130%2C555&#038;ssl=1\" alt=\"\" width=\"1130\" height=\"555\" class=\"aligncenter size-full wp-image-28085\" srcset=\"https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe3.png?w=1349&amp;ssl=1 1349w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe3.png?resize=300%2C147&amp;ssl=1 300w, https:\/\/i0.wp.com\/smallake.kr\/wp-content\/uploads\/2019\/10\/boe3.png?resize=200%2C98&amp;ssl=1 200w\" sizes=\"auto, (max-width: 1130px) 100vw, 1130px\" \/><\/p>\n<p>\uc774 \ubcf4\uace0\uc11c\uc758 \ud575\uc2ec\uc740 \uac01\uac01\uc758 \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \uc5b4\ub5a4 \uc810\uc744 \uace0\ub824\ud560\uc9c0\ub97c \uc0c1\uc138\ud788 \uc124\uba85\ud558\uace0 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n<blockquote><p>\n5 How machine learning works<br \/>\n5.1 Machine learning applications consist of a pipeline of processes<br \/>\n5.2 Data acquisition and feature engineering are evolving with the advent of machine learning<br \/>\n5.3 Model engineering and performance evaluation decide which models are deployed<br \/>\n5.4 Model validation is key to ensuring machine learning models work as intended<br \/>\n5.5 Complexity can increase due to deployment of machine learning<br \/>\n5.6 Firms use a range of safeguards to address risks <\/p><\/blockquote>\n<iframe src=\"\/\/docs.google.com\/viewer?url=https%3A%2F%2Fwww.smallake.kr%2Fwp-content%2Fuploads%2F2019%2F10%2Fmachine-learning-in-UK-financial-services.pdf&hl=ko&embedded=true\" class=\"gde-frame\" style=\"width:100%; height:500px; border: none;\" scrolling=\"no\"><\/iframe>\n<p class=\"gde-text\"><a href=\"https:\/\/www.smallake.kr\/wp-content\/uploads\/2019\/10\/machine-learning-in-UK-financial-services.pdf\" class=\"gde-link\">Download (PDF, 2.6MB)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. The Future of Trading: Technology in 2024\uc5d0 \uc774\uc5b4\uc11c \uae30\uacc4\ud559\uc2b5\uacfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc774 \ud604\uc7ac \uc5b4\ub290 \uc218\uc900\uc73c\ub85c \uae08\uc735\uc0b0\uc5c5\uacfc \uacb0\ud569\ud558\uace0 \uc788\ub294\uc9c0\ub97c \ubd84\uc11d\ud558\ub294 \ubcf4\uace0\uc11c\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4. AI Pioneers in Investment Management\uc740 2019\ub144 \ubd04\uc5d0 \uc870\uc0ac\ud55c \uacb0\uacfc\ub97c \ud1a0\ub300\ub85c \ub9cc\ub4e4\uc5b4\uc9c4 \ubcf4\uace0\uc11c\uc785\ub2c8\ub2e4. \ubcf4\uace0\uc11c\ub294 \uc870\uc0ac\ub97c \ud1b5\ud558\uc5ec AI\uc758 \uac00\ub2a5\uc131\ubfd0 \uc544\ub2c8\ub77c \ud604\uc7ac \ub2e8\uacc4\uc758 \ud55c\uacc4\ub97c \uc9c0\uc801\ud558\uba74\uc11c AI\uc640 HI(Human Intelligence)\uc774 \uacb0\ud569\ud55c \ubaa8\ub378\uc744 \uc81c\uc548\ud569\ub2c8\ub2e4. Their use cases are illuminating. Among other things, they underscore the&#8230;<br \/><a class=\"read-more-button\" href=\"https:\/\/smallake.kr\/?p=28078\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":28091,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"\uae08\uc735\uc0b0\uc5c5\uc774 \uae30\uacc4\ud559\uc2b5\uae30\uc220\uc744 \uc5b4\ub5bb\uac8c  \ub3c4\uc785\ud558\uace0 \uc788\ub294\uc9c0\ub97c \uc124\ubb38\uc870\uc0ac\uc640 \uc0ac\ub840\ubd84\uc11d\uc73c\ub85c \uc18c\uac1c\ud55c CFA\uc640 \uc601\ub780\uc740\ud589\uc785\ub2c8\ub2e4.","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[4,2684],"tags":[3400,3399,1291,646,2000],"class_list":["post-28078","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category--it","category-2684","tag-cfa","tag-ml","tag-1291","tag-646","tag-2000"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"smallake\"\/>\n\t<meta name=\"keywords\" content=\"cfa,ml,\uae30\uacc4\ud559\uc2b5,\uc601\ub780\uc740\ud589,\uc778\uacf5\uc9c0\ub2a5\" \/>\n\t<link rel=\"canonical\" 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