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Data Science at Home

Deep Learning

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Monday May 16, 2022

Learning from data to create personalized experiences with Matt Swalley from Omneky (Ep. 197)

Monday May 16, 2022

In this episode I speak with Matt Swalley, Chief Business Officer of Omneky, an AI platform that generates, analyzes and optimizes personalized ad creatives at scale. We speak about the way AI is used for generating customized recommendation and creating experiences with data aggregation and analytics. And yes! respecting the privacy of individuals.   Links Grow your business with personalized ads https://www.omneky.com/ Data Science at Home Podcast (Live) https://www.twitch.tv/datascienceathome

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Thursday Feb 03, 2022

Embedded Machine Learning: Part 5 - Machine Learning Compiler Optimization (Ep. 186)

Thursday Feb 03, 2022

This is the last episode of the series "Embedded ML" and I made it for the bravest :) I speak about machine learning compiler optimization to a much greater detail. Enjoy the episode!   Chat with me Join us on Discord community chat to discuss the show, suggest new episodes and chat with other listeners!   Sponsored by Amethix Technologies Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.   Links Amethix Embedded Machine Learning https://tvm.apache.org/  

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Tuesday Jan 25, 2022

Embedded Machine Learning: Part 4 - Machine Learning Compilers (Ep. 185)

Tuesday Jan 25, 2022

In this episode I speak about machine learning compilers, the most important tools to bridge the gap between high level frontends, ML backends and hardware target architectures. There are several compilers one can choose. Before that, let's get familiar with what a compiler is supposed to do. Enjoy the episode!   Chat with me Join us on Discord community chat to discuss the show, suggest new episodes and chat with other listeners!   Sponsored by Amethix Technologies Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.   Links Amethix Embedded Machine Learning https://tvm.apache.org/ https://github.com/pytorch/glow https://docs.nvidia.com/cuda/cuda-compiler-driver-nvcc/index.html        

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Thursday Jan 20, 2022

Embedded Machine Learning: Part 3 - Network Quantization (Ep. 184)

Thursday Jan 20, 2022

In this episode I speak about neural network quantization, a technique that makes networks feasible for embedded systems and small devices. There are many quantization techniques depending on several factors that are all important to consider during design and implementation. Enjoy the episode!   Chat with me Join us on Discord community chat to discuss the show, suggest new episodes and chat with other listeners!   Sponsored by Amethix Technologies Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.   Links Amethix Embedded Machine Learning Introduction to quantization on Pytorch      

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Saturday Jan 15, 2022

Embedded Machine Learning: Part 2 (Ep. 183)

Saturday Jan 15, 2022

In Part 2 of Embedded Machine Learning, I speak about one important technique to prune a neural network and perform inference on small devices. Such technique helps preserving most of the accuracy with a model orders of magnitude smaller. Enjoy the show!     References The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks  

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Monday Jan 10, 2022

Embedded Machine Learning: Part 1 (Ep.182)

Monday Jan 10, 2022

This episode is the first of a series about Embedded Machine Learning. I explain the requirements of tiny devices and how it is possible to run machine learning models.   Join us on Discord community chat to discuss the show, suggest new episodes and chat with other listeners!   Sponsored by Amethix Technologies Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.     References https://datascienceathome.com/compressing-deep-learning-models-distillation-ep-104/  

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Sunday Dec 19, 2021

History of Data Science (Ep. 181)

Sunday Dec 19, 2021

How did we get here? Who invented the methods data scientists use every day? We answer such questions and much more in this wonderful episode with Triveni Gandhi, Senior Data Scientist and Shaun McGirr, AI Evangelist at Dataiku. We cover topics about the history of data science, ethical AI and...   This episode is brought to you by Dataiku With Dataiku, you have everything you need to build and deploy AI projects in one place, including easy-to-use data preparation and pipelines, AutoML, and advanced automation.   and by Amethix Technologies Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.   References www.historyofdatascience.com  

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Tuesday Dec 07, 2021

[RB] Composable Artificial Intelligence (Ep. 179)

Tuesday Dec 07, 2021

If you think deep learning is a method to get to AGI, think again. Humans, as well as all mammals think in a... composable way. Come chat with us on Discord   Sponsors This episode is brought to you by Amethix Technologies Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.  

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Tuesday Nov 09, 2021

Composable models and artificial general intelligence (Ep. 175)

Tuesday Nov 09, 2021

If you think deep learning is a method to get to AGI, think again. Humans, as well as all mammals think in a... composable way.   Sponsors This episode is brought to you by Advanced RISC Machines (ARM). ARM is a family of reduced instruction set computing architectures for computer processors https://www.arm.com/   Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.  

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Tuesday Oct 26, 2021

Is neural hash by Apple violating our privacy? (Ep. 173)

Tuesday Oct 26, 2021

Sponsor This episode is brought to you by Advanced RISC Machines (ARM). ARM is a family of reduced instruction set computing architectures for computer processors https://www.arm.com/  

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