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Transforming Data Pipelines at XENA Intelligence with Naseem Shah

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内容由The Data Flowcast提供。所有播客内容(包括剧集、图形和播客描述)均由 The Data Flowcast 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

The shift from simple cron jobs to orchestrated AI-powered workflows is reshaping how startups scale. For a small team, these transitions come with unique challenges and big opportunities.

In this episode, Naseem Shah, Head of Engineering at Xena Intelligence, shares how he built data pipelines from scratch, adopted Apache Airflow and transformed Amazon review analysis with LLMs.

Key Takeaways:

00:00 Introduction.

03:28 The importance of building initial products that support growth and investment.

06:16 The process of adopting new tools to improve reliability and efficiency.

09:29 Approaches to learning complex technologies through practice and fundamentals.

13:57 Trade-offs small teams face when balancing performance and costs.

18:40 Using AI-driven approaches to generate insights from large datasets.

22:38 How unstructured data can be transformed into actionable information.

25:55 Moving from manual tasks to fully automated workflows.

28:05 Orchestration as a foundation for scaling advanced use cases.

Resources Mentioned:

Naseem Shah

https://www.linkedin.com/in/naseemshah/

Xena Intelligence | LinkedIn

https://www.linkedin.com/company/xena-intelligence/

Xena Intelligence | Website

https://xenaintelligence.com/

Apache Airflow

https://airflow.apache.org/

Google Cloud Composer

https://cloud.google.com/composer

Techstars

https://www.techstars.com/

Docker

https://www.docker.com/

AWS SQS

https://aws.amazon.com/sqs/

PostgreSQL

https://www.postgresql.org/

Thanks for listening to “The Data Flowcast: Mastering Apache Airflow® for Data Engineering and AI.” If you enjoyed this episode, please leave a 5-star review to help get the word out about the show. And be sure to subscribe so you never miss any of the insightful conversations.

#AI #Automation #Airflow #MachineLearning

  continue reading

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Artwork
icon分享
 
Manage episode 513979161 series 2948506
内容由The Data Flowcast提供。所有播客内容(包括剧集、图形和播客描述)均由 The Data Flowcast 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

The shift from simple cron jobs to orchestrated AI-powered workflows is reshaping how startups scale. For a small team, these transitions come with unique challenges and big opportunities.

In this episode, Naseem Shah, Head of Engineering at Xena Intelligence, shares how he built data pipelines from scratch, adopted Apache Airflow and transformed Amazon review analysis with LLMs.

Key Takeaways:

00:00 Introduction.

03:28 The importance of building initial products that support growth and investment.

06:16 The process of adopting new tools to improve reliability and efficiency.

09:29 Approaches to learning complex technologies through practice and fundamentals.

13:57 Trade-offs small teams face when balancing performance and costs.

18:40 Using AI-driven approaches to generate insights from large datasets.

22:38 How unstructured data can be transformed into actionable information.

25:55 Moving from manual tasks to fully automated workflows.

28:05 Orchestration as a foundation for scaling advanced use cases.

Resources Mentioned:

Naseem Shah

https://www.linkedin.com/in/naseemshah/

Xena Intelligence | LinkedIn

https://www.linkedin.com/company/xena-intelligence/

Xena Intelligence | Website

https://xenaintelligence.com/

Apache Airflow

https://airflow.apache.org/

Google Cloud Composer

https://cloud.google.com/composer

Techstars

https://www.techstars.com/

Docker

https://www.docker.com/

AWS SQS

https://aws.amazon.com/sqs/

PostgreSQL

https://www.postgresql.org/

Thanks for listening to “The Data Flowcast: Mastering Apache Airflow® for Data Engineering and AI.” If you enjoyed this episode, please leave a 5-star review to help get the word out about the show. And be sure to subscribe so you never miss any of the insightful conversations.

#AI #Automation #Airflow #MachineLearning

  continue reading

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