Data Science Machine Learning Data Analysis
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Data Science Machine Learning Data Analysis
38.4K subscribers
Data Science Machine Learning Data Analysis
📘 Ultimate Guide to Graph Neural Networks (GNNs): Part 7 — Advanced Implementation, Multimodal Integration, and Scientific Applications

Duration: ~60 minutes reading time | Deep dive into cutting-edge GNN implementations and applications

Read: https://hackmd.io/@husseinsheikho/GNN7

#GraphNeuralNetworks #GNN #MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #GraphTheory #ArtificialIntelligence #AdvancedGNNs #MultimodalLearning #ScientificAI #GNNImplementation #60MinuteRead

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Data Science Machine Learning Data Analysis
PyTorch Masterclass: Part 1 – Foundations of Deep Learning with PyTorch

Duration: ~120 minutes

Link: https://hackmd.io/@husseinsheikho/pytorch-1

#PyTorch #DeepLearning #MachineLearning #AI #NeuralNetworks #DataScience #Python #Tensors #Autograd #Backpropagation #GradientDescent #AIForBeginners #PyTorchTutorial #MachineLearningEngineer


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Data Science Machine Learning Data Analysis
PyTorch Masterclass: Part 2 – Deep Learning for Computer Vision with PyTorch

Duration: ~60 minutes

Link: https://hackmd.io/@husseinsheikho/pytorch-2

#PyTorch #ComputerVision #CNN #DeepLearning #TransferLearning #CIFAR10 #ImageClassification #DataLoaders #Transforms #ResNet #EfficientNet #PyTorchVision #AI #MachineLearning #ConvolutionalNeuralNetworks #DataAugmentation #PretrainedModels


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Data Science Machine Learning Data Analysis
PyTorch Masterclass: Part 3 – Deep Learning for Natural Language Processing with PyTorch

Duration: ~120 minutes

Link A: https://hackmd.io/@husseinsheikho/pytorch-3a

Link B: https://hackmd.io/@husseinsheikho/pytorch-3b

#PyTorch #NLP #RNN #LSTM #GRU #Transformers #Attention #NaturalLanguageProcessing #TextClassification #SentimentAnalysis #WordEmbeddings #DeepLearning #MachineLearning #AI #SequenceModeling #BERT #GPT #TextProcessing #PyTorchNLP

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Data Science Machine Learning Data Analysis
PyTorch Masterclass: Part 4 – Generative Models with PyTorch

Duration: ~120 minutes

Link A: https://hackmd.io/@husseinsheikho/pytorch-4A

Link B: https://hackmd.io/@husseinsheikho/pytorch-4B

#PyTorch #GenerativeAI #GANs #VAEs #DiffusionModels #Autoencoders #TextToImage #DeepLearning #MachineLearning #AI #GenerativeAdversarialNetworks #VariationalAutoencoders #StableDiffusion #DALLE #ImageGeneration #MusicGeneration #AudioSynthesis #LatentSpace #PyTorchGenerative

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Data Science Machine Learning Data Analysis
PyTorch Masterclass: Part 5 – Reinforcement Learning with PyTorch

Duration: ~90 minutes

LINK: https://hackmd.io/@husseinsheikho/pytorch-5

#PyTorch #ReinforcementLearning #RL #DeepRL #Qlearning #DQN #PPO #DDPG #MarkovDecisionProcesses #AI #MachineLearning #DeepLearning #ReinforcementLearning #PyTorchRL

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Data Science Machine Learning Data Analysis
Python Commands for Data Cleaning

#Python #DataCleaning #DataAnalytics #DataScientists #MachineLearning #ArtificialIntelligence #DataAnalysis

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Data Science Machine Learning Data Analysis
✨ Sharpen Your Vision: Super-Resolution of CCTV Images Using Hugging Face Diffusers ✨

📖 Table of Contents Sharpen Your Vision: Super-Resolution of CCTV Images Using Hugging Face Diffusers Configuring Your Development Environment Problem Statement How Does Super-Resolution Solve This? State-of-the-Art Approaches Generative Adversarial Networks (GANs) Diffusion Models Implementing Diffus...

🏷️ #ArtificialIntelligence #ComputerVision #DeepLearning #ImageProcessing #MachineLearning #Tutorial
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Data Science Machine Learning Data Analysis
✨ Unlocking Image Clarity: A Comprehensive Guide to Super-Resolution Techniques ✨

📖 Table of Contents Unlocking Image Clarity: A Comprehensive Guide to Super-Resolution Techniques Introduction Configuring Your Development Environment Need Help Configuring Your Development Environment? What Is Super-Resolution? Usual Problems with Low-Resolution Imagery Traditional Computer Vision A...

🏷️ #ArtificialIntelligence #ComputerVision #DeepLearning #ImageProcessing #MachineLearning #TechnologyApplications #Tutorial
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Data Science Machine Learning Data Analysis
✨ Adversarial Learning with Keras and TensorFlow (Part 3): Exploring Adversarial Attacks Using Neural Structured Learning (NSL) ✨

📖 Table of Contents Adversarial Learning with Keras and TensorFlow (Part 3): Exploring Adversarial Attacks Using Neural Structured Learning (NSL) Introduction to Advanced Adversarial Techniques in Machine Learning Harnessing NSL for Robust Model Training: Insights from Part 2 Deep Dive into…...

🏷️ #AdversarialLearning #DeepLearning #ImageProcessing #Keras #MachineLearning #NeuralNetworks #NeuralStructuredLearning #TensorFlow #Tutorial
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