Sequence to Sequence Models Courses and Certifications

Toronto Machine Learning Series (TMLS)

Pre-Trained Multilingual Sequence to Sequence Models for NMT - Tips, Tricks and Challenges

Explore pre-trained multilingual sequence-to-sequence models for Neural Machine Translation. Learn adaptation techniques, training tips, and evaluation strategies while addressing challenges in implementation.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

UofU Data Science

Introduction to Machine Translation with Sequence-to-Sequence Models

Master sequence-to-sequence modeling fundamentals and applications in machine translation, focusing on neural network architectures and practical implementation techniques.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Sequence Models

31231 ratings at Coursera

Master sequence models for NLP tasks, including RNNs, LSTMs, and transformers. Apply these techniques to speech recognition, language modeling, and machine translation.

• Coursera
• 1 day 13 hours 7 minutes
• On-Demand
• Paid Course

Introduction to Attention-Based Neural Networks

58 ratings at LinkedIn Learning

Learn what attention-based models are, how they work, and what they can do for recurrent neural networks.

• LinkedIn Learning
• 2 hours 11 minutes
• On-Demand
• Free Trial Available

Graham Neubig

Multilingual Natural Language Processing 2020

Explore multilingual NLP techniques from typology to machine translation, covering cross-lingual transfer, speech processing, and low-resource language challenges.

• YouTube
• 17 hours 52 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Certificate

Center for Language & Speech Processing(CLSP), JHU

Machine Translation 1

Dive into foundational machine translation concepts and techniques through comprehensive coverage of statistical and neural approaches to automated language translation.

• YouTube
• 2 hours 55 minutes
• On-Demand
• Free Video

UofU Data Science

Introduction to Neural Machine Translation and Language Processing

Master the fundamentals of neural machine translation, from embedding matrices and RNNs to advanced concepts like teacher forcing, decoding methods, and BLEU score evaluation metrics.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Natural Language Processing with Sequence Models

1180 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
• On-Demand
• Paid Course

Encoder-Decoder Architecture with Google Cloud

Discover how encoder-decoder models power translation and text generation using Google Cloud's beginner-friendly tools and architecture.

• Udacity
• 1 hour
• On-Demand
• Free Online Course

Computing With Natural Language

Learn advanced techniques like word embeddings, deep learning attention, and more. Build a machine translation model using recurrent neural network architectures.

• Udacity
• 25 hours
• On-Demand
• Paid Course

Graham Neubig

CMU Multilingual NLP - Machine Translation-Sequence-to-Sequence Models

Explore conditional language modeling, sequence-to-sequence models, generation methods, attention mechanisms, and transformers in multilingual natural language processing.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Simons Institute

Towards Sequence-to-Sequence Models Without Activation Functions

Explore how high-order interactions can replace activation functions in neural networks, examining their effectiveness in image recognition, arithmetic tasks, and language modeling.

• YouTube
• 56 minutes
• On-Demand
• Free Video

UofU Data Science

Sequence-to-Sequence Models Through the Lens of Neural Machine Translation

Explore sequence-to-sequence models and neural machine translation fundamentals in this comprehensive data science presentation from University of Utah.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Machine Learning on Google Cloud: Sequence and Text Models

47 ratings at Udemy

Advanced Machine Learning on Google Cloud: Sequence Models & NLP (Natural Language Processing) on Google Cloud

• Udemy
• 3 hours 29 minutes
• On-Demand
• Paid Course