Great collection and reviews for top online machine and deep learning courses
Post covers short reviews and suggested order in which course could be taken, along with the links at great prerequisites.
Link: http://thegrandjanitor.com/2016/08/15/learning-deep-learning-my-top-five-resource/
#DL #ML #MOOC #novice #entrylevel
Post covers short reviews and suggested order in which course could be taken, along with the links at great prerequisites.
Link: http://thegrandjanitor.com/2016/08/15/learning-deep-learning-my-top-five-resource/
#DL #ML #MOOC #novice #entrylevel
Posture detector running on #tensorflowjs
Great example of learning project for common good. Detects posture and blurs screen if posture is not right.
Link: https://fix-posture.glitch.me
Design: https://www.figma.com/file/hvYOl9g4oO2UaTpVOqRwcF/AI-experiments-by-me-Good-posture?node-id=0%3A1
Code: https://glitch.com/~fix-posture
#posenet #poseestimation
Great example of learning project for common good. Detects posture and blurs screen if posture is not right.
Link: https://fix-posture.glitch.me
Design: https://www.figma.com/file/hvYOl9g4oO2UaTpVOqRwcF/AI-experiments-by-me-Good-posture?node-id=0%3A1
Code: https://glitch.com/~fix-posture
#posenet #poseestimation
Figma
AI experiments by me || Good posture
Created with Figma
ββUnderstanding Transfer Learning for Medical Imaging
ArXiV: https://arxiv.org/abs/1902.07208
#biolearning #dl #transferlearning
ArXiV: https://arxiv.org/abs/1902.07208
#biolearning #dl #transferlearning
ODS breakfast in Paris! See you this Saturday (Tomorrow) at 10:30 at Malongo CafΓ©, 50 Rue Saint-AndrΓ© des Arts.
Deep Fake Challenge by Facebook team
#Facebook launches a competition to fight deep fakes. Unfortunately, results of this competition will be obviously used to create better fakes, to the cheers of the people, wishing to watch the Matrix with Bruce Lee or more questionable deep fake applications.
Link: https://ai.facebook.com/blog/deepfake-detection-challenge/
#deepfake #video #cv #dl
#Facebook launches a competition to fight deep fakes. Unfortunately, results of this competition will be obviously used to create better fakes, to the cheers of the people, wishing to watch the Matrix with Bruce Lee or more questionable deep fake applications.
Link: https://ai.facebook.com/blog/deepfake-detection-challenge/
#deepfake #video #cv #dl
ββAn Easy Introduction to Generative Adversarial Networks
GANs are main type of neural networks used for data generation.
#intro level post on how #GAN s work
Link: https://towardsdatascience.com/an-easy-introduction-to-generative-adversarial-networks-6f8498dc4bcd
GANs are main type of neural networks used for data generation.
#intro level post on how #GAN s work
Link: https://towardsdatascience.com/an-easy-introduction-to-generative-adversarial-networks-6f8498dc4bcd
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
How normalization applied to layers helps to reach faster convergence.
ArXiV: https://arxiv.org/abs/1502.03167
#NeuralNetwork #nn #normalization #DL
How normalization applied to layers helps to reach faster convergence.
ArXiV: https://arxiv.org/abs/1502.03167
#NeuralNetwork #nn #normalization #DL
arXiv.org
Batch Normalization: Accelerating Deep Network Training by...
Training Deep Neural Networks is complicated by the fact that the distribution of each layer's inputs changes during training, as the parameters of the previous layers change. This slows down the...
ββUsing Deep Learning to Inform Differential Diagnoses of Skin Diseases
Deep Learning System (DLS) for quicker and cheaper skin diseases detection. DLS showed accuracy across 26 skin conditions on par with U.S. board-certified dermatologists, when presented with identical information about a patient case (images and metadata). This is an amazing example of how technology can help fight notoriously high medical bills in the USA and make top-level care available and more affordable in all other the world.
Link: https://ai.googleblog.com/2019/09/using-deep-learning-to-inform.html?m=1
ArXiV: https://arxiv.org/abs/1909.05382
#Inception4 #Google
Deep Learning System (DLS) for quicker and cheaper skin diseases detection. DLS showed accuracy across 26 skin conditions on par with U.S. board-certified dermatologists, when presented with identical information about a patient case (images and metadata). This is an amazing example of how technology can help fight notoriously high medical bills in the USA and make top-level care available and more affordable in all other the world.
Link: https://ai.googleblog.com/2019/09/using-deep-learning-to-inform.html?m=1
ArXiV: https://arxiv.org/abs/1909.05382
#Inception4 #Google
ββReimagining Experimentation Analysis at Netflix
Short article on how Netflix built A/B test culture and why they considered that a good resource investment.
Link: https://medium.com/netflix-techblog/reimagining-experimentation-analysis-at-netflix-71356393af21
More info on theirs A/B test platform: https://medium.com/netflix-techblog/its-all-a-bout-testing-the-netflix-experimentation-platform-4e1ca458c15
#Netflix #ExperimentDesign #AB
Short article on how Netflix built A/B test culture and why they considered that a good resource investment.
Link: https://medium.com/netflix-techblog/reimagining-experimentation-analysis-at-netflix-71356393af21
More info on theirs A/B test platform: https://medium.com/netflix-techblog/its-all-a-bout-testing-the-netflix-experimentation-platform-4e1ca458c15
#Netflix #ExperimentDesign #AB
ββLSTM on Amazon Food Reviews using Google Collaboratory
Article describing how to build easy and small #LSTM network to predict review score based on its text, using #GoogleCollab. This is an #entrylevel post, useful if you have medium experience in #NLP.
Link: https://medium.com/@theodoxbolt/lstm-on-amazon-food-reviews-using-google-collaboratory-34b1c2eceb80
#novice
Article describing how to build easy and small #LSTM network to predict review score based on its text, using #GoogleCollab. This is an #entrylevel post, useful if you have medium experience in #NLP.
Link: https://medium.com/@theodoxbolt/lstm-on-amazon-food-reviews-using-google-collaboratory-34b1c2eceb80
#novice
What makes a good conversation?
How controllable attributes affect human judgments
A great post on conversation scoring.
Link: http://www.abigailsee.com/2019/08/13/what-makes-a-good-conversation.html
Paper: https://www.aclweb.org/anthology/N19-1170
#NLP #NLU #DL
How controllable attributes affect human judgments
A great post on conversation scoring.
Link: http://www.abigailsee.com/2019/08/13/what-makes-a-good-conversation.html
Paper: https://www.aclweb.org/anthology/N19-1170
#NLP #NLU #DL
Abigailsee
What makes a good conversation?
How controllable attributes affect human judgments
ODS breakfast in Paris! See you this Saturday (21st) at 10:30 at Malongo CafΓ©, 50 Rue Saint-AndrΓ© des Arts.
ODS Frushtuck Munich! Jeder ist wilkommen, aber offizielle sprache ist englisch.
ODS breakfast in Munchen! See you this Friday (20th) at 8:30 at
Schmalznudel - Cafe Frischhut
PrΓ€lat-Zistl-StraΓe 8, 80331 MΓΌnchen
https://goo.gl/maps/LnX8QVpjDM6sDCNQ8
Evgenii +4916091541827
ODS breakfast in Munchen! See you this Friday (20th) at 8:30 at
Schmalznudel - Cafe Frischhut
PrΓ€lat-Zistl-StraΓe 8, 80331 MΓΌnchen
https://goo.gl/maps/LnX8QVpjDM6sDCNQ8
Evgenii +4916091541827
βοΈFine-Tuning GPT-2 from Human Preferences
#OpenAI team fine-tuned 774M parameters model to achieve better scores in #summarization and stylistic text continuation in terms of human understanding.
Article definately worths reading (approx 15 min.) with Challenges and lessons learned section and examples.
Link: https://openai.com/blog/fine-tuning-gpt-2/
Paper: https://arxiv.org/abs/1909.08593
Code: https://github.com/openai/lm-human-preferences
#NLP #NLU #finetuning
#OpenAI team fine-tuned 774M parameters model to achieve better scores in #summarization and stylistic text continuation in terms of human understanding.
Article definately worths reading (approx 15 min.) with Challenges and lessons learned section and examples.
Link: https://openai.com/blog/fine-tuning-gpt-2/
Paper: https://arxiv.org/abs/1909.08593
Code: https://github.com/openai/lm-human-preferences
#NLP #NLU #finetuning
Openai
Fine-tuning GPT-2 from human preferences
Weβve fine-tuned the 774M parameter GPT-2 language model using human feedback for various tasks, successfully matching the preferences of the external human labelers, though those preferences did not always match our own. Specifically, for summarization tasksβ¦
Critics: AI competitions donβt produce useful models
Post, suggesting a viewpoint that AI competitions never seem to lead to products, how the one can overfit on a hold out test set, and why #Imagenet results since the mid-2010s are suspect.
Link: https://lukeoakdenrayner.wordpress.com/2019/09/19/ai-competitions-dont-produce-useful-models/
#critics #meta #AI #kaggle #imagenet #lenet
Post, suggesting a viewpoint that AI competitions never seem to lead to products, how the one can overfit on a hold out test set, and why #Imagenet results since the mid-2010s are suspect.
Link: https://lukeoakdenrayner.wordpress.com/2019/09/19/ai-competitions-dont-produce-useful-models/
#critics #meta #AI #kaggle #imagenet #lenet
Luke Oakden-Rayner
AI competitions donβt produce useful models
Ai competitions are fun, community building, talent scouting, brand promoting, and attention grabbing. But competitions are not intended to develop useful models.
ββLight regression analysis of some Microsoft employees salary distrubution
How basic knowledge of regression and couple of graphs can make an information look much better and clear.
Link: https://onezero.medium.com/leak-of-microsoft-salaries-shows-fight-for-higher-compensation-3010c589b41e
#regression #simple #salary #infographic
How basic knowledge of regression and couple of graphs can make an information look much better and clear.
Link: https://onezero.medium.com/leak-of-microsoft-salaries-shows-fight-for-higher-compensation-3010c589b41e
#regression #simple #salary #infographic
Free ebooks on Deep Learning
PDFs and epub books on Deep Learning. Make sure you comply with copyrights and use this repository only to get familiar with content and purchasing a legal copy afterward!
Also you should save this link somewhere by forwarding message to your Saved messages (just long tap / click on message and then type βSaved messagesβ in the dialogue search) or your fellow group, because repo might get shutdown for copyright violation.
Link: https://github.com/ontiyonke/Free-Deep-Learning-Books/tree/master/book
#library #ebook #piracy #DL #studymaterials
PDFs and epub books on Deep Learning. Make sure you comply with copyrights and use this repository only to get familiar with content and purchasing a legal copy afterward!
Also you should save this link somewhere by forwarding message to your Saved messages (just long tap / click on message and then type βSaved messagesβ in the dialogue search) or your fellow group, because repo might get shutdown for copyright violation.
Link: https://github.com/ontiyonke/Free-Deep-Learning-Books/tree/master/book
#library #ebook #piracy #DL #studymaterials
Great collections of Data Science learning materials
The list includes free books and online courses on range of DS-related disciplines:
Machine learning (#ML)
Deep Learning (#DL)
Reinforcement learning (#RL)
#NLP
Tutorials on #Keras, #Tensorflow, #Torch, #PyTorch, #Theano
Notable researchers, papers and even #datasets. It is a great place to start reviewing your knowledge or learning something new.
Link: https://hackmd.io/@chanderA/aiguide
#wheretostart #entrylevel #novice #studycontent #studymaterials #books #MOOC #meta
The list includes free books and online courses on range of DS-related disciplines:
Machine learning (#ML)
Deep Learning (#DL)
Reinforcement learning (#RL)
#NLP
Tutorials on #Keras, #Tensorflow, #Torch, #PyTorch, #Theano
Notable researchers, papers and even #datasets. It is a great place to start reviewing your knowledge or learning something new.
Link: https://hackmd.io/@chanderA/aiguide
#wheretostart #entrylevel #novice #studycontent #studymaterials #books #MOOC #meta
ββFSGAN: Subject Agnostic Face Swapping and Reenactment
New paper on #DeepFakes creation
YouTube demo: https://www.youtube.com/watch?v=duo-tHbSdMk
Link: https://nirkin.com/fsgan/
ArXiV: https://arxiv.org/pdf/1908.05932.pdf
#FaceSwap #DL #Video #CV
New paper on #DeepFakes creation
YouTube demo: https://www.youtube.com/watch?v=duo-tHbSdMk
Link: https://nirkin.com/fsgan/
ArXiV: https://arxiv.org/pdf/1908.05932.pdf
#FaceSwap #DL #Video #CV
