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#Long short-term memory (LSTM)

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Machine Translation

2 rewiews
Explore AI-powered language translation, from statistical models to neural networks. Learn about RNNs, LSTMs, and sequence-to-sequence models, with a practical English-to-French translation example.
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13 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Jeff Heaton

Programming LSTM with Keras and TensorFlow

1 rewiews
Explore LSTM and GRU layers for recurrent neural networks in Keras, laying the groundwork for NLP and time series prediction with practical examples and implementations.
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17 Lesons
28 minutes
On-Demand
Free-Video
University of Central Florida

Pixel Recurrent Neural Networks

0 rewiews
Explore cutting-edge image generation techniques, focusing on Pixel Recurrent Neural Networks. Learn about model architectures, RNN concepts, and LSTM equations for advanced AI applications.
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13 Lesons
30 minutes
On-Demand
Free-Video
Simons Institute

Computational Benefits and Limitations of Transformers and State-Space Models

0 rewiews
Explore mechanisms enabling retrieval, copying, and length generalization in language models. Compare Transformers' excellence with LSTM and state-space models' limitations in sequence modeling tasks.
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1 Lesons
51 minutes
On-Demand
Free-Video

Natural Language Processing

0 rewiews
Explore natural language processing (NLP) concepts, review Text preprocessing and data cleaning, learn forward propagation and back propagation in neural networks, Word Embedding using Keras and deep learning with examples
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29 Lesons
10 hours
On-Demand
Free-Video

Deep Learning with Keras - Python

0 rewiews
Explore deep learning concepts and implement models using Keras in Python. Learn about neural networks, CNNs, RNNs, LSTM, and more for practical applications like chatbots.
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10 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Python Engineer

TensorFlow 2 Beginner Course

0 rewiews
Comprehensive introduction to TensorFlow 2.0 and Keras, covering key concepts and practical applications in deep learning through hands-on projects and real-world examples.
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12 Lesons
3 hours 19 minutes
On-Demand
Free-Video
Python Engineer

PyTorch Time Sequence Prediction With LSTM - Forecasting Tutorial

0 rewiews
Learn to predict time sequences using PyTorch and LSTMs. Create sine waves, build an LSTM model, implement a training loop, and perform final testing for accurate forecasting.
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5 Lesons
30 minutes
On-Demand
Free-Video
Brandon Rohrer

Recurrent Neural Networks and Long Short-Term Memory

0 rewiews
Explore recurrent neural networks and LSTM, their applications in sequence prediction, and practical uses in machine learning and AI.
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7 Lesons
26 minutes
On-Demand
Free-Video
USENIX

Models on the Move: Towards Feasible Embedded AI for Intrusion Detection on Vehicular CAN Bus

0 rewiews
Innovative AI model for efficient intrusion detection on vehicular CAN bus, enhancing automotive cybersecurity with high accuracy and low latency using FPGA hardware acceleration.
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1 Lesons
18 minutes
On-Demand
Free-Video
ADC - Audio Developer Conference

Leveraging Pruning and Quantization for Efficient Real-Time Audio Applications

0 rewiews
Explore pruning and quantization techniques to enhance efficiency of complex audio models for real-time processing in resource-constrained environments. Gain insights into model compression for audio applications.
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1 Lesons
31 minutes
On-Demand
Free-Video
Venelin Valkov

Multivariate Time Series Forecasting with LSTM Using PyTorch and PyTorch Lightning - ML Tutorial

0 rewiews
Learn to build and train an LSTM Deep Neural Network for Bitcoin price prediction using multivariate time series data, PyTorch, and PyTorch Lightning. Covers dataset creation, model building, and prediction analysis.
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6 Lesons
46 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Long Short-Term Memory (LSTM), Clearly Explained

0 rewiews
Clear explanation of Long Short-Term Memory (LSTM) neural networks, their advantages over basic RNNs, and how they handle larger data sequences without gradient problems. Includes step-by-step breakdown of LSTM stages.
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6 Lesons
21 minutes
On-Demand
Free-Video
Strange Loop Conference

Comedy Writing With Small Generative Models

0 rewiews
Explore the evolution of generative text models in comedy, from ngrams to transformers. Learn how model properties affect output and discover the enduring value of small language models in AI-driven humor.
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1 Lesons
43 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Music Theory Concepts for Melody Generation

0 rewiews
Explore essential music theory concepts for encoding melodies and training neural networks in AI-driven music generation, focusing on key elements like pitch notation, time signatures, and scales.
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14 Lesons
39 minutes
On-Demand
Free-Video
Yannic Kilcher

Predictive Coding Approximates Backprop Along Arbitrary Computation Graphs - Paper Explained

0 rewiews
Explores how predictive coding can approximate backpropagation in neural networks, bridging neuroscience and machine learning. Discusses implications for biologically plausible deep learning algorithms.
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9 Lesons
48 minutes
On-Demand
Free-Video
AI Bites

XLSTM: Understanding Extended LSTMs with sLSTM and mLSTM Architecture

0 rewiews
Delve into the evolution of LSTM networks, exploring how XLSTM's innovative sLSTM and mLSTM components enable parallel processing and compete with transformers in sequence-related tasks.
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15 Lesons
14 minutes
On-Demand
Free-Video
Discover AI

Matrix Long Short-Term Memory (mLSTM) - A New Alternative to Transformer LLMs

0 rewiews
Explore the innovative xLSTM architecture and its matrix-based approach to neural networks, comparing its potential advantages over traditional transformer models in language processing.
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1 Lesons
23 minutes
On-Demand
Free-Video
Data Science Courses

Recurrent Neural Networks and Backpropagation Through Time - Lecture 8

0 rewiews
Dive into recurrent neural networks, exploring LSTM, GRU architectures, and advanced concepts like backpropagation through time and gradient challenges in deep learning implementations.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
The Full Stack

Recurrent Neural Networks - Full Stack Deep Learning - Spring 2021

0 rewiews
Explore Recurrent Neural Networks: architecture, challenges, solutions, and applications. Dive into LSTMs, bidirectionality, attention mechanisms, CTC loss, and non-recurrent sequence models like WaveNet.
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9 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

AudioGen- Textually Guided Audio Generation - Paper Explained

0 rewiews
Explore text-guided audio synthesis with AudioGen, delving into its architecture, audio representation, language modeling, and innovative approaches for generating diverse sounds from textual descriptions.
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13 Lesons
37 minutes
On-Demand
Free-Video
Nicholas Renotte

Sign Language Detection Using Action Recognition with Python - LSTM Deep Learning Model

0 rewiews
Learn to build a sign language detection system using action recognition, LSTM, and Python. Extract keypoints, create datasets, train deep learning models, and make real-time predictions for sign language interpretation.
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17 Lesons
2 hours 27 minutes
On-Demand
Free-Video
Venelin Valkov

LSTM Time Series Prediction Tutorial Using PyTorch in Python - Coronavirus Daily Cases Forecasting

0 rewiews
Learn to forecast Coronavirus cases using LSTM and PyTorch. Covers data preprocessing, model building, training, evaluation, and future predictions with real-world time series data.
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9 Lesons
1 hour 1 minute
On-Demand
Free-Video
StatQuest with Josh Starmer

Long Short-Term Memory with PyTorch + Lightning

0 rewiews
Learn to implement and train LSTM networks using PyTorch and Lightning, covering custom LSTM coding, PyTorch's built-in LSTM, and advanced training techniques for deep learning projects.
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12 Lesons
33 minutes
On-Demand
Free-Video
Krish Naik

LSTM Recurrent Neural Network In Depth Intuition

0 rewiews
Gain in-depth intuition on LSTM Recurrent Neural Networks, exploring memory cells, operations, and layers for advanced understanding of this powerful deep learning architecture.
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6 Lesons
23 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP - Recurrent Networks for Sentence or Language Modeling

0 rewiews
Explore recurrent networks, LSTMs, and their applications in sentence modeling and NLP. Learn about vanishing gradients, pre-training, and the strengths and weaknesses of recurrent models.
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18 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2017 - Recurrent Neural Networks

0 rewiews
Comprehensive lecture on recurrent neural networks, covering their architecture, challenges, and applications in NLP, with emphasis on LSTMs and practical implementation techniques.
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18 Lesons
1 hour 1 minute
On-Demand
Free-Video
Graham Neubig

CMU Advanced NLP: Recurrent Neural Networks

0 rewiews
Explore recurrent neural networks, LSTMs, and their applications in NLP, covering long-distance dependencies, prediction types, and optimization techniques for advanced language processing tasks.
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14 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Alexander Amini

Recurrent Neural Networks, Transformers, and Attention

0 rewiews
Explore recurrent neural networks, transformers, and attention mechanisms in deep learning. Learn design principles, applications, and advanced concepts like LSTM and backpropagation through time.
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19 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Aladdin Persson

Pytorch Text Generator With Character Level LSTM

0 rewiews
Learn to build a character-level LSTM text generator in PyTorch, focusing on generating new baby names. Explore practical implementation of RNNs for creative text generation tasks.
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1 Lesons
29 minutes
On-Demand
Free-Video
Yannic Kilcher

RWKV- Reinventing RNNs for the Transformer Era

0 rewiews
Explore RWKV, a novel architecture combining Transformer and RNN strengths. Learn about its linear attention mechanism, scalability, and performance in NLP tasks.
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11 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Alfredo Canziani

Parameter Sharing - Recurrent and Convolutional Nets

0 rewiews
Explore parameter sharing in recurrent and convolutional neural networks, covering hypernetworks, RNNs, LSTMs, attention mechanisms, and ConvNets, with insights on architecture, training, and biological inspiration.
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29 Lesons
2 hours
On-Demand
Free-Video
Alfredo Canziani

Recurrent Neural Networks, Vanilla and Gated - LSTM

0 rewiews
Explore recurrent neural networks, including LSTM, covering architectures, training methods, and practical implementations using PyTorch for sequence-based tasks in deep learning.
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15 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Alfredo Canziani

CNN Applications, RNN, and Attention

0 rewiews
Explore CNN applications in digit recognition, object detection, and semantic segmentation. Dive into RNNs, addressing their challenges with attention mechanisms, GRUs, LSTMs, and Seq2Seq models.
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7 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Long Short Term Memory Networks Explained Easily

0 rewiews
Comprehensive explanation of LSTM networks, comparing them to simple RNNs and exploring their architecture and mathematical foundations for improved sequence learning.
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14 Lesons
28 minutes
On-Demand
Free-Video
tinyML

A Technique for Extreme Compression of LSTM Models

0 rewiews
Explore extreme LSTM compression using sparse structured additive matrices. Learn doping techniques, co-matrix adaptation, and regularization for state-of-the-art accuracy at high compression factors in NLP applications.
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23 Lesons
53 minutes
On-Demand
Free-Video
Wolfram

AI-Based Environmentally Sustainable Cardiovascular Disease Diagnostic

0 rewiews
Explore an LSTM-based diagnostic tool for CVDs, reducing misdiagnoses and medical waste while achieving high accuracy in disease detection.
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1 Lesons
26 minutes
On-Demand
Free-Video
Strange Loop Conference

The Idea Becomes a Machine That Makes the Art

0 rewiews
Exploring human-machine collaboration in art creation, inspired by Sol LeWitt's Wall Drawings. Investigates the boundaries between idea, execution, and artistic authorship using AI and human interpretations.
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1 Lesons
39 minutes
On-Demand
Free-Video
Strange Loop Conference

Narrated Reality

0 rewiews
Explore neural networks for creative language applications, from expressive image captioning to AI-generated screenplays, with insights on new interfaces and forms for written expression.
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37 Lesons
39 minutes
On-Demand
Free-Video
GOTO Conferences

On the Road to Artificial General Intelligence

0 rewiews
Explore the evolution of AI through game engines, simulations, and reinforcement learning. Discover how these technologies are advancing the quest for Artificial General Intelligence.
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16 Lesons
50 minutes
On-Demand
Free-Video
GOTO Conferences

On the Road to Artificial General Intelligence

0 rewiews
Exploring the potential of game engines as virtual biodomes for AI evolution, showcasing advancements in reinforcement learning and the path towards Artificial General Intelligence.
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13 Lesons
36 minutes
On-Demand
Free-Video
EuroPython Conference

Deep Learning Your Broadband Network at Home

0 rewiews
Automate internet speed tests, log data, and analyze time series using Python. Learn data mining, visualization, and anomaly detection techniques like ARIMA and LSTM for broadband network performance.
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27 Lesons
42 minutes
On-Demand
Free-Video
EuroPython Conference

May the Fuzz Be with You

0 rewiews
Explore how LSTM neural networks and Python can generate AI-driven test inputs for software testing and network security, improving upon traditional fuzzing techniques.
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1 Lesons
25 minutes
On-Demand
Free-Video
EuroPython Conference

Why Transformers Work

0 rewiews
Explore the inner workings of transformers in machine learning, their advantages over RNNs, and applications in NLP and dialogue handling, with live demos and clear explanations.
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12 Lesons
44 minutes
On-Demand
Free-Video
DigitalSreeni

Text Prediction Using LSTM

0 rewiews
Learn to train LSTM networks for English text prediction, covering data preparation, model architecture, and character-level forecasting techniques.
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15 Lesons
29 minutes
On-Demand
Free-Video
Devoxx

Music Generation with Magenta - Using Machine Learning in the Arts

0 rewiews
Explore machine learning for music generation using Magenta. Learn about neural networks, train models on your style, and create new rhythms, melodies, and audio clips.
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27 Lesons
46 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Deep Learning in NLP and Beyond - 2015

0 rewiews
Explore advanced machine learning in NLP, focusing on recurrent neural networks and deep learning. Gain insights into future research directions for developing language-understanding machines.
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12 Lesons
57 minutes
On-Demand
Free-Video
Alexander Amini

MIT 6.S191 - Recurrent Neural Networks

0 rewiews
Comprehensive lecture on Recurrent Neural Networks, covering theory, implementation, and applications. Explores sequence modeling, LSTM, attention mechanisms, and practical examples in deep learning.
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15 Lesons
1 hour 1 minute
On-Demand
Free-Video