/free-deep-learning-resources

Deep Learning Free Resources | This repo collects 76 of free resources for Deep Learning. 🧠 Plumb the depths of AI with our Deep Learning Nexus repository! Explore a comprehensive collection of free resources on neural networks and deep learning architectures. With our online Playground, implemen...

Deep Learning Free Resources

🧠 Plumb the depths of AI with our Deep Learning Nexus repository! Explore a comprehensive collection of free resources on neural networks and deep learning architectures. With our online Playground, implement cutting-edge models and push the boundaries of artificial intelligence.

Resources

Index Name Category Description
1 UvA Deep Learning Course University Courses Comprehensive course on the theory and applications of deep learning, with a focus on computer vision and language modelling. Taught by experienced faculty from the University of Amsterdam.
2 Deep Learning University Courses Explore the fundamentals of deep learning, from basic concepts to advanced topics, with hands-on experience in PyTorch. Prepare to understand and extend the current literature on deep learning.
3 Machine Learning: Intro to Statistical Learning University Courses Comprehensive course covering fundamental machine learning concepts and techniques, taught by renowned expert Nando de Freitas. Hands-on practical sessions using Torch deep learning framework.
4 Convolutional Neural Networks for Visual Recognition University Courses Learn to implement, train and debug your own neural networks for computer vision and deep learning applications.
5 Deep Learning for Natural Language Processing University Courses Dive deep into cutting-edge research in deep learning for natural language processing (NLP). Implement, train, and invent your own neural network models for a variety of NLP tasks.
6 Introduction to Machine Learning University Courses Comprehensive machine learning course covering theoretical foundations, algorithms, and practical applications. Suitable for students with math and computer science background.
7 Tensorflow for Deep Learning Research University Courses Learn the fundamentals of TensorFlow for deep learning research. Build models for tasks like word embeddings, translation, and optical character recognition.
8 Deep Learning for Natural Language Processing University Courses Dive into the latest advancements in deep learning for NLP, including text analysis, speech recognition, language translation, and more. Gain a solid theoretical foundation and practical experience.
9 Machine Learning Specialization Video Courses Foundational online program on machine learning and AI applications, taught by Andrew Ng of DeepLearning.AI and Stanford Online.
10 Deep Learning Fundamentals Video Courses Introductory book on deep learning fundamentals, covering neural networks, convolutional neural networks, recurrent nets, autoencoders, and deep learning use cases.
11 Deep Multi-Task and Meta Learning Video Courses In-depth understanding of state-of-the-art multi-task learning and meta-learning algorithms for few-shot learning, transfer learning, and lifelong learning.
12 A Selective Overview of Deep Learning Technical Tutorials Comprehensive overview of key concepts and recent advancements in deep learning, covering neural network models, training techniques, and theoretical foundations.
13 Deep Generative Models I University Courses Explore the fundamentals of deep generative models, including VAEs, GANs, and flow-based models. Gain hands-on experience and insights into the latest research in this rapidly evolving field.
14 High-Level Vision University Courses Comprehensive course on advanced computer vision techniques, including object detection, recognition, and segmentation. Hands-on experience with state-of-the-art algorithms and real-world applications.
15 Advanced Computer Vision University Courses Comprehensive course on cutting-edge computer vision algorithms, deep learning techniques, and real-world applications.
16 Deep Learning For Visual Computing University Courses Comprehensive introduction to deep learning techniques for visual computing applications, including image classification, object detection, and semantic segmentation.
17 Deep Learning for Computer Vision University Courses Comprehensive course on neural network-based deep learning methods for visual recognition tasks, including image classification and object detection.
18 Geometric Deep Learning University Courses Comprehensive course exploring the intersection of deep learning and geometric data structures, with hands-on experience and real-world applications.
19 Neural Networks: Zero to Hero University Courses Comprehensive video series by renowned expert Andrej Karpathy, covering neural network fundamentals, advanced techniques, and practical applications.
20 Deep Learning CMU University Courses Explore the world of deep learning through expert-led video lectures from Carnegie Mellon University. Dive into neural networks, CNN, RNN, and more.
21 Deep Learning Systems University Courses Comprehensive introduction to deep learning systems, covering machine learning, neural networks, optimization, and hardware acceleration. Hands-on implementation of key concepts.
22 Deep Learning University Courses Comprehensive introduction to deep learning, covering the latest techniques and applications. Taught by renowned expert Ruslan Salakhutdinov.
23 Intermediate Deep Learning University Courses Comprehensive course on advanced deep learning techniques, taught by leading expert Ruslan Salakhutdinov. Hands-on experience with cutting-edge models and applications.
24 Neural Networks for Machine Learning University Courses Comprehensive introduction to neural networks and machine learning from renowned expert Geoffrey Hinton. Covers fundamentals, advanced topics, and hands-on coding exercises.
25 Practical Deep Learning for Coders University Courses Learn how to apply deep learning and machine learning to real-world problems with this free course from fast.ai. Build and train models for computer vision, NLP, and more.
26 Deep Learning from the Foundations University Courses Gain a deep understanding of deep learning foundations and learn how to implement state-of-the-art models from scratch with fast.ai Part 2.
27 Neural Networks and Applications University Courses Comprehensive introduction to neural networks, covering architectures, algorithms, and real-world applications in image recognition, NLP, and predictive modeling.
28 Deep Learning University Courses Comprehensive overview of deep learning, covering fundamental concepts, architectures, and applications. Taught by Prof. Mitesh M. Khapra from IIT Madras.
29 Introduction to Deep Learning University Courses Dive into the fundamentals of deep learning with MIT's intensive bootcamp, covering cutting-edge topics in computer vision, natural language processing, and more.
30 Deep Learning for Self-Driving Cars University Courses Comprehensive exploration of deep learning techniques and their application to autonomous vehicle development. Gain practical experience and in-depth knowledge in this cutting-edge field.
31 Deep Learning at Oxford 2015 University Courses Comprehensive coverage of deep learning topics, delivered by a renowned expert. Includes hands-on demonstrations and code examples, suitable for beginners and advanced learners.
32 NYU Deep Learning University Courses Dive into the world of deep learning with this comprehensive Spring 2020 course from NYU. Learn advanced techniques from experienced instructors and access video lectures and course materials.
33 Deep Learning Course University Courses Comprehensive course on deep learning, covering fundamental concepts, neural network architectures, and hands-on implementation. Taught by experienced instructor from New York University.
34 Intro to Deep Learning & Generative Models University Courses Comprehensive course on deep learning fundamentals, generative models like VAEs and GANs, with hands-on tutorials using TensorFlow and PyTorch.
35 Deep Learning for Computer Vision University Courses Comprehensive course on deep learning techniques for computer vision, taught by renowned expert Andrej Karpathy. Covers image classification, object detection, and more.
36 Designing, Visualizing & Understanding Deep Neural Networks University Courses Explore the design principles, visualization tools, and theoretical understanding of deep neural networks in this comprehensive course. Ideal for students interested in AI, computer vision, and natural language processing.
37 Deep Learning University Courses Comprehensive deep learning course from Stanford University, covering neural networks, computer vision, NLP, and more. Hands-on projects and experienced instructors.
38 Deep Learning University Courses Learn top machine learning techniques, including linear regression and supervised learning, with hands-on implementation experience. Taught by experienced instructors from Stanford University.
39 Deep Learning Analysis University Courses Comprehensive course on deep learning theory, architectures, and applications. Gain hands-on experience with implementing and training deep neural networks.
40 Theories of Deep Learning University Courses Comprehensive exploration of the theoretical foundations of deep learning, covering representation learning, optimization, and generalization. Ideal for graduate students, researchers, and AI professionals.
41 Applied Deep Learning 2022 University Courses Comprehensive introduction to applied deep learning, covering the latest techniques and best practices. Hands-on experience in implementing and deploying deep learning models for real-world applications.
42 Deep Learning University Courses Comprehensive deep learning course from UC Berkeley covering neural networks, optimization, and real-world applications. Hands-on coding and experienced instructors.
43 Full Stack DL Bootcamp 2019 University Courses Comprehensive bootcamp covering the full stack of deep learning, from fundamentals to state-of-the-art models. Hands-on experience in building and deploying real-world deep learning applications.
44 Deep Learning University Courses Comprehensive introduction to deep learning, covering fundamental concepts, advanced topics, and hands-on exercises using popular frameworks like TensorFlow and PyTorch.
45 Deep Learning for Computer Vision University Courses Comprehensive course on deep learning for computer vision, covering CNN, RNN, GAN, and state-of-the-art models for image and video analysis.
46 Deep Learning for Artificial Intelligence University Courses Comprehensive course on deep learning principles, techniques, and real-world applications in AI, offered by Universitat Politècnica de Catalunya (UPC) in Barcelona.
47 Deep Learning: CS 182 University Courses Dive into the fundamentals of deep learning with this in-depth course, covering neural networks, optimization, and real-world applications in computer vision, NLP, and more.
48 Deep Unsupervised Learning University Courses Explore the latest developments in deep unsupervised learning, including GANs, VAEs, and more. Hands-on implementation and application of cutting-edge techniques.
49 Deep Unsupervised Learning University Courses Comprehensive exploration of deep learning techniques for unsupervised learning, including generative models, representation learning, and reinforcement learning. Hands-on experience and exposure to cutting-edge research.
50 Nvidia Machine Learning Class University Courses Comprehensive Nvidia Machine Learning Class covering supervised, unsupervised learning, deep learning, and more. Presented by experienced experts with real-world examples.
51 Deep Unsupervised Learning University Courses Explore cutting-edge deep learning techniques in generative models and self-supervised learning. Taught by renowned instructors at UC Berkeley.
52 Advanced Introduction to Machine Learning University Courses Comprehensive and in-depth exploration of fundamental machine learning concepts and techniques, including deep learning, clustering, kernel machines, and graphical models.
53 Deep Reinforcement Learning & Control University Courses Explore the latest advancements in deep reinforcement learning with this comprehensive course by leading expert Katerina Fragkiadaki. Gain hands-on experience and tackle complex decision-making problems.
54 Introduction to Machine Learning University Courses Comprehensive machine learning course from leading experts at ETH Zurich. Covers fundamentals, algorithms, and real-world applications. Free online video lectures.
55 Efficient Machine Learning University Courses Explore the latest advancements in efficient machine learning techniques at the MIT 6.5940 EfficientML.ai Lecture, Fall 2023. Learn from industry experts and gain insights into optimizing AI solutions.
56 Machine Learning Course University Courses Comprehensive machine learning course taught by renowned expert Nando de Freitas at the University of British Columbia (UBC). Covers supervised, unsupervised, deep, and reinforcement learning.
57 Advanced Machine Learning University Courses Explore the latest advancements in machine learning, including deep learning, Gaussian process regression, Bayesian optimization, and more, taught by an experienced professor at the Chennai Mathematical Institute.
58 PURDUE Machine Learning Summer School 2011 University Courses Comprehensive course covering supervised, unsupervised, deep, and reinforcement learning, taught by experienced Purdue University instructors. Hands-on exercises and access to valuable resources.
59 Introduction to Machine Learning University Courses Comprehensive course on machine learning fundamentals, including supervised, unsupervised, deep learning, and reinforcement learning. Taught by experts from Stanford.
60 Deep Multi-Task & Meta Learning University Courses Explore state-of-the-art multi-task learning and meta-learning algorithms in this graduate-level Stanford course, with a focus on coding problems and a course project.
61 Deep Multi-Task & Meta Learning I University Courses Explore state-of-the-art multi-task learning and meta-learning algorithms in this graduate-level course, preparing you for research in deep learning.
62 Machine Learning University Courses Comprehensive machine learning course from renowned professors at UC Berkeley, covering fundamental algorithms, deep learning models, and real-world applications.
63 Deep Reinforcement Learning University Courses Dive into the latest advancements in deep reinforcement learning with hands-on experience and expert guidance from UC Berkeley's CS 285 course.
64 Advanced Deep Learning University Courses Expand your knowledge of deep learning and reinforcement learning with this comprehensive course taught by renowned experts from University College London.
65 Machine Learning University Courses Comprehensive coverage of machine learning algorithms and techniques, hands-on experience with real-world datasets and projects, taught by an expert in the field, Bert Huang.
66 Mediterranean Machine Learning Summer School 2023 University Courses Comprehensive machine learning program with hands-on workshops, expert instruction, and networking opportunities in a scenic Mediterranean location.
67 Microsoft Research University Courses Explore the comprehensive Microsoft Research machine learning course, covering supervised, unsupervised, deep, and reinforcement learning techniques. Presented by leading experts.
68 Advanced Introduction to Machine Learning University Courses Comprehensive coverage of advanced machine learning concepts and algorithms, hands-on experience with real-world projects, and exposure to the latest advancements in deep learning and reinforcement learning.
69 Deep Reinforcement Learning University Courses Comprehensive course on deep reinforcement learning, taught by a leading expert. Hands-on assignments and projects to apply the concepts.
70 Deep Reinforcement Learning Bootcamp University Courses Comprehensive deep RL course led by renowned experts from Berkeley, covering Markov Decision Processes, DQN, policy gradients, and more. Hands-on demos and code examples.
71 Deep Learning for Natural Language Processing University Courses Explore the latest advancements in deep learning for natural language processing, including speech recognition, language translation, and text analysis. Gain practical experience in implementing these cutting-edge techniques.
72 Natural Language Processing with Deep Learning University Courses Gain a thorough introduction to cutting-edge neural networks for natural language processing and the latest advancements in large language models.
73 Recent Advances on Foundation Models University Courses Explore the latest developments in foundation models, a powerful machine learning technology, through this graduate-level course at the University of Waterloo.
74 Autonomous Vehicle System Engineering University Courses Comprehensive course on autonomous vehicle design, covering deep learning, computer vision, and control theory. Hands-on projects and simulations for practical experience.
75 DeepRob Winter 2023 University Courses Comprehensive course on deep learning and its applications in robotics, offered by the University of Michigan on YouTube. Covers the latest advancements and provides hands-on experience.
76 Speech Recognition and Understanding University Courses Comprehensive introduction to speech recognition and understanding, covering theoretical foundations and practical applications. Taught by Prof. Shinji Watanabe.

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