Encoder-Decoder Models Courses and Certifications

Shaping the Future of AI from the History of Transformer Architectures - Stanford CS25

Explore the evolution of Transformer architectures and AI development with OpenAI researcher Hyung Won Chung, focusing on historical motivations and future projections in the field.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

Google Cloud;  Google

Natural Language Processing on Google Cloud

522 ratings at Coursera

Explore NLP on Google Cloud: from APIs to advanced models. Learn AutoML, custom training, and end-to-end workflows using Vertex AI and TensorFlow. Covers text representation, neural networks, and state-of-the-art techniques.

• Coursera
• 13 hours 17 minutes
• On-Demand
• Free Online Course (Audit)

Create Image Captioning Models

19 ratings at Coursera

Learn to build deep learning models that generate captions for images, covering encoder-decoder architecture, training techniques, and evaluation methods for practical implementation.

• Coursera
• 52 minutes
• On-Demand
• Free Online Course (Audit)

Alexander Amini;  MIT

MIT 6.S191 - Automatic Speech Recognition

Explore automatic speech recognition with Rev.com experts, covering data selection, speech input processing, and advanced ASR techniques like attention-based models and language modeling.

• YouTube
• 42 minutes
• On-Demand
• Free Online Course

Graham Neubig

Neural Nets for NLP 2019 - Attention

Explore attention mechanisms in neural networks for NLP, covering basic concepts, improvements, specialized varieties, and a case study on the Transformer model.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Online Course

Graham Neubig

Neural Nets for NLP 2017 - Conditioned Generation

Explore encoder-decoder models, conditional generation, ensembling, and evaluation techniques for neural networks in natural language processing. Gain insights into advanced NLP concepts and practical applications.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Online Course

Graham Neubig

CMU Advanced NLP 2021 - Conditional Generation

Learn advanced NLP techniques for conditional generation, including encoder-decoder models, search algorithms, ensembling, and evaluation methods. Explore applications in translation, summarization, and dialogue systems.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Online Course

Graham Neubig

Neural Nets for NLP 2021 - Conditioned Generation

Explore encoder-decoder models, conditional generation, search techniques, ensembling, evaluation methods, and various data types for conditioning in neural network-based natural language processing.

• YouTube
• 45 minutes
• On-Demand
• Free Online Course

Graham Neubig

Neural Nets for NLP 2020: Conditioned Generation

Learn about encoder-decoder models, conditional generation, search techniques, and evaluation methods for neural networks in natural language processing.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Online Course

Abhishek Thakur

Introduction to T5 for Sentiment Span Extraction

Explore T5's text-to-text approach for NLP tasks, focusing on sentiment span extraction in tweets. Learn about multi-task learning and its potential impact on industrial NLP applications.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Online Course

Create Image Captioning Models

Learn to build deep learning models that generate captions for images, covering encoder-decoder architecture, training, and evaluation techniques.

• Google Cloud Skills Boost
• 30 minutes
• On-Demand
• Free Certificate

CodeEmporium

Transformers - From Zero to Hero

Comprehensive deep dive into transformer architecture, covering key concepts from self-attention to tokenization. Includes hands-on coding for both encoder and decoder implementations.

• YouTube
• 3 hours 35 minutes
• On-Demand
• Free Online Course

NDC Conferences

Lost and Found in Translation - An Intro to ML Assisted Decompilation and Deobfuscation

Explore ML-assisted decompilation and deobfuscation, covering large language models, neural machine translation, and their applications in reverse engineering and security auditing.

• YouTube
• 54 minutes
• On-Demand
• Conference Talk

Create Image Captioning Models - בעברית

למדו ליצור מודלים להוספת כיתוב לתמונות באמצעות למידה עמוקה, כולל מקודד ומפענח, אימון והערכת ביצועים. בסיום תוכלו ליישם את הידע ליצירת כיתובים לתמונות.

• Coursera
• 52 minutes
• On-Demand
• Free Online Course (Audit)