🧠 Topic: Review: DenseNet — Dense Convolutional Network (Image Classification)
💠 Link: https://towardsdatascience.com/review-densenet-image-classification-b6631a8ef803
💡 Tags: #deep_learning #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://towardsdatascience.com/review-densenet-image-classification-b6631a8ef803
💡 Tags: #deep_learning #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
Medium
Review: DenseNet — Dense Convolutional Network (Image Classification)
In this story, DenseNet (Dense Convolutional Network) is reviewed. This is the paper in 2017 CVPR which got Best Paper Award with over 2000…
🧠 Topic: Building Inception-Resnet-V2 in Keras from scratch
💠 Link: https://medium.com/the-owl/building-inception-resnet-v2-in-keras-from-scratch-a3546c4d93f0
💡 Tags: #deep_learning #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://medium.com/the-owl/building-inception-resnet-v2-in-keras-from-scratch-a3546c4d93f0
💡 Tags: #deep_learning #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
Medium
Building Inception-Resnet-V2 in Keras from scratch
Both the Inception and Residual networks are SOTA architectures, which have shown very good performance with relatively low computational…
🧠 Topic: Understanding and Implementing Architectures of ResNet and ResNeXt for state-of-the-art Image Classification
💠 Link: https://medium.com/@14prakash/understanding-and-implementing-architectures-of-resnet-and-resnext-for-state-of-the-art-image-cc5d0adf648e
💡 Tags: #deep_learning #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://medium.com/@14prakash/understanding-and-implementing-architectures-of-resnet-and-resnext-for-state-of-the-art-image-cc5d0adf648e
💡 Tags: #deep_learning #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
Medium
Understanding and Implementing Architectures of ResNet and ResNeXt for state-of-the-art Image…
In this part-2/2 of blog post we will explore the optimal functions used in skip-connections of ResNet blocks. Discuss the ResNeXt…
🧠 Topic: Self-Supervised Learning of Pretext-Invariant Representations
💠 Link: https://openaccess.thecvf.com/content_CVPR_2020/papers/Misra_Self-Supervised_Learning_of_Pretext-Invariant_Representations_CVPR_2020_paper.pdf
💡 Tags: #self_supervised
💠 Link: https://openaccess.thecvf.com/content_CVPR_2020/papers/Misra_Self-Supervised_Learning_of_Pretext-Invariant_Representations_CVPR_2020_paper.pdf
💡 Tags: #self_supervised
Machine Learning Engineering by Andriy Burkov (z-lib.org).pdf
48.2 MB
🧠 Topic: Machine Learning Engineering
Book by Andriy Burkov
💠 Link: http://www.mlebook.com/
💡 Tags: #machine_learning #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
Book by Andriy Burkov
💠 Link: http://www.mlebook.com/
💡 Tags: #machine_learning #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
Neuronal_Dynamics_From_Single_Neurons_to_Networks_and_Models_of.pdf
10.2 MB
🧠 Topic: Neuronal Dynamics: From Single Neurons to Networks and Models of Cognition
💠 Link: https://neuronaldynamics.epfl.ch/
💡 Tags: #neuroscience #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://neuronaldynamics.epfl.ch/
💡 Tags: #neuroscience #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
Peter_Dayan,_L_F_Abbott_Theoretical.pdf
8.3 MB
🧠 Topic: Theoretical Neuroscience
💠 Link: https://mitpress.mit.edu/books/theoretical-neuroscience
💡 Tags: #neuroscience #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://mitpress.mit.edu/books/theoretical-neuroscience
💡 Tags: #neuroscience #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: Awesome Self-Spervised Learning
💠 Link: https://github.com/jason718/awesome-self-supervised-learning
💡 Tags: #self_supervise
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://github.com/jason718/awesome-self-supervised-learning
💡 Tags: #self_supervise
➖➖➖➖➖➖➖
🧩 More: @Aitive
GitHub
GitHub - jason718/awesome-self-supervised-learning: A curated list of awesome self-supervised methods
A curated list of awesome self-supervised methods. Contribute to jason718/awesome-self-supervised-learning development by creating an account on GitHub.
🧠 Topic: Activation Functions: Which is better ?
💠 Link: https://www.mlground.com/activation-functions-which-is-better/
💡 Tags: #neural_network
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.mlground.com/activation-functions-which-is-better/
💡 Tags: #neural_network
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: Activation Functions Explained - GELU, SELU, ELU, ReLU and more
💠 Link: https://mlfromscratch.com/activation-functions-explained/
💡 Tags: #neural_network
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://mlfromscratch.com/activation-functions-explained/
💡 Tags: #neural_network
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: Initializing neural networks
💠 Link: https://www.deeplearning.ai/ai-notes/initialization/
💡 Tags: #neural_network
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.deeplearning.ai/ai-notes/initialization/
💡 Tags: #neural_network
➖➖➖➖➖➖➖
🧩 More: @Aitive
deeplearning.ai
AI Notes: Initializing neural networks - deeplearning.ai
In this post, we'll explain how to initialize neural network parameters effectively. Initialization can have a significant impact on convergence in training deep neural networks...
🧠 Topic: Overview of outlier detection
💠 Link: https://towardsdatascience.com/a-brief-overview-of-outlier-detection-techniques-1e0b2c19e561
💡 Tags: #outlier_detection #data_preprocessing
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://towardsdatascience.com/a-brief-overview-of-outlier-detection-techniques-1e0b2c19e561
💡 Tags: #outlier_detection #data_preprocessing
➖➖➖➖➖➖➖
🧩 More: @Aitive
Medium
A Brief Overview of Outlier Detection Techniques
What are outliers and how to deal with them?
🧠 Topic: Neural Networks Class
💠 Link: https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH
💡 Tags: #deep_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH
💡 Tags: #deep_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: Applied Machine Learning Class
💠 Link: https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83
💡 Tags: #machine_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83
💡 Tags: #machine_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
YouTube
Applied Machine Learning (Cornell Tech CS 5787, Fall 2020)
Course Website & Materials: https://kuleshov-group.github.io/aml-website/ Lecture Notes: https://kuleshov-group.github.io/aml-book/intro.html Course Material...
Ravichandiran_Hands_On_Meta_Learning_with_Python_2018_1.pdf
15.8 MB
🧠 Topic: Hands-On Meta Learning With Python
💠 Link: https://www.packtpub.com/product/hands-on-meta-learning-with-python/9781789534207
💡 Tags: #meta_learning #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.packtpub.com/product/hands-on-meta-learning-with-python/9781789534207
💡 Tags: #meta_learning #book
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: Deep Multi-Task and Meta-Learning
💠 Link: https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5
💡 Tags: #meta_learning #reinforcement_learning #deep_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5
💡 Tags: #meta_learning #reinforcement_learning #deep_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: Introduction to Reinforcement Learning
💠 Link: https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
💡 Tags: #reinforcement_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
💡 Tags: #reinforcement_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: A Review of Popular Deep Learning Architectures: ResNet, InceptionV3, and SqueezeNet
💠 Link: https://blog.paperspace.com/popular-deep-learning-architectures-resnet-inceptionv3-squeezenet/
💡 Tags: #deep_learning #computer_vision #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://blog.paperspace.com/popular-deep-learning-architectures-resnet-inceptionv3-squeezenet/
💡 Tags: #deep_learning #computer_vision #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
Digitalocean
A Review of Popular Deep Learning Architectures: ResNet, InceptionV3, and SqueezeNet | DigitalOcean
Technical tutorials, Q&A, events — This is an inclusive place where developers can find or lend support and discover new ways to contribute to the community.
🧠 Topic: Backpropagation In Convolutional Neural Networks
💠 Link: https://www.jefkine.com/general/2016/09/05/backpropagation-in-convolutional-neural-networks/
💡 Tags: #deep_learning #computer_vision #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://www.jefkine.com/general/2016/09/05/backpropagation-in-convolutional-neural-networks/
💡 Tags: #deep_learning #computer_vision #cnn
➖➖➖➖➖➖➖
🧩 More: @Aitive
DeepGrid
Backpropagation In Convolutional Neural Networks
Backpropagation in convolutional neural networks. A closer look at the concept of weights sharing in convolutional neural networks (CNNs) and an insight on how this affects the forward and backward propagation while computing the gradients during training.
🧠 Topic: Deep RL Bootcamp
💠 Link: https://sites.google.com/view/deep-rl-bootcamp/lectures
💡 Tags: #deep_learning #reinforcement_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://sites.google.com/view/deep-rl-bootcamp/lectures
💡 Tags: #deep_learning #reinforcement_learning
➖➖➖➖➖➖➖
🧩 More: @Aitive
🧠 Topic: Algorithms for Reinforcement Learning
💠 Link: https://sites.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf
💡 Tags: #reinforcement_learning #rl
➖➖➖➖➖➖➖
🧩 More: @Aitive
💠 Link: https://sites.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf
💡 Tags: #reinforcement_learning #rl
➖➖➖➖➖➖➖
🧩 More: @Aitive