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Machine Learning for Engineers

Welcome to the Machine Learning for Engineers channel! Welcome to anyone interested in learning both the mathematics and engineering aspects of machine learning. This course starts from the basics and will gradually extend to more advanced techniques. All materials are open source and available as Jupyter Notebooks, so you have all the code to reproduce all of the figures and play around with them to get a deeper understanding of machine learning concepts. At the moment I'm still re-shooting some of the videos (some were made in a rush during COVID-19), so my apologies for any sound issues. In any case, I'm always happy to hear your comments. Happy learning! Joaquin Vanschoren SOURCE MATERIALS | https://ml-course.github.io/master EMAIL | j.vanschoren@tue.nl

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Lecture 8.4 - Vision Transformers and Multimodal Models
Lecture 8.4 - Vision Transformers and Multimodal Models
조회 239 좋아요 4 6개월 전
Lecture 10 - Agentic AI
Lecture 10 - Agentic AI
조회 198 좋아요 4 6개월 전
Lecture 9 - Fine-tuning Transformer Models
Lecture 9 - Fine-tuning Transformer Models
조회 219 좋아요 5 6개월 전
Lecture 8.1 - Tokenization and embeddings
Lecture 8.1 - Tokenization and embeddings
조회 616 좋아요 9 1년 전
Lecture 8.2 - Seq2seq models and self-attention
Lecture 8.2 - Seq2seq models and self-attention
조회 260 좋아요 2 1년 전
Lecture 8.4 - Vision Transformers (from scratch)
Lecture 8.4 - Vision Transformers (from scratch)
조회 297 좋아요 3 1년 전
Lecture 8.3 - Transformer models
Lecture 8.3 - Transformer models
조회 203 좋아요 3 1년 전
Lecture 7.7 - Transfer Learning
Lecture 7.7 - Transfer Learning
조회 307 좋아요 5 1년 전
Lecture 7.6 - Visualizing what models look at
Lecture 7.6 - Visualizing what models look at
조회 172 좋아요 4 1년 전
Lecture 7.5 - Visualizing what models learn
Lecture 7.5 - Visualizing what models learn
조회 186 좋아요 3 1년 전
Lecture 7.4 - Famous Convolutional Networks
Lecture 7.4 - Famous Convolutional Networks
조회 170 좋아요 4 1년 전
Lecture 7.3 - Building Convolutional Networks
Lecture 7.3 - Building Convolutional Networks
조회 223 좋아요 5 1년 전
Lecture 7.2 - Convolutional Neural Networks
Lecture 7.2 - Convolutional Neural Networks
조회 256 좋아요 5 1년 전
Lecture 7.1 - Convolutions
Lecture 7.1 - Convolutions
조회 316 좋아요 4 1년 전
Welcome
Welcome
조회 5.5K 좋아요 66 4년 전
Extra Lecture - Meta-Learning
Extra Lecture - Meta-Learning
조회 4.3K 좋아요 60 4년 전
Extra Lecture - Gaussian Processes in practice
Extra Lecture - Gaussian Processes in practice
조회 3.0K 좋아요 48 5년 전
Extra Lecture - Gaussian Processes
Extra Lecture - Gaussian Processes
조회 1.5만 좋아요 313 5년 전
Extra Lecture - Naive Bayes and Bayesian Networks
Extra Lecture - Naive Bayes and Bayesian Networks
조회 3.7K 좋아요 31 5년 전
Extra Lecture - Bayesian Learning
Extra Lecture - Bayesian Learning
조회 3.4K 좋아요 30 5년 전
Lecture 8.2 - Word embeddings (old version)
Lecture 8.2 - Word embeddings (old version)
조회 1.1K 좋아요 13 5년 전
Lecture 8.1 - Neural Networks for text (old version)
Lecture 8.1 - Neural Networks for text (old version)
조회 1.2K 좋아요 7 5년 전
Lecture 6.6 - Model selection and regularization
Lecture 6.6 - Model selection and regularization
조회 1.2K 좋아요 14 5년 전
Lecture 6.4 - Neural network optimizers
Lecture 6.4 - Neural network optimizers
조회 1.8K 좋아요 18 5년 전
Lecture 6.5 - Neural networks in practice
Lecture 6.5 - Neural networks in practice
조회 1.1K 좋아요 12 5년 전
Lecture 6.3 - Activation functions and weight initialization
Lecture 6.3 - Activation functions and weight initialization
조회 2.0K 좋아요 28 5년 전
Lecture 6.2 - Training neural nets
Lecture 6.2 - Training neural nets
조회 1.5K 좋아요 12 5년 전
Lecture 6.1 - Introduction to neural networks
Lecture 6.1 - Introduction to neural networks
조회 2.1K 좋아요 14 5년 전
Lecture 5.8 - Handling imbalanced data
Lecture 5.8 - Handling imbalanced data
조회 2.9K 좋아요 52 5년 전
Lecture 5.7 - Missing value imputation
Lecture 5.7 - Missing value imputation
조회 2.0K 좋아요 25 5년 전
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