際際滷shows by User: vedantmisra / http://www.slideshare.net/images/logo.gif 際際滷shows by User: vedantmisra / Wed, 30 Jan 2019 00:43:19 GMT 際際滷Share feed for 際際滷shows by User: vedantmisra Deep Learning for NLP at HubSpot /slideshow/deep-learning-for-nlp-at-hubspot/129777575 deeplearningfornlpathubspot-vedantmisra-190130004319
Introduction: - Background - About Kemvi - Sales and marketing, attention economy - About HubSpot HubSpot ML - Infrastructure - Lead scoring and model explainability - Content strategy and topic models - Email list health - Send time optimization - Chat, Growthbot, and Conversational AI - Calling and transcription Technologies: - Sequence-to-sequence models and RNNs - LSTM - Variational autoencoders - Pointer-generator networks for abstractive summarization - Transformer and multi-head dot-product attention - Embeddings - ELMO, OpenAI Generative Pretraining, and BERT - Progress on Squad 2.0 - Wizard of Wikipedia chatbot - LeakGAN, adversarial mechanisms, and RL - Transformers for long sequences ]]>
Introduction: - Background - About Kemvi - Sales and marketing, attention economy - About HubSpot HubSpot ML - Infrastructure - Lead scoring and model explainability - Content strategy and topic models - Email list health - Send time optimization - Chat, Growthbot, and Conversational AI - Calling and transcription Technologies: - Sequence-to-sequence models and RNNs - LSTM - Variational autoencoders - Pointer-generator networks for abstractive summarization - Transformer and multi-head dot-product attention - Embeddings - ELMO, OpenAI Generative Pretraining, and BERT - Progress on Squad 2.0 - Wizard of Wikipedia chatbot - LeakGAN, adversarial mechanisms, and RL - Transformers for long sequences ]]> Wed, 30 Jan 2019 00:43:19 GMT /slideshow/deep-learning-for-nlp-at-hubspot/129777575 vedantmisra@slideshare.net(vedantmisra) Deep Learning for NLP at HubSpot vedantmisra Introduction: - Background - About Kemvi - Sales and marketing, attention economy - About HubSpot HubSpot ML - Infrastructure - Lead scoring and model explainability - Content strategy and topic models - Email list health - Send time optimization - Chat, Growthbot, and Conversational AI - Calling and transcription Technologies: - Sequence-to-sequence models and RNNs - LSTM - Variational autoencoders - Pointer-generator networks for abstractive summarization - Transformer and multi-head dot-product attention - Embeddings - ELMO, OpenAI Generative Pretraining, and BERT - Progress on Squad 2.0 - Wizard of Wikipedia chatbot - LeakGAN, adversarial mechanisms, and RL - Transformers for long sequences <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/deeplearningfornlpathubspot-vedantmisra-190130004319-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br> Introduction: - Background - About Kemvi - Sales and marketing, attention economy - About HubSpot HubSpot ML - Infrastructure - Lead scoring and model explainability - Content strategy and topic models - Email list health - Send time optimization - Chat, Growthbot, and Conversational AI - Calling and transcription Technologies: - Sequence-to-sequence models and RNNs - LSTM - Variational autoencoders - Pointer-generator networks for abstractive summarization - Transformer and multi-head dot-product attention - Embeddings - ELMO, OpenAI Generative Pretraining, and BERT - Progress on Squad 2.0 - Wizard of Wikipedia chatbot - LeakGAN, adversarial mechanisms, and RL - Transformers for long sequences
Deep Learning for NLP at HubSpot from Vedant Misra
]]> 247 3 https://cdn.slidesharecdn.com/ss_thumbnails/deeplearningfornlpathubspot-vedantmisra-190130004319-thumbnail.jpg?width=120&height=120&fit=bounds presentation Black http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 Intro to Machine Learning - Vedant Misra /slideshow/intro-to-machine-learning-vedant-misra/119530155 handsonintrotomachinelearning-vedantmisra-181015233429
Intro material to hands-on machine learning workshop at MIT Sloan, October 2018. See colab notebook here: http://tinyurl.com/sloan-ml-notebook Material covered includes: - AGI as the motivation for machine learning - Moore's law, exponential growth - ML terminology - Building ML pipelines - Bias and variance - Introduction to probability - Introduction to matrices - Nonlinearities Alternative colab link: https://colab.research.google.com/drive/1yBCIhDw0Wjl6xHlqHCIhad3Nc6mVvhuW]]>
Intro material to hands-on machine learning workshop at MIT Sloan, October 2018. See colab notebook here: http://tinyurl.com/sloan-ml-notebook Material covered includes: - AGI as the motivation for machine learning - Moore's law, exponential growth - ML terminology - Building ML pipelines - Bias and variance - Introduction to probability - Introduction to matrices - Nonlinearities Alternative colab link: https://colab.research.google.com/drive/1yBCIhDw0Wjl6xHlqHCIhad3Nc6mVvhuW]]> Mon, 15 Oct 2018 23:34:29 GMT /slideshow/intro-to-machine-learning-vedant-misra/119530155 vedantmisra@slideshare.net(vedantmisra) Intro to Machine Learning - Vedant Misra vedantmisra Intro material to hands-on machine learning workshop at MIT Sloan, October 2018. See colab notebook here: http://tinyurl.com/sloan-ml-notebook Material covered includes: - AGI as the motivation for machine learning - Moore's law, exponential growth - ML terminology - Building ML pipelines - Bias and variance - Introduction to probability - Introduction to matrices - Nonlinearities Alternative colab link: https://colab.research.google.com/drive/1yBCIhDw0Wjl6xHlqHCIhad3Nc6mVvhuW <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/handsonintrotomachinelearning-vedantmisra-181015233429-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br> Intro material to hands-on machine learning workshop at MIT Sloan, October 2018. See colab notebook here: http://tinyurl.com/sloan-ml-notebook Material covered includes: - AGI as the motivation for machine learning - Moore&#39;s law, exponential growth - ML terminology - Building ML pipelines - Bias and variance - Introduction to probability - Introduction to matrices - Nonlinearities Alternative colab link: https://colab.research.google.com/drive/1yBCIhDw0Wjl6xHlqHCIhad3Nc6mVvhuW
Intro to Machine Learning - Vedant Misra from Vedant Misra
]]> 208 2 https://cdn.slidesharecdn.com/ss_thumbnails/handsonintrotomachinelearning-vedantmisra-181015233429-thumbnail.jpg?width=120&height=120&fit=bounds presentation Black http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 Predictive Analytics - BarCamp Boston 2011 /slideshow/predictive-analytics-barcamp-boston-2011/7589917 predictiveanalytics20110409-110411112509-phpapp01
An overview of the state of the art in predictive analytics technology. Presented at BarCamp Boston 2011.]]>
An overview of the state of the art in predictive analytics technology. Presented at BarCamp Boston 2011.]]> Mon, 11 Apr 2011 11:25:03 GMT /slideshow/predictive-analytics-barcamp-boston-2011/7589917 vedantmisra@slideshare.net(vedantmisra) Predictive Analytics - BarCamp Boston 2011 vedantmisra An overview of the state of the art in predictive analytics technology. Presented at BarCamp Boston 2011. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/predictiveanalytics20110409-110411112509-phpapp01-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br> An overview of the state of the art in predictive analytics technology. Presented at BarCamp Boston 2011.
Predictive Analytics - BarCamp Boston 2011 from Vedant Misra
]]> 2137 1 https://cdn.slidesharecdn.com/ss_thumbnails/predictiveanalytics20110409-110411112509-phpapp01-thumbnail.jpg?width=120&height=120&fit=bounds presentation Black http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 https://cdn.slidesharecdn.com/profile-photo-vedantmisra-48x48.jpg?cb=1548808985 I work on machine learning at the intersection of research, engineering, and product. Previously, I was founder and CEO of Kemvi (acquired by HubSpot). vedantmisra.com https://cdn.slidesharecdn.com/ss_thumbnails/deeplearningfornlpathubspot-vedantmisra-190130004319-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/deep-learning-for-nlp-at-hubspot/129777575 Deep Learning for NLP ... https://cdn.slidesharecdn.com/ss_thumbnails/handsonintrotomachinelearning-vedantmisra-181015233429-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/intro-to-machine-learning-vedant-misra/119530155 Intro to Machine Learn... https://cdn.slidesharecdn.com/ss_thumbnails/predictiveanalytics20110409-110411112509-phpapp01-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/predictive-analytics-barcamp-boston-2011/7589917 Predictive Analytics -...