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    Video Segment

    A Quick Solution - MLaaS

    This video introduces you to the recent innovation in the field of data science and that is ML as a Service, followed by a quick introduction to the instructor and how he is perfectly poised to deliver this co...

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Do It Yourself

    This video tells you how your approach of classical ML development depends on your data size and type.

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Less Efforts with ANN

    This video describes fully what all you need in building your own ANN network.

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Clustering

    This video will show you why clustering is the most daunting task for a data scientist and provides guidelines on how to cluster small to enormously sized datasets, with the help of an organized list of severa...

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Modern Data Scientist’s Challenges

    This video introduces you to the recent innovation in the field of data science and that is ML as a Service, followed by a quick introduction to the instructor and how he is perfectly poised to deliver this co...

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Keep Your Data on-Premise

    This video segment describes the use of automated tools to perform entire ML development on premise. You will find the list of major providers in this space and the pros and cons of using the AutoML service.

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Get Best Out of GOFAI

    This video gives you the best practices in all stages of classical ML development.

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Transfer Learning

    This video teaches you what is transfer learning and describes several pre-trained models available for text and image datasets.

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Ultimate Guidelines

    This video presents a consolidated cheatsheet of all the processes in data science and will surely help you in deciding upon your approach in your next data science project.

    Poornachandra Sarang in Mastering the Modern Data Science Process (2023)

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    Video Segment

    Introduction to Analytic Data

    This video segment introduces analytic data and the goals of this video series.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    Assigning Business Goals and Meaning to Data

    This video segment talks about the critical need to assign business meaning to data prior to architecting and implementing it.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    Optimizing Data Load Processes

    This video segment delves into ETL and the processes needed to efficiently move data from a transactional source to an analytic destination.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    ETL, Validation, and Analyzing Data Sources

    This video segment discusses the need to analyze, understand, and validate data sources to ensure high data quality.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    Scaling Analytic Data

    This video segment talks about scalability and tactics towards allowing data to scale with time as its size and usage grows.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    Conclusion

    This video segment summarizes this video series and recaps the key topics from each segment.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    OLAP vs. OLTP - How Do They Differ

    This video segment discusses the differences between OLAP and OLTP and when each should be used.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    Classifying Data - Dimensions vs. Facts

    This video segment contrasts facts from dimensions and how each is important in analytics.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    Indexing - B-Tree Versus Columnstore Indexes

    This video segment introduces columnstore indexes and how they can allow OLAP data to scale to far greater sizes than traditional indexing solutions can.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)

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    Video Segment

    Caching Challenging Metrics for Quick Retrieval

    This video segment walks through the staging of complex data alongside data load processes to improve the speed and availability of analytics.

    Edward Pollack in Performance Optimization for OLAP Workloads in SQL Server (2021)