{"id":23,"date":"2025-04-19T10:53:46","date_gmt":"2025-04-19T10:53:46","guid":{"rendered":"http:\/\/vargas-solar.com\/datsyens\/?page_id=23"},"modified":"2025-04-19T11:04:18","modified_gmt":"2025-04-19T11:04:18","slug":"bibliography","status":"publish","type":"page","link":"http:\/\/vargas-solar.com\/datsyens\/bibliography\/","title":{"rendered":"BIBLIOGRAPHY"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Week 1: Data Architectures, Management &amp; Ingestion<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Seminal &amp; Core References:<\/li>\n\n\n\n<li>Kleppmann, M. (2017). Designing Data-Intensive Applications.\u00a0O\u2019Reilly.<\/li>\n\n\n\n<li>Zaharia, M., et al. (2020). Spark: The Definitive Guide.\u00a0O\u2019Reilly.<\/li>\n\n\n\n<li>Armbrust, M., et al. (2021). Delta Lake: ACID Storage Over Cloud Object Stores.\u00a0VLDB.<\/li>\n\n\n\n<li>Inclusive &amp; Global South References:<\/li>\n\n\n\n<li>Viegas, E., Silva, D.F., &amp; Soares, C. (2021). AutoML Trends in Latin America.\u00a0LatinX in AI @ NeurIPS.<\/li>\n\n\n\n<li>Delgado, L.M. &amp; Ar\u00e9valo, J. (2022).\u00a0MLOps Challenges in Healthcare AI Projects in Colombia.\u00a0Revista Colombiana de Computaci\u00f3n.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Week 2: Distributed Processing, Querying &amp; Feature Engineering<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Seminal &amp; Core References:<\/li>\n\n\n\n<li>Karau, H. &amp; Warren, R. (2022). High Performance Spark. O\u2019Reilly.<\/li>\n\n\n\n<li>Stonebraker, M. (2010). SQL vs NoSQL.\u00a0Communications of the ACM.<\/li>\n\n\n\n<li>Zhang, C., et al. (2020). Real-Time Water Quality Prediction.\u00a0Water Research.<\/li>\n\n\n\n<li>Inclusive &amp; Global South References:<\/li>\n\n\n\n<li>Marulanda, C., M\u00fanera, L., &amp; Restrepo, J. (2020).\u00a0Monitoring Industrial Wastewater with AI.\u00a0Revista DYNA.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Week 3: ML\/DL Pipelines, MLOps, Forecasting<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Seminal &amp; Core References:<\/li>\n\n\n\n<li>G\u00e9ron, A. (2019). Hands-On Machine Learning with Scikit-Learn, Keras &amp; TensorFlow.\u00a0O\u2019Reilly.<\/li>\n\n\n\n<li>Taylor, S. &amp; Letham, B. (2018). Prophet: Forecasting at Scale.\u00a0The American Statistician.<\/li>\n\n\n\n<li>Breck, E., et al. (2019). ML Test Score. Google Research.<\/li>\n\n\n\n<li>Inclusive &amp; Global South References:<\/li>\n\n\n\n<li>Ortiz, B., Reyes-Bastidas, J., &amp; L\u00f3pez, M.L. (2021). Hydrological Forecasting in Colombia. Revista Facultad de Ingenier\u00eda.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Week 4: Cloud, Geospatial Analytics &amp; Capstone Delivery<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Seminal &amp; Core References:<\/li>\n\n\n\n<li>Gorelick, N., et al. (2017). Google Earth Engine.\u00a0Remote Sensing of Environment.<\/li>\n\n\n\n<li>Zhu, X., et al. (2020). Deep Learning in Remote Sensing.\u00a0IEEE GRSM.<\/li>\n\n\n\n<li>Li, W., et al. (2021). Big Data for Environmental Monitoring.\u00a0Journal of Environmental Informatics.<\/li>\n\n\n\n<li>Inclusive &amp; Global South References:<\/li>\n\n\n\n<li>Espinosa, R., L\u00f3pez-Bonilla, L., &amp; Garc\u00eda, C. (2023).\u00a0Deforestation Detection in the Amazon with ML.\u00a0Revista Peruana de Computaci\u00f3n.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Week 1: Data Architectures, Management &amp; Ingestion Week 2: Distributed Processing, Querying &amp; Feature Engineering Week 3: ML\/DL Pipelines, MLOps, Forecasting Week 4: Cloud, Geospatial Analytics &amp; Capstone Delivery<\/p>\n","protected":false},"author":11,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width.php","meta":{"footnotes":""},"class_list":["post-23","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/pages\/23","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/comments?post=23"}],"version-history":[{"count":1,"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/pages\/23\/revisions"}],"predecessor-version":[{"id":24,"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/pages\/23\/revisions\/24"}],"wp:attachment":[{"href":"http:\/\/vargas-solar.com\/datsyens\/wp-json\/wp\/v2\/media?parent=23"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}