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  introduction-to-data-engineering

   01_what-is-data-engineering

    01_modern-data-ecosystem-and-role-of-data-engineering

     01_welcome-to-introduction-to-data-engineering.en.txt

     02_modern-data-ecosystem.en.srt

     02_modern-data-ecosystem.mp4

     03_key-players-in-the-data-ecosystem.en.txt

     04_what-is-data-engineering.en.srt

     04_what-is-data-engineering.mp4

     05_viewpoints-defining-data-engineering.en.txt

     06_viewpoints-evolution-of-data-engineering.en.srt

     06_viewpoints-evolution-of-data-engineering.mp4

     08_practice-quiz_quiz.html

    02_responsibilities-and-skillsets-of-a-data-engineer

     01_responsibilities-and-skillsets-of-a-data-engineer.en.txt

     02_viewpoints-skills-and-qualities-to-be-a-data-engineer.en.srt

     02_viewpoints-skills-and-qualities-to-be-a-data-engineer.mp4

     03_a-day-in-the-life-of-a-data-engineer.en.txt

     04_summary-and-highlights_instructions.html

     06_graded-quiz_exam.html

   02_the-data-engineering-ecosystem

    01_the-data-ecosystem-and-languages-for-data-professionals

     01_overview-of-the-data-engineering-ecosystem.en.txt

     02_types-of-data.en.srt

     02_types-of-data.mp4

     03_understanding-different-types-of-file-formats.en.txt

     04_sources-of-data.en.srt

     04_sources-of-data.mp4

     05_languages-for-data-professionals.en.txt

     06_viewpoints-working-with-varied-data-sources-and-types.en.srt

     06_viewpoints-working-with-varied-data-sources-and-types.mp4

     08_practice-quiz_quiz.html

    02_data-repositories-data-pipelines-and-data-integration-platforms

     01_overview-of-data-repositories.en.txt

     02_rdbms.en.srt

     02_rdbms.mp4

     03_nosql.en.txt

     04_data-warehouses-data-marts-and-data-lakes.en.srt

     04_data-warehouses-data-marts-and-data-lakes.mp4

     05_optional-data-lakehouses-explained.en.txt

     06_viewpoints-considerations-for-choice-of-data-repository.en.srt

     06_viewpoints-considerations-for-choice-of-data-repository.mp4

     07_etl-elt-and-data-pipelines.en.txt

     08_data-integration-platforms.en.srt

     08_data-integration-platforms.mp4

     09_viewpoints-tools-databases-and-data-repositories-of-choice.en.txt

     10_summary-and-highlights_instructions.html

     12_graded-quiz_exam.html

    03_optional-create-an-instance-of-ibm-db2-database

    04_big-data-platforms

     01_foundations-of-big-data.en.txt

     02_big-data-processing-tools-hadoop-hdfs-hive-and-spark.en.srt

     02_big-data-processing-tools-hadoop-hdfs-hive-and-spark.mp4

     03_viewpoints-impact-of-big-data-on-data-engineering.en.txt

     04_summary-and-highlights_instructions.html

     06_graded-quiz_exam.html

   03_data-engineering-lifecycle

    01_data-platforms-data-stores-and-security

     01_architecting-the-data-platform.en.txt

     02_factors-for-selecting-and-designing-data-stores.en.srt

     02_factors-for-selecting-and-designing-data-stores.mp4

     03_security.en.txt

     04_viewpoints-importance-of-data-security.en.srt

     04_viewpoints-importance-of-data-security.mp4

     06_practice-quiz_quiz.html

    02_data-collection-and-data-wrangling

     01_how-to-gather-and-import-data.en.txt

     02_data-wrangling.en.srt

     02_data-wrangling.mp4

     03_tools-for-data-wrangling.en.txt

     04_summary-and-highlights_instructions.html

     06_graded-quiz_exam.html

    03_querying-data-performance-tuning-and-troubleshooting

     01_querying-and-analyzing-data.en.txt

     02_performance-tuning-and-troubleshooting.en.srt

     02_performance-tuning-and-troubleshooting.mp4

     04_practice-quiz_quiz.html

    04_governance-and-compliance

     01_governance-and-compliance.en.txt

     02_summary-and-highlights_instructions.html

     04_graded-quiz_exam.html

   04_career-opportunities-and-data-engineering-in-action

    01_career-opportunities-and-learning-paths

     01_career-opportunities-in-data-engineering.en.txt

     02_viewpoints-get-into-data-engineering.en.srt

     02_viewpoints-get-into-data-engineering.mp4

     03_data-engineering-learning-path.en.txt

     04_viewpoints-what-do-employers-look-for-in-a-data-engineer.en.srt

     04_viewpoints-what-do-employers-look-for-in-a-data-engineer.mp4

     05_viewpoints-the-many-paths-to-data-engineering.en.txt

     06_viewpoints-advice-to-aspiring-data-engineers.en.srt

     06_viewpoints-advice-to-aspiring-data-engineers.mp4

     08_practice-quiz_quiz.html

    02_final-assignment

     02_peer-reviewed-assignment_peer_assignment_instructions.html

    03_course-wrap-up

   05_Resources

    01_exercise03-car-sales-data-csv

     01__resources.html

  introduction-to-relational-databases

   01_relational-database-concepts

    01_fundamental-relational-database-concepts

     02_review-of-data-fundamentals.en.srt

     02_review-of-data-fundamentals.mp4

     03_information-and-data-models.en.txt

     04_erds-types-of-relationship.en.srt

     04_erds-types-of-relationship.mp4

     05_mapping-entities-to-tables.en.txt

     06_data-types.en.srt

     06_data-types.mp4

     07_relational-model-concepts.en.txt

     08_summary-highlights_instructions.html

    02_introducing-relational-database-products

     01_database-architecture.en.txt

     02_distributed-architecture-and-clustered-databases.en.srt

     02_distributed-architecture-and-clustered-databases.mp4

     03_database-usage-patterns.en.txt

     04_introduction-to-relational-database-offerings.en.srt

     04_introduction-to-relational-database-offerings.mp4

     05_db2.en.txt

     06_mysql.en.srt

     06_mysql.mp4

     07_postgresql.en.txt

     08_summary-highlights_instructions.html

   02_using-relational-databases

    01_creating-tables-and-loading-data

     01_types-of-sql-statements-ddl-vs-dml.en.txt

     02_creating-tables.en.srt

     02_creating-tables.mp4

     03_create-table-statement.en.txt

     04_alter-drop-and-truncate-tables.en.srt

     04_alter-drop-and-truncate-tables.mp4

     05_data-movement-utilities.en.txt

     06_loading-data.en.srt

     06_loading-data.mp4

    02_designing-keys-indexes-and-constraints

     01_database-objects-hierarchy-including-schemas.en.txt

     02_primary-keys-and-foreign-keys.en.srt

     02_primary-keys-and-foreign-keys.mp4

     03_overview-of-indexes.en.txt

     04_normalization.en.srt

     04_normalization.mp4

     05_relational-model-constraints-advanced.en.txt

     06_summary-highlights_instructions.html

   03_mysql-and-postgresql

    01_mysql

     01_getting-started-with-mysql.en.txt

     02_creating-databases-and-tables-in-mysql.en.srt

     02_creating-databases-and-tables-in-mysql.mp4

     03_loading-data-in-mysql.en.txt

     04_using-keys-and-constraints-in-mysql.en.srt

     04_using-keys-and-constraints-in-mysql.mp4

    02_postgresql

     01_getting-started-with-postgresql.en.txt

     02_creating-databases-and-loading-data-in-postgresql.en.srt

     02_creating-databases-and-loading-data-in-postgresql.mp4

     03_views.en.txt

     04_summary-highlights_instructions.html

   04_course-assignment

    01_assignment

     01_approach-to-database-design-including-erd.en.txt

    02_course-wrap-up

     02_course-team-acknowledgements_instructions.html

  python-for-applied-data-science-ai

   01_python-basics

    01_about-the-course

    02_types

    03_expressions-and-variables

    04_string-operations

   02_python-data-structures

    01_lists-and-tuples

    02_dictionaries

    03_sets

   03_python-programming-fundamentals

    01_conditions-and-branching

     01_conditions-and-branching.en.txt

    02_loops

     01_loops.en.txt

    03_functions

    04_exception-handling

    05_objects-and-classes

     01_objects-and-classes.en.txt

   04_working-with-data-in-python

    01_reading-writing-files-with-open

     02_writing-files-with-open.en.srt

     02_writing-files-with-open.mp4

    02_pandas

     01_loading-data-with-pandas.en.txt

     02_pandas-working-with-and-saving-data.mp4

    03_numpy-in-python

     01_one-dimensional-numpy.en.txt

     02_two-dimensional-numpy.en.srt

     02_two-dimensional-numpy.mp4

   05_apis-and-data-collection

    01_simple-apis

     01_simple-apis-part-1.en.txt

     02_simple-apis-part-2.en.srt

     02_simple-apis-part-2.mp4

    02_rest-apis-webscraping-and-working-with-files

     02_rest-apis-http-requests-part-2.en.srt

     02_rest-apis-http-requests-part-2.mp4

     04_webscraping.en.srt

     04_webscraping.mp4

     05_working-with-different-file-formats-csv-xml-json-xlsx.en.txt

    03_course-wrap-up

     02_python-cheat-sheet-the-basics_Python_Cheat_Sheet_-_The_Basics_Coursera.pdf

   06_Resources

    01_python-cheat-sheet-the-basics

     01__resources.html

  python-project-for-data-engineering

   01_extract-transform-load-etl

    01_welcome

     01_course-introduction.en.txt

     02_helpful-tips-for-course-completion_Helpful_Tips_IBM_SkillsNetwork.html

     03_pre-requisites-and-course-syllabus_instructions.html

    02_working-with-python-using-an-ide

     01_demo-working-with-an-ide.en.txt

    03_extract-transform-load-etl

     01_extract-transform-load-etl.en.txt

    04_access-data-using-webscraping-and-apis

     02_optional-rest-apis-http-requests.en.srt

     02_optional-rest-apis-http-requests.mp4

    05_module-summary-and-assessment

   02_final-project

    01_course-wrap-up

     02_thanks-from-the-course-team_instructions.html

   03_optional-python-coding-practices-and-packaging-concepts

    01_application-development-and-packaging-using-python

     02_python-style-guide-and-coding-practices.en.srt

     02_python-style-guide-and-coding-practices.mp4

     03_unit-testing.en.txt

     04_packaging.en.srt

     04_packaging.mp4

  sql-data-science

   01_getting-started-with-sql

    01_welcome-to-the-course

     01_course-introduction.en.txt

     02_course-overview_instructions.html

    02_basic-sql

     01_introduction-to-databases.en.txt

     02_select-statement.en.srt

     02_select-statement.mp4

     03_count-distinct-limit.en.txt

     04_insert-statement.en.srt

     04_insert-statement.mp4

     05_update-and-delete-statements.en.txt

     06_summary-basic-sql_instructions.html

   02_introduction-to-relational-databases-and-tables

    01_introduction-to-relational-databases-and-tables

     01_relational-database-concepts.en.txt

     02_types-of-sql-statements-ddl-vs-dml.en.srt

     02_types-of-sql-statements-ddl-vs-dml.mp4

     03_create-table-statement.en.txt

     04_alter-drop-and-truncate-tables.en.srt

     04_alter-drop-and-truncate-tables.mp4

    02_optional-using-ibm-db2

     01_how-to-create-a-database-instance-on-cloud.en.txt

     02_optional-hands-on-lab-using-ibm-db2_Create_and_alter.md.html

     02_optional-hands-on-lab-using-ibm-db2_instructions.html

   03_intermediate-sql

    01_refining-your-results

     01_using-string-patterns-and-ranges.en.txt

     02_sorting-result-sets.en.srt

     02_sorting-result-sets.mp4

     03_grouping-result-sets.en.txt

     04_optional-hands-on-labs-using-ibm-db2_Hands-on_Lab__Built-in_Functions.md.html

     04_optional-hands-on-labs-using-ibm-db2_instructions.html

    02_functions-multiple-tables-and-sub-queries

     01_built-in-database-functions.en.txt

     02_date-and-time-built-in-functions.en.srt

     02_date-and-time-built-in-functions.mp4

     03_sub-queries-and-nested-selects.en.txt

     04_working-with-multiple-tables.en.srt

     04_working-with-multiple-tables.mp4

     05_optional-hands-on-labs-using-ibm-db2_instructional-labs.md.html

     06_summary-functions-multiple-tables-and-sub-queries_instructions.html

   04_accessing-databases-using-python

    01_accessing-databases-using-python

     01_how-to-access-databases-using-python.en.txt

     02_writing-code-using-db-api.en.srt

     02_writing-code-using-db-api.mp4

     03_accessing-databases-with-sql-magic.en.txt

     04_analyzing-data-with-python.en.srt

     04_analyzing-data-with-python.mp4

    02_optional-using-ibm-db2

     01_optional-hands-on-labs-using-ibm-db2_instructions.html

     02_connecting-to-a-database-using-ibm-db-api.en.txt

     03_creating-tables-loading-data-and-querying-data.en.srt

     03_creating-tables-loading-data-and-querying-data.mp4

   05_course-assignment

    01_assignment-preparation-working-with-real-world-data-sets-and-built-in-sql

     01_working-with-real-world-datasets.en.txt

     02_getting-table-and-column-details.en.srt

     02_getting-table-and-column-details.mp4

    02_optional-using-ibm-db2

     01_optional-hands-on-labs-using-ibm-db2_instructions.html

    03_final-exam-and-course-wrap-up

   06_bonus-module-advanced-sql-for-data-engineer-honors

    01_about-this-honors-module

    02_views-stored-procedures-and-transactions

     01_views.en.txt

     02_stored-procedures.en.srt

     02_stored-procedures.mp4

     03_acid-transactions.en.txt

     04_optional-hands-on-labs-using-ibm-db2_FinalProject_BonusModule.md.html

     04_optional-hands-on-labs-using-ibm-db2_instructional-labs.md.html

     05_summary-views-stored-procedures-and-transactions_instructions.html

    03_join-statements

     01_join-overview.en.txt

     02_inner-join.en.srt

     02_inner-join.mp4

     03_outer-joins.en.txt

     04_summary-join-statements_instructions.html