Long short-term memory (LSTM) Courses and Certifications

Augmented Startups

Crop Yield Forecasting with LSTM Models for Precision Agriculture

Master data-driven crop yield forecasting using LSTM models, from data cleaning to interactive predictions. Build a complete predictive modeling pipeline for precision agriculture applications.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Intermediate Deep Learning with PyTorch

Learn about fundamental deep learning architectures such as CNNs, RNNs, LSTMs, and GRUs for modeling image and sequential data.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

MLCon | Machine Learning Conference

Long Short-Term Memory - LSTM Models with TensorFlow

Dive into LSTM implementation using TensorFlow's Python API for natural language understanding. Learn the math and code behind this powerful RNN architecture in a hands-on session.

• YouTube
• 1 hour
• Self-Paced
• Conference Talk

Natural Language Processing in TensorFlow

6537 ratings at Coursera

Learn to process text, tokenize sentences, and apply RNNs, GRUs, and LSTMs in TensorFlow for natural language processing tasks, including sentiment analysis and poetry generation.

• Coursera
• 23 hours 7 minutes
• Self-Paced
• Paid Course

Introduction to Long Short Term Memory (LSTM) Training

This comprehensive course on Long Short-Term Memory (LSTM) equips you with the skills to build advanced sequence models for time series forecasting and natural language processing. Begin by understanding the fundamentals of Recurrent Neural Networks (RNN…

• Coursera
• 2 hours 16 minutes
• Self-Paced
• Paid Course

Sequence Models & The Dawn of Attention

Discover why RNNs and LSTMs fail with long sequences, then master attention mechanisms by building QKV paradigms and reusable PyTorch modules from scratch.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Introduction to RNNs for Time Series Analysis

Master RNN, LSTM, and GRU models for time series forecasting and classification with hands-on techniques for univariate and multivariate data analysis.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Career Certificate

Introduction to RNN for Time Series Forecast with TensorFlow

Master RNN, LSTM, and GRU techniques in TensorFlow for time series preprocessing, modeling, forecasting, and classification across univariate and multivariate datasets.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate
• 4 courses

Introduction to RNNs for Time Series Analysis

Master RNN, LSTM, and GRU models for time series forecasting and classification using PyTorch with hands-on data preprocessing, model building, and performance evaluation techniques.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Career Certificate

RNNs for Time Series with PyTorch

Master time series forecasting using PyTorch by building RNNs, LSTMs, and GRUs for univariate and multivariate data, progressing to advanced hybrid models and attention mechanisms.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate
• 4 courses

Natural Language Processing with Sequence Models

1183 ratings at Coursera

Train neural networks for sentiment analysis, text generation, named entity recognition, and question comparison using advanced NLP techniques like GLoVe embeddings, GRUs, LSTMs, and Siamese models.

• Coursera
• 21 hours 6 minutes
• Self-Paced
• Paid Course

Deep Learning with Keras and Tensorflow

1034 ratings at Coursera

Discover hidden structures in unstructured data using TensorFlow. Learn to build and apply deep learning models for various data types to solve real-world problems.

• Coursera
• 23 hours 21 minutes
• Self-Paced
• Paid Course

Stanford CS224N - Natural Language Processing with Deep Learning 2023

Master cutting-edge neural networks for NLP, from word vectors to Transformers, with hands-on tutorials covering RNNs, attention mechanisms, and modern language models.

• YouTube
• 1 day 5 hours 12 minutes
• Self-Paced
• Free Video

Stanford CS224N - Natural Language Processing with Deep Learning - Winter 2021

Master neural networks, transformers, and attention mechanisms for text processing, translation, and language generation through Stanford's comprehensive deep learning approach.

• YouTube
• 1 day 7 hours 31 minutes
• Self-Paced
• Free Video

Coursera

Fake News Detection with Machine Learning

265 ratings at Coursera

Train a bidirectional LSTM model to automatically detect fake news, enabling media companies to efficiently identify misinformation without manual review of numerous articles.

• Coursera
• 1 hour 55 minutes
• Self-Paced
• Paid Course