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Wrong AI
Making AI/ML happen in the real-world beyond “Hello, World”
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Wrong Data Talent — 8 traits of DQ (Data IQ)
The data landscape is rapidly evolving. The skills and technology expertise required today for data roles such as data engineers, data…
Sandeep Uttamchandani
Oct 15, 2020
The secret ingredient in successful ML projects: Data Culture
85% of the ML projects are never deployed. The successful 15% project have the the following core recipe: 1) a well-defined business…
Sandeep Uttamchandani
Oct 24, 2019
The curse of Schema-on-read in Data Lakes
In the past, data warehouses were schema-on-write requiring DBAs and Data Architects to coordinate and interpret the data attributes…
Sandeep Uttamchandani
Dec 2, 2018
Scorecard of a Data Platform for Analytics & ML
Enterprises in every vertical are developing Data Platforms to enable Analytics and ML-based insights. The charter of most Data…
Sandeep Uttamchandani
Dec 2, 2018
Managing Data Issues as Incidents
Managing Data Issues as Incidents
Correctness of data pipelines is critical for in-product customer experiences (such as ML-based forecasts, personalization, etc) as well…
Sandeep Uttamchandani
Oct 22, 2018
True North of a Modern Data Platform: Any Data, Any Analytics, Any User
True North of a Modern Data Platform: Any Data, Any Analytics, Any User
At Intuit, we are building a world-class data platform for analytics and ML that is 100% cloud-based — a platform that supports a…
Sandeep Uttamchandani
Aug 19, 2018
Re-thinking Data Pipeline Patterns
Re-thinking Data Pipeline Patterns
A Data pipeline is a sequence of transformations that converts raw data into actionable insights. In the past, the processing and storage…
Sandeep Uttamchandani
Jul 21, 2018
Blurring of lines: Is it a Data Warehouse? Is it a Big Data Platform?
Blurring of lines: Is it a Data Warehouse? Is it a Big Data Platform?
Traditionally, data warehouses ETL’ed and aggregated data from multiple transactional databases. Analytical functions were performed on…
Sandeep Uttamchandani
May 6, 2018
Query Engine looks interesting — my pre-check checklist
Modern Data Platforms decouple compute and storage. Storage is centralized and is typically either S3 or HDFS. There are a plethora of…
Sandeep Uttamchandani
Mar 15, 2018
SQL-on-Everything Adoption
SQL-on-Everything Adoption
The early days of Big Data popularity were driven by programmers using MapReduce SDKs for data analytics. As NoSQL stores starting…
Sandeep Uttamchandani
Feb 18, 2018
What does Serverless mean for Data Platforms?
Serverless is a new compute paradigm where the programmer specifies functions that need to run in response to events. This is in contrast…
Sandeep Uttamchandani
Feb 14, 2018
What is the role of DBAs in Managed Database Platforms?
Consider the scenario of using a database for your Enterprise application. In the on-prem world, this starts by acquiring the right…
Sandeep Uttamchandani
Dec 15, 2017
De-coupling of Compute & Storage in Modern Databases
De-coupling of Compute & Storage in Modern Databases
Databases started as integrated storage-compute solutions providing both a durable persistence layer (storage) as well as a query…
Sandeep Uttamchandani
Nov 23, 2017
Cloud Data Stores — Are you aware of the knobs?
Enterprises are increasingly storing data in the cloud. These Cloud-based Data Stores come in all shapes and sizes: Object-stores (AWS S3)…
Sandeep Uttamchandani
Nov 21, 2017
Understanding Big Data workloads from the Storage perspective
Understanding Big Data workloads from the Storage perspective
There are a growing number of Big Data applications. These applications differ w.r.t. their ability to support different data types…
Sandeep Uttamchandani
Oct 19, 2017
20 question checklist for Cloud Data Platforms
There are a plethora of Cloud data platforms with no one-size-fits-all! How do you select the one that best matches your Enterprise…
Sandeep Uttamchandani
Oct 15, 2017
Under-the-hood of a scale-out Storage Engine
Under-the-hood of a scale-out Storage Engine
Imagine buying a car — you won`t just look at the color and interiors to make a buy decision (assuming of course that this is not an…
Sandeep Uttamchandani
Oct 4, 2017
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