🧠 Topic: Activation Functions Explained - GELU, SELU, ELU, ReLU and more
💠 Link: https://mlfromscratch.com/activation-functions-explained/
💡 Tags: #neural_network
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💠 Link: https://mlfromscratch.com/activation-functions-explained/
💡 Tags: #neural_network
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🧠 Topic: Initializing neural networks
💠 Link: https://www.deeplearning.ai/ai-notes/initialization/
💡 Tags: #neural_network
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💠 Link: https://www.deeplearning.ai/ai-notes/initialization/
💡 Tags: #neural_network
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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
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🧩 More: @Aitive
💠 Link: https://towardsdatascience.com/a-brief-overview-of-outlier-detection-techniques-1e0b2c19e561
💡 Tags: #outlier_detection #data_preprocessing
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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
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🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH
💡 Tags: #deep_learning
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🧠 Topic: Applied Machine Learning Class
💠 Link: https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83
💡 Tags: #machine_learning
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💠 Link: https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83
💡 Tags: #machine_learning
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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
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💠 Link: https://www.packtpub.com/product/hands-on-meta-learning-with-python/9781789534207
💡 Tags: #meta_learning #book
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🧠 Topic: Deep Multi-Task and Meta-Learning
💠 Link: https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5
💡 Tags: #meta_learning #reinforcement_learning #deep_learning
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🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5
💡 Tags: #meta_learning #reinforcement_learning #deep_learning
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🧠 Topic: Introduction to Reinforcement Learning
💠 Link: https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
💡 Tags: #reinforcement_learning
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💠 Link: https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
💡 Tags: #reinforcement_learning
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🧠 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
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💠 Link: https://blog.paperspace.com/popular-deep-learning-architectures-resnet-inceptionv3-squeezenet/
💡 Tags: #deep_learning #computer_vision #cnn
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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
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🧩 More: @Aitive
💠 Link: https://www.jefkine.com/general/2016/09/05/backpropagation-in-convolutional-neural-networks/
💡 Tags: #deep_learning #computer_vision #cnn
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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
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🧩 More: @Aitive
💠 Link: https://sites.google.com/view/deep-rl-bootcamp/lectures
💡 Tags: #deep_learning #reinforcement_learning
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🧠 Topic: Algorithms for Reinforcement Learning
💠 Link: https://sites.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf
💡 Tags: #reinforcement_learning #rl
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🧩 More: @Aitive
💠 Link: https://sites.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf
💡 Tags: #reinforcement_learning #rl
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🧠 Topic: Reinforcement Learning (Stanford)
💠 Link: https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u
💡 Tags: #reinforcement_learning #rl
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🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u
💡 Tags: #reinforcement_learning #rl
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YouTube
Stanford CS234: Reinforcement Learning | Winter 2019
This class will provide a solid introduction to the field of RL. Students will learn about the core challenges and approaches in the field, including general...
🧠 Topic: Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
💠 Link: https://arxiv.org/abs/1703.03400
💡 Tags: #meta_learning #maml #paper #optimization_based
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💠 Link: https://arxiv.org/abs/1703.03400
💡 Tags: #meta_learning #maml #paper #optimization_based
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arXiv.org
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
We propose an algorithm for meta-learning that is model-agnostic, in the sense that it is compatible with any model trained with gradient descent and applicable to a variety of different learning...
🧠 Topic: On First-Order Meta-Learning Algorithms
💠 Link: https://arxiv.org/abs/1803.02999
💡 Tags: #meta_learning #reptile #paper #optimization_based
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💠 Link: https://arxiv.org/abs/1803.02999
💡 Tags: #meta_learning #reptile #paper #optimization_based
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arXiv.org
On First-Order Meta-Learning Algorithms
This paper considers meta-learning problems, where there is a distribution of tasks, and we would like to obtain an agent that performs well (i.e., learns quickly) when presented with a previously...
🧠 Topic: Meta-Learning with Memory-Augmented Neural Networks
💠 Link: http://proceedings.mlr.press/v48/santoro16.pdf
💡 Tags: #meta_learning #paper #model_based
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💠 Link: http://proceedings.mlr.press/v48/santoro16.pdf
💡 Tags: #meta_learning #paper #model_based
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🧠 Topic: META-LEARNING PROBABILISTIC INFERENCE FOR PREDICTION
💠 Link: https://arxiv.org/pdf/1805.09921.pdf
💡 Tags: #meta_learning #paper
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💠 Link: https://arxiv.org/pdf/1805.09921.pdf
💡 Tags: #meta_learning #paper
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🧠 Topic: 30 Essential Python Tips and Tricks for Programmers
💠 Link: https://www.techbeamers.com/essential-python-tips-tricks-programmers/
💡 Tags: #python
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🧩 More: @Aitive
💠 Link: https://www.techbeamers.com/essential-python-tips-tricks-programmers/
💡 Tags: #python
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TechBeamers
Python: 30 Programming Tips & Tricks
Welcome! If you’re looking for super cool Python tips and coding snippets to reuse, you’ve come to the right place. Discover the 30 hottest Python tips and tricks, perfect for coders at both basic and…
🧠 Topic: Episodic Meta-RL and the Brain
💠 Link: https://towardsdatascience.com/part-1-episodic-meta-rl-and-the-brain-909b9bccfc29
💡 Tags: #meta_learning #reinforcement_learning #neuroscience
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🧩 More: @Aitive
💠 Link: https://towardsdatascience.com/part-1-episodic-meta-rl-and-the-brain-909b9bccfc29
💡 Tags: #meta_learning #reinforcement_learning #neuroscience
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Medium
Part 1: Episodic Meta-RL and the Brain
Bridging the gap between machine learning and neuroscience
🧠 Topic: Meta-Learning With
Latent Embedding Optimization
💠 Link: https://arxiv.org/pdf/1807.05960
💡 Tags: #meta_learning #paper
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Latent Embedding Optimization
💠 Link: https://arxiv.org/pdf/1807.05960
💡 Tags: #meta_learning #paper
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🧠 Topic: I Thought I Was Mastering Python Until I Discovered These Tricks
💠 Link: https://towardsdatascience.com/i-thought-i-was-mastering-python-until-i-discovered-these-tricks-e40d9c71f4e2
💡 Tags: #python
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🧩 More: @Aitive
💠 Link: https://towardsdatascience.com/i-thought-i-was-mastering-python-until-i-discovered-these-tricks-e40d9c71f4e2
💡 Tags: #python
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Medium
I Thought I Was Mastering Python Until I Discovered These Tricks
Python best practices and tips that will make you code quickly and efficiently