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Quantization of Neural Network Model for AI Hardware
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Quantization of Neural Network Model for AI Hardware

Background In recent years, deep learning-based Artificial Intelligence (AI) and Machine Learning (ML) models are moving from cloud to the edge devices for various factors such as bandwidth as in Figure-1. Power consumption, latency, hardware size are important aspects for inference at the edge. Moreover, The Models developed in the cloud[…]

by Chakra Parvathaneni•November 4, 2019January 28, 2021•0
Smart Retail – Digital Transformation of  Retail Business
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Smart Retail – Digital Transformation of Retail Business

Background Retail is going through a massive transformation in multiple fronts. Online Stores are racing ahead with several advantages compared to Offline stores. The data collected by the online stores about the buyers is becoming a huge advantage to target products and to come up with merchandise that is likely to address[…]

by Chakra Parvathaneni•May 26, 2019March 25, 2021•0
Customizing a Propensity To Buy Model
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Customizing a Propensity To Buy Model

Background This blog outlines the steps involved and things to care about for transfer learning a propensity model. Sales team members could be inundated with several prospects. The best use of their time is by lead scoring and focusing on the prospects that have best chance to close. A Propensity-To-Buy model helps[…]

by Chakra Parvathaneni•April 12, 2019January 28, 2021•0
Data Discipline in large Organizations
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Data Discipline in large Organizations

Background Data is the new Oil. Companies should treasure data. The new class of powerful Machine Learning (ML) and Artificial Intelligence (AI) algorithms are data hungry and are as good as the data provided to them. Several useful (profitable) insights can be derived from data across the organization benefiting different[…]

by Chakra Parvathaneni•February 1, 2019January 28, 2021•0
Compute near Storage in Cloud for FPGA acceleration
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Compute near Storage in Cloud for FPGA acceleration

Background This blog outlines the advantages of compute attached to storage and reference architecture to implement it in cloud with FPGAs. Almost all the deep learning algorithms are very memory intensive and it takes more energy (power) to get data into and out of the CPU/GPU than the compute itself. Optimal sche[…]

by Chakra Parvathaneni•October 1, 2018January 28, 2021•0

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