{"id":6607,"date":"2025-08-20T12:24:05","date_gmt":"2025-08-20T12:24:05","guid":{"rendered":"https:\/\/acsrpl.com\/?page_id=6607"},"modified":"2025-08-29T12:24:18","modified_gmt":"2025-08-29T12:24:18","slug":"acs-rpl-for-information-and-organisation-professionals-nec-data-scientist-anzsco-224999","status":"publish","type":"page","link":"https:\/\/acsrpl.com\/cn\/acs-rpl-for-information-and-organisation-professionals-nec-data-scientist-anzsco-224999\/","title":{"rendered":"ACS RPL \u4fe1\u606f\u548c\u7ec4\u7ec7\u4e13\u4e1a\u4eba\u5458 NEC\uff08\u6570\u636e\u79d1\u5b66\u5bb6\uff1aANZSCO 224999"},"content":{"rendered":"<p>[vc_row css=&#8221;.vc_custom_1755190841812{border-bottom-width: 1px !important;padding-top: 40px !important;padding-bottom: 40px !important;border-bottom-color: #1c2226 !important;border-bottom-style: solid !important;}&#8221; responsive_css=&#8221;padding_top_large:60px|padding_bottom_large:60px&#8221;][vc_column ca_init_scale_z=&#8221;1&#8243; 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{margin-bottom:1.75em !important;  } .ld_fancy_heading_69eb96a3c424e .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c424e p {margin-bottom:1.75em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c424e\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6570\u636e\u79d1\u5b66\u5bb6\u7efc\u5408\u8fd0\u7528\u7edf\u8ba1\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u9886\u57df\u77e5\u8bc6\uff0c\u4ece\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u62bd\u53d6\u6d1e\u5bdf\u3002\u4ed6\u4eec\u7684\u5de5\u4f5c\u9a71\u52a8\u7740\u5404\u73b0\u4ee3\u884c\u4e1a\u7684\u51b3\u7b56\u3001\u81ea\u52a8\u5316\u4e0e\u521b\u65b0\uff1a\u91d1\u878d\u3001\u533b\u7597\u3001\u7269\u6d41\u3001\u96f6\u552e\u3001\u653f\u5e9c\u7b49\u3002<\/p><\/div><style>.ld_fancy_heading_69eb96a3c55de h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c55de h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c55de h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c55de .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c55de h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c55de h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c55de h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c55de\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6838\u5fc3\u804c\u8d23\uff1a<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c5f50 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c5f50\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  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.ld_fancy_heading_69eb96a3c638e h2 {font-size:38px; }  } .ld_fancy_heading_69eb96a3c638e h2 {line-height:1em; } .ld_fancy_heading_69eb96a3c638e h2 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c638e h2 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c638e .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c638e h2 {font-size:30px; } @media (min-width: 768px) { .ld_fancy_heading_69eb96a3c638e h2 {font-size:60px; }  } @media (min-width: 992px) { .ld_fancy_heading_69eb96a3c638e h2 {font-size:40px; }  } @media (min-width: 1200px) { .ld_fancy_heading_69eb96a3c638e h2 {font-size:38px; }  } .ld_fancy_heading_69eb96a3c638e h2 {line-height:1em; } .ld_fancy_heading_69eb96a3c638e h2 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c638e h2 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c638e\">\n\t<h2 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5173\u952e\u6280\u672f\u4e0e\u5de5\u5177<\/h2><\/div><style>.ld_fancy_heading_69eb96a3c6685 p {margin-bottom:1.75em !important;  } .ld_fancy_heading_69eb96a3c6685 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c6685 p {margin-bottom:1.75em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c6685\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6210\u529f\u7684\u201c\u6570\u636e\u79d1\u5b66\u5bb6\uff08ANZSCO 224999\uff09\u201dACS RPL \u5fc5\u987b\u5168\u9762\u5c55\u793a\u4f60\u5bf9\u5f53\u4ee3\u6570\u636e\u79d1\u5b66\u751f\u6001\u7684\u638c\u63e1\uff1a<\/p><\/div><style>.ld_fancy_heading_69eb96a3c6927 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c6927 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c6927 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c6927 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c6927 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c6927 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c6927 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c6927\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u7f16\u7a0b\u8bed\u8a00<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c6bcd p{color:rgb(255, 255, 255);}.ld_fancy_heading_69eb96a3c6bcd .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c6bcd\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>Python\uff1a<\/strong> pandas\u3001numpy\u3001scipy\u3001scikit-learn\u3001statsmodels\u3001seaborn\u3001matplotlib\u3001Jupyter\u3001pySpark<\/li>\n<li><strong>R\uff1a<\/strong> dplyr\u3001tidyr\u3001ggplot2\u3001caret\u3001lubridate\u3001shiny\u3001RMarkdown<\/li>\n<li><strong>SQL\uff1a<\/strong> PostgreSQL\u3001MySQL\u3001Oracle\u3001SQL Server\u3001SQLite\u3001BigQuery SQL\u3001AWS Redshift Spectrum\u3001NoSQL \u8bed\u6cd5\uff08MongoDB\u3001Cassandra\uff09<\/li>\n<li><strong>\u5176\u4ed6\u8bed\u8a00\uff1a<\/strong> Julia\u3001Scala\u3001Java\u3001C++\u3001Matlab<\/li>\n<li><strong>\u811a\u672c\u4e0e\u81ea\u52a8\u5316\uff1a<\/strong> Bash\u3001PowerShell<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c6ed9 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c6ed9 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c6ed9 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c6ed9 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c6ed9 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c6ed9 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c6ed9 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c6ed9\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u673a\u5668\u5b66\u4e60\u4e0e\u6df1\u5ea6\u5b66\u4e60<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c7128 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c7128\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>\u6846\u67b6\/\u5e93\uff1a<\/strong> scikit-learn\u3001TensorFlow\u3001Keras\u3001PyTorch\u3001XGBoost\u3001LightGBM\u3001CatBoost\u3001H2O.ai\u3001Theano\u3001MXNet\u3001FastAI\u3001ONNX<\/li>\n<li><strong>\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff1a<\/strong> DataRobot\u3001H2O Driverless AI\u3001BigML\u3001Azure AutoML<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c73ce h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c73ce h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c73ce h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c73ce .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c73ce h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c73ce h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c73ce h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c73ce\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6570\u636e\u6574\u7406\u3001ETL \u4e0e\u6570\u636e\u5de5\u7a0b<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c761c .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c761c\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>\u6570\u636e\u5de5\u4f5c\u6d41\uff1a<\/strong> pandas\u3001dplyr\u3001Spark\uff08PySpark\u3001SparkR\u3001Spark SQL\uff09\u3001dbt\u3001Luigi\u3001Apache Airflow\u3001Prefect<\/li>\n<li><strong>ETL \u5de5\u5177\uff1a<\/strong> Apache NiFi\u3001Talend\u3001Informatica\u3001SSIS\u3001Glue\u3001Data Factory<\/li>\n<li><strong>\u5927\u6570\u636e\u5e73\u53f0\uff1a<\/strong> Hadoop\uff08HDFS\u3001MapReduce\uff09\u3001Spark\u3001Hive\u3001Pig\u3001Flink\u3001Presto<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c791c h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c791c h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c791c h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c791c .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c791c h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c791c h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c791c h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c791c\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u4e91\u5e73\u53f0\u4e0e\u6570\u636e\u670d\u52a1<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c7bae .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c7bae\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  &lt;\/ld_fancy_heading&#093;\n\n\n<ul>\n<li><strong>AWS\uff1a<\/strong> S3\u3001Redshift\u3001Athena\u3001EMR\u3001SageMaker\u3001Glue\u3001Kinesis\u3001QuickSight\u3001Aurora\u3001Lambda<\/li>\n<li><strong>Azure\uff1a<\/strong> Azure Data Lake\u3001Synapse Analytics\u3001Azure ML\u3001Blob Storage\u3001Databricks\u3001Data Factory\u3001Cosmos DB<\/li>\n<li><strong>Google Cloud\uff1a<\/strong> BigQuery\u3001Dataflow\u3001Dataproc\u3001AutoML\u3001Cloud ML Engine\u3001Firestore\u3001Vertex AI<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c7e5a h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c7e5a h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c7e5a h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c7e5a .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c7e5a h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c7e5a h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c7e5a h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c7e5a\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6570\u636e\u53ef\u89c6\u5316\u4e0e\u5546\u4e1a\u667a\u80fd\uff08BI\uff09<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c8092 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c8092\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>Python\/R\/\u901a\u7528\uff1a<\/strong> matplotlib\u3001seaborn\u3001plotly\u3001bokeh\u3001Altair\u3001GGplot2\u3001shiny<\/li>\n<li><strong>\u770b\u677f\/BI\uff1a<\/strong> Power BI\u3001Tableau\u3001Looker\u3001Qlik Sense\u3001Google Data Studio\u3001Superset\u3001Redash\u3001D3.js<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c831f h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c831f h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c831f h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c831f .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c831f h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c831f h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c831f h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c831f\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6570\u636e\u5b58\u50a8\u4e0e\u6570\u636e\u5e93<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c8546 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c8546\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>\u5173\u7cfb\u578b\uff1a<\/strong> PostgreSQL\u3001MySQL\u3001SQL Server\u3001Oracle\u3001MariaDB<\/li>\n<li><strong>NoSQL\uff1a<\/strong> MongoDB\u3001Cassandra\u3001Couchbase\u3001DynamoDB\u3001Neo4j\u3001ElasticSearch\u3001Firebase<\/li>\n<li><strong>\u6570\u4ed3\/\u6570\u636e\u6e56\uff1a<\/strong> AWS Redshift\u3001Google BigQuery\u3001Snowflake\u3001Databricks Lakehouse\u3001Hadoop HDFS<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c87ba h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c87ba h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c87ba h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c87ba .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c87ba h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c87ba h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c87ba h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c87ba\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u7248\u672c\u63a7\u5236\u3001\u5b9e\u9a8c\u8ffd\u8e2a\u4e0e\u6548\u7387<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c89c5 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c89c5\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>\u7248\u672c\u7ba1\u7406\uff1a<\/strong> Git\u3001GitHub\u3001GitLab\u3001Bitbucket\u3001DVC<\/li>\n<li><strong>\u5b9e\u9a8c\u8ffd\u8e2a\uff1a<\/strong> MLflow\u3001Weights &amp; Biases\u3001Neptune.ai\u3001TensorBoard\u3001Comet.ml<\/li>\n<li><strong>\u6570\u636e\u9886\u57df\u7684 DevOps\uff1a<\/strong> Docker\u3001Kubernetes\u3001Terraform\u3001Jenkins\u3001Airflow\u3001ML \u7684 CI\/CD<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c8c72 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c8c72 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c8c72 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c8c72 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c8c72 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c8c72 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c8c72 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c8c72\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  API\u3001\u96c6\u6210\u4e0e\u90e8\u7f72<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c8ea3 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c8ea3\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>Web \u6846\u67b6\uff1a<\/strong> Flask\u3001FastAPI\u3001Django\uff08\u7528\u4e8e\u6a21\u578b\/API \u90e8\u7f72\uff09<\/li>\n<li><strong>\u6a21\u578b\u670d\u52a1\uff1a<\/strong> TensorFlow Serving\u3001TorchServe\u3001ONNX Runtime\u3001MLflow Models\u3001Seldon<\/li>\n<li><strong>\u5bb9\u5668\uff1a<\/strong> Docker\u3001Kubernetes\u3001AWS ECS\/EKS\u3001Azure AKS\u3001GCP GKE<\/li>\n<li><strong>\u5176\u4ed6\uff1a<\/strong> Apache Kafka\u3001RabbitMQ\u3001REST\/GraphQL API<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c9116 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c9116 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c9116 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c9116 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c9116 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c9116 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c9116 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c9116\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6570\u636e\u5b89\u5168\u3001\u9690\u79c1\u4e0e\u4f26\u7406<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c9344 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c9344\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>\u5de5\u5177\uff1a<\/strong> AWS IAM\u3001GCP IAM\u3001Azure RBAC\u3001\u6570\u636e\u8131\u654f\/\u533f\u540d\u5316\u3001\u9759\u6001\/\u4f20\u8f93\u52a0\u5bc6\u3001GDPR \u5de5\u5177\u5305\u3001ML \u516c\u5e73\u6027\u5ba1\u8ba1\u5de5\u5177\uff08AIF360\u3001What-If Tool\uff09<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3c958a h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c958a h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c958a h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c958a .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c958a h3 {line-height:1em; } .ld_fancy_heading_69eb96a3c958a h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c958a h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c958a\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u534f\u4f5c\u3001\u6587\u6863\u4e0e\u9879\u76ee\u8ddf\u8e2a<\/h3><\/div><style>.ld_fancy_heading_69eb96a3c97a8 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c97a8\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li><strong>\u534f\u4f5c\uff1a<\/strong> Jira\u3001Confluence\u3001Trello\u3001Notion\u3001Slack\u3001Teams\u3001Miro<\/li>\n<li><strong>\u6587\u6863\uff1a<\/strong> Jupyter \u7b14\u8bb0\u672c\u3001RMarkdown\u3001Sphinx\u3001mkdocs\u3001Swagger\/OpenAPI\u3001\u6570\u636e\u5b57\u5178<\/li>\n<\/ul>\n<p><\/p><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; gap=&#8221;0&#8243; equal_height=&#8221;yes&#8221; data_tooltip=&#8221;Coast Drone&#8221; responsive_css=&#8221;margin_top_medium:0px|margin_bottom_medium:0px&#8221; 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{margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3c99ec .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3c99ec h2 {font-size:30px; } @media (min-width: 768px) { .ld_fancy_heading_69eb96a3c99ec h2 {font-size:60px; }  } @media (min-width: 992px) { .ld_fancy_heading_69eb96a3c99ec h2 {font-size:40px; }  } @media (min-width: 1200px) { .ld_fancy_heading_69eb96a3c99ec h2 {font-size:38px; }  } .ld_fancy_heading_69eb96a3c99ec h2 {line-height:1em; } .ld_fancy_heading_69eb96a3c99ec h2 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3c99ec h2 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3c99ec\">\n\t<h2 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6211\u4eec\u5982\u4f55\u64b0\u5199\u4f60\u7684\u6570\u636e\u79d1\u5b66\u5bb6 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.ld_fancy_heading_69eb96a3cbfb9 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3cbfb9 h2 {font-size:30px; } @media (min-width: 768px) { .ld_fancy_heading_69eb96a3cbfb9 h2 {font-size:60px; }  } @media (min-width: 992px) { .ld_fancy_heading_69eb96a3cbfb9 h2 {font-size:40px; }  } @media (min-width: 1200px) { .ld_fancy_heading_69eb96a3cbfb9 h2 {font-size:38px; }  } .ld_fancy_heading_69eb96a3cbfb9 h2 {line-height:1em; } .ld_fancy_heading_69eb96a3cbfb9 h2 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3cbfb9 h2 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cbfb9\">\n\t<h2 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u6570\u636e\u79d1\u5b66\u5bb6 ACS \u9879\u76ee\u793a\u4f8b\u573a\u666f<\/h2><\/div><style>.ld_spacer_69eb96a3cc14c{height:32px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69eb96a3cc14c\"><\/div><style>.ld_fancy_heading_69eb96a3cc2b1 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3cc2b1 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3cc2b1 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3cc2b1 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3cc2b1 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3cc2b1 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3cc2b1 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cc2b1\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u9879\u76ee\u4e00\uff1a\u91d1\u878d\u98ce\u9669\u7ba1\u7406\u4e2d\u7684\u9884\u6d4b\u5206\u6790<\/h3><\/div><style>.ld_fancy_heading_69eb96a3cc4b2 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cc4b2\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li>\u4f7f\u7528 Python\uff08scikit-learn\u3001XGBoost\uff09\u5f00\u53d1\u4fe1\u7528\u98ce\u9669\u9884\u6d4b\u6a21\u578b\uff0c\u8bad\u7ec3\u4e8e\u591a TB \u7ea7\u6570\u636e\u4ed3\u5e93\uff08BigQuery\uff09\u3002<\/li>\n<li>\u4f7f\u7528 Airflow \u5b9e\u73b0 ETL \u81ea\u52a8\u5316\uff0c\u5e76\u7528 DVC \u7f16\u6392\u6570\u636e\u7248\u672c\u7ba1\u7406\u3002<\/li>\n<li>\u901a\u8fc7 Flask \u90e8\u7f72\u6a21\u578b API\uff0c\u5728 Kubernetes \u4e2d\u8fdb\u884c\u76d1\u63a7\uff0c\u4f7f\u7528 MLflow \u8ffd\u8e2a\u5b9e\u9a8c\u3002<\/li>\n<li>\u7ed3\u679c\uff1a\u4e0d\u826f\u8d37\u6b3e\uff08NPL\uff09\u7387\u964d\u4f4e 18%\uff0c\u76d1\u7ba1\u5ba1\u8ba1\u7ed3\u679c\u5f97\u5230\u6539\u5584\uff0c\u5e76\u4e3a\u9ad8\u7ba1\u5728 Tableau 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.lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cc98d\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li>\u4f7f\u7528 spaCy\u3001transformers\uff08HuggingFace\uff09\u3001NLTK \u548c TensorFlow \u6784\u5efa\u6587\u672c\u6316\u6398\u4e0e\u60c5\u611f\u5206\u6790\u3002<\/li>\n<li>\u5728 Azure Data Factory \u4e0a\u5efa\u7acb\u6570\u636e\u6d41\u6c34\u7ebf\uff0c\u5728 Databricks \u8fdb\u884c\u9884\u5904\u7406\uff0c\u5e76\u901a\u8fc7 REST API\uff08FastAPI\uff09\u5b9e\u65f6\u63d0\u4f9b\u63a8\u8350\u3002<\/li>\n<li>\u7528 Power BI \u6784\u5efa\u7ba1\u7406\u5c42\u4eea\u8868\u677f\uff0c\u5e76\u4e3a\u4e1a\u52a1\u5206\u6790\u5e08\u63d0\u4f9b\u57fa\u4e8e Jupyter \u7684\u7b14\u8bb0\u672c\u4ee5\u8fd0\u884c\u81ea\u5b9a\u4e49\u67e5\u8be2\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u4e0e\u5ba2\u670d\u56e2\u961f\u5408\u4f5c\uff0c\u63d0\u4f9b\u6301\u7eed\u57f9\u8bad\uff0c\u5e76\u53c2\u4e0e GDPR \u5408\u89c4\u7684\u6570\u636e\u9690\u79c1\u5ba1\u67e5\u3002<\/li>\n<li>\u7ed3\u679c\uff1a\u81ea\u52a8\u5206\u7c7b\u8986\u76d6 95%+ \u7684\u6d88\u606f\uff0c\u663e\u8457\u51cf\u5c11\u4eba\u5de5\u5de5\u4f5c\u91cf\uff0c\u5c06\u5ba2\u6237\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed 60%\uff0c\u5e76\u63d0\u5347\u6ee1\u610f\u5ea6\u8bc4\u5206\u3002<\/li>\n<\/ul>\n<p><\/p><\/div><style>.ld_fancy_heading_69eb96a3cccaa h3 {line-height:1em; } .ld_fancy_heading_69eb96a3cccaa h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3cccaa h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } .ld_fancy_heading_69eb96a3cccaa .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3cccaa h3 {line-height:1em; } .ld_fancy_heading_69eb96a3cccaa h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3cccaa h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cccaa\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u9879\u76ee\u4e09\uff1a\u96f6\u552e\u4f9b\u5e94\u94fe\u4f18\u5316\u7684\u9700\u6c42\u9884\u6d4b<\/h3><\/div><style>.ld_fancy_heading_69eb96a3ccf21 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3ccf21\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li>\u4f7f\u7528 Apache Kafka \u4e0e Spark Streaming \u96c6\u6210\u5b9e\u65f6 POS \u4e0e\u5e93\u5b58\u6570\u636e\uff0c\u5b58\u50a8\u81f3 AWS Redshift\u3002<\/li>\n<li>\u5728 Keras\/TensorFlow \u4e2d\u6784\u5efa LSTM \u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u8fdb\u884c 200+ 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.ld_fancy_heading_69eb96a3cd193 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3cd193 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cd193\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u9879\u76ee\u56db\uff1a\u667a\u80fd\u5236\u9020\u7684\u8ba1\u7b97\u673a\u89c6\u89c9<\/h3><\/div><style>.ld_fancy_heading_69eb96a3cd3b5 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cd3b5\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li>\u4e3a\u6765\u81ea\u5de5\u5382\u8bbe\u5907\u7684\u9ad8\u901f\u56fe\u50cf\u6d41\u8bbe\u8ba1\u7f3a\u9677\u68c0\u6d4b\u6a21\u578b\uff0c\u91c7\u7528 OpenCV \u4e0e PyTorch\u3002<\/li>\n<li>\u5728\u751f\u4ea7\u4e2d\u4f7f\u7528 AWS SageMaker \u4e0e Lambda 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.lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69eb96a3cd624 h3 {line-height:1em; } .ld_fancy_heading_69eb96a3cd624 h3 {--element-line-height:1em; } .ld_fancy_heading_69eb96a3cd624 h3 {margin-top:0.15em !important; margin-bottom:0.2em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cd624\">\n\t<h3 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  \u9879\u76ee\u4e94\uff1a\u533b\u7597\u6570\u636e\u6574\u5408\u4e0e\u9884\u6d4b\u5efa\u6a21<\/h3><\/div><style>.ld_fancy_heading_69eb96a3cd831 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}<\/style><div class=\"ld-fancy-heading ld_fancy_heading_69eb96a3cd831\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <\/p>\n<ul>\n<li>\u4f7f\u7528 HL7 FHIR \u8fde\u63a5 EHR\u3001\u68c0\u9a8c\u4e0e\u53ef\u7a7f\u6234\u5065\u5eb7\u6570\u636e\uff0c\u5e76\u5728 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