Data Science at Home
Deep Learning
Episodes
Monday May 16, 2022
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
Thursday Feb 03, 2022
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/
Tuesday Jan 25, 2022
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
Thursday Jan 20, 2022
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
Saturday Jan 15, 2022
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
Monday Jan 10, 2022
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/
Sunday Dec 19, 2021
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
Tuesday Dec 07, 2021
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.
Tuesday Nov 09, 2021
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.
Tuesday Oct 26, 2021
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/