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#Word Embeddings

Showing: 53 courses

Deep Learning with Keras - Python

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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
The AI University

Natural Language Processing

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This course provides an understanding of natural language processing, its tools, techniques, philosophy and principle. It will cover Tokenization, Stop Words and Word Embedding.
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8 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Institute for Advanced Study

Successes and Challenges in Neural Models for Speech and Language - Michael Collins

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Explore neural models' impact on speech and language processing, examining successes, challenges, and key architectures in parsing, word embeddings, and transformers.
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14 Lesons
45 minutes
On-Demand
Free-Video
Institut Henri Poincaré

When Your Big Data Seems Too Small: Accurate Inferences Beyond the Empirical Distribution - Part 2

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Explore advanced techniques for accurate distribution inferences with limited data. Learn to de-noise empirical distributions, estimate population spectra, and recover low-rank matrix approximations.
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1 Lesons
56 minutes
On-Demand
Free-Video
UofU Data Science

Neural Classification with Word Embeddings - PyTorch Tutorial

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Master neural classification techniques and word embeddings implementation in PyTorch through hands-on practice with essential deep learning concepts and practical applications.
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1 Lesons
1 hour 23 minutes
On-Demand
Free-Video
UofU Data Science

Vector Semantics and Word Embeddings in Data Science

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Dive into the mathematical foundations of vector semantics and word embeddings, exploring how words are represented as numerical vectors for natural language processing applications.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
UofU Data Science

Vector Semantics and Word Embeddings in Natural Language Processing

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Dive into vector semantics and word embeddings, exploring representation learning, distributional hypothesis, word2vec implementation, and their practical applications in natural language processing.
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7 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Introduction to Language Modeling: From N-grams to Neural Networks

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Explore the evolution of language modeling, from n-grams to neural architectures, covering key concepts like embeddings, transformers, and RLHF implementations.
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6 Lesons
1 hour 20 minutes
On-Demand
Free-Video
LiquidBrain Bioinformatics

Word Embedding with Keras - A RStudio Tutorial

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Learn word embedding techniques using Keras in RStudio. Covers theory, concepts, and practical implementation, including Keras basics and machine learning fundamentals for natural language processing.
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6 Lesons
42 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2019 - Word Vectors

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Explore word embeddings, their training methods, evaluation techniques, and advanced concepts in natural language processing. Learn to represent words numerically for machine learning applications.
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20 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Graham Neubig

CMU Neural Nets for NLP 2018 - Models of Words

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Explore neural network techniques for natural language processing, focusing on word models, embeddings, and evaluation methods. Learn about distributional representations and their applications in NLP systems.
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21 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Graham Neubig

CMU Advanced NLP: Bias and Fairness

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Explore types of bias in NLP models, detection techniques, and mitigation strategies for fairer language processing systems.
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21 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Open Data Science

Social Biases in Text Representations and Their Mitigation

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Explore social biases in text representations and their mitigation with NLP expert Danushka Bollegala. Learn about gender bias, word embeddings, masked language models, and multi-lingual bias evaluation in AI systems.
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9 Lesons
43 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2021 - Distributional Semantics and Word Vectors

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Explore distributional semantics and word vectors in NLP, covering techniques like skip-grams, CBOW, and advanced methods. Learn to evaluate, visualize, and apply word embeddings effectively.
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29 Lesons
43 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Decoder-Only Transformers, ChatGPT's Specific Transformer, Clearly Explained

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Comprehensive explanation of Decoder-Only Transformers used in ChatGPT, covering word embedding, position encoding, masked self-attention, and output generation, with comparisons to normal Transformers.
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12 Lesons
37 minutes
On-Demand
Free-Video
Data Science Dojo

Introduction to Natural Language Processing

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Explore NLP fundamentals, including language models, part-of-speech tagging, and word embeddings. Learn real-world applications and core technologies in this AI and linguistics subfield.
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1 Lesons
51 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Transformer Neural Networks, ChatGPT's Foundation, Clearly Explained

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Clear explanation of Transformer Neural Networks, the foundation of ChatGPT and modern AI. Covers key concepts like word embedding, self-attention, and encoder-decoder architecture.
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13 Lesons
36 minutes
On-Demand
Free-Video
CodeEmporium

Transformer Encoder in 100 Lines of Code

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Learn to implement a Transformer Encoder from scratch in Python. Explore key concepts like attention mechanisms, layer normalization, and feed-forward networks through hands-on coding.
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25 Lesons
50 minutes
On-Demand
Free-Video
Launchpad

Applied Machine Learning for Startups - Arshak Navruzyan

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Applied ML strategies for startups: practitioner training, team structures, guidelines, and cutting-edge techniques in NLP and deep learning.
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14 Lesons
32 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Mathematics of Machine Learning: An Introduction - Lecture 1

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Comprehensive introduction to machine learning fundamentals, covering mathematical formalization, deep learning concepts, optimization techniques, and real-world applications in various domains.
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50 Lesons
1 hour 43 minutes
On-Demand
Free-Video
tinyML

Structured Quantization for Neural Network Language Model Compression

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探讨神经网络语言模型的结构化量化压缩技术,展示如何在不损失性能的情况下实现70-100倍的高压缩率,适用于资源受限场景。
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21 Lesons
32 minutes
On-Demand
Free-Video
Krish Naik

Complete Natural Language Processing Machine Learning Tutorial

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Comprehensive NLP tutorial covering tokenization, preprocessing, encoding, and word embeddings. Practical implementations and in-depth explanations for beginners and intermediate learners.
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11 Lesons
3 hours 53 minutes
On-Demand
Free-Video
3Blue1Brown

Visual Introduction to Transformers and GPTs - Deep Learning Chapter 5

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Visual introduction to transformers and GPTs, covering key concepts like word embeddings, deep learning premise, and softmax. Explores the inner workings of these models with clear animations and explanations.
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9 Lesons
27 minutes
On-Demand
Free-Video
GOTO Conferences

Inside GPT - Large Language Models Demystified

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Demystifying GPT algorithms: architecture, inner workings, and practical applications. Explore NLP fundamentals, train models, and learn to leverage ChatGPT and GPT4 for innovative solutions.
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15 Lesons
47 minutes
On-Demand
Free-Video
Wolfram

What Is ChatGPT Doing and Why Does It Work? - Episode 6

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Explore the inner workings of ChatGPT and large language models, from word embedding to sentence generation, with insights on vector representation and randomness in AI-generated text.
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10 Lesons
18 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Quantifying and Reducing Gender Stereotypes in Word Embeddings

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Hands-on exploration of gender biases in word embeddings, quantifying stereotypes, and implementing techniques to reduce bias in natural language processing applications.
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1 Lesons
56 minutes
On-Demand
Free-Video
RSA Conference

Machine Learning Toolbox for Cybersecurity Risk Management

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Explore machine learning techniques for cybersecurity risk assessment, including topic modeling, word embedding, and PCA. Learn to identify unknown risks and profile incidents effectively.
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9 Lesons
30 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

The Meaning and Measurement of Bias - Lessons from NLP

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Explore the complexities of bias in NLP, covering measurement processes, construct validity, and fairness evaluation. Gain insights into representational harms and practical examples in word embeddings.
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17 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Black Hat

Death to the IOC - What's Next in Threat Intelligence

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Explore ML-driven automation for cyber threat intelligence, including custom entity extraction and attack pattern identification, moving beyond traditional IOC approaches.
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14 Lesons
26 minutes
On-Demand
Free-Video
Strange Loop Conference

Poetry - Teaching Versification to a Neural Network

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Explore poetry generation using neural networks, balancing constraints and expression. Learn techniques to spot and create poetry with minimal assumptions, touching on classical rules and deep learning models.
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16 Lesons
43 minutes
On-Demand
Free-Video
Security BSides San Francisco

Attacking Deep Learning-Based NLP Systems

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Explore vulnerabilities in deep learning NLP systems, focusing on word embeddings. Learn to manipulate training data and inject into real-world applications, with emphasis on security implications.
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7 Lesons
31 minutes
On-Demand
Free-Video
IEEE

Humpty Dumpty - Controlling Word Meanings via Corpus Poisoning

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Explore how attackers can manipulate word embeddings through corpus modifications, affecting downstream NLP tasks and fooling defenses. Learn about implications for information retrieval and translation.
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1 Lesons
17 minutes
On-Demand
Free-Video
Devoxx

NLP in Feedback Analysis

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Explore cutting-edge NLP techniques for feedback analysis, including topic detection and sentiment analysis. Learn about word embedding, neural network models, and their real-world applications in text analytics.
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23 Lesons
42 minutes
On-Demand
Free-Video
Web Summit

Wrangling the World's Biggest Data Set

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Explore challenges and solutions in analyzing social media data for business insights, including noise reduction, volume management, and privacy considerations.
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8 Lesons
25 minutes
On-Demand
Free-Video
EuroPython Conference

I Hate You, NLP

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Explore sentiment analysis in Python, from basic semantic mapping to advanced machine learning techniques. Learn pitfalls, see hands-on code, and discover tools for accurate emotion detection in text data.
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22 Lesons
43 minutes
On-Demand
Free-Video
EuroPython Conference

Un Vector por Tu Palabra

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Exploración de representación distribuida de palabras y su aplicación en clasificación de textos de redes sociales, utilizando el ecosistema científico de Python para experimentos replicables.
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1 Lesons
36 minutes
On-Demand
Free-Video
EuroPython Conference

Why Transformers Work

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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
MLCon | Machine Learning Conference

An Introduction to Natural Language Generation

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Explore natural language generation through real-world examples, deep learning techniques, and transformer models. Learn about word embeddings, BERT, GPT, and practical applications in various domains.
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18 Lesons
49 minutes
On-Demand
Free-Video
Scala Days Conferences

Deep Learning and NLP with Spark

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Explore deep learning and NLP using Spark, focusing on LSTM neural networks for complex language tasks. Includes real-time visualizations and Spark Notebook demonstrations.
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23 Lesons
45 minutes
On-Demand
Free-Video
NDC Conferences

Automatically Categorizing News Articles on NRK.no

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Explore machine learning techniques for automatic news article categorization, including word embeddings, clustering, and supervised learning, with insights on real-world implementation in production environments.
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1 Lesons
38 minutes
On-Demand
Free-Video
OpenSource Connections

A Practical Approach for Few Shot Learning with SetFit - Haystack EU 2023

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Explore SetFit for few-shot learning in classification and ranking, with a focus on legal research applications. Discover its potential to outperform GPT-3 in label-scarce settings.
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1 Lesons
28 minutes
On-Demand
Free-Video
GOTO Conferences

Discovering Research Ideas Using Semantic Vectors and Machine Learning

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Explore semantic vectors and machine learning for research idea discovery, enhancing content discoverability across disciplines using UNSILO's innovative approach to concept extraction and semantic mapping.
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16 Lesons
49 minutes
On-Demand
Free-Video
Devoxx

Word Embeddings from Deep Space Nine using Machine Learning

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Explore word embedding techniques using Star Trek Deep Space Nine scripts, from Bag of Words to BERT, with practical insights for production environments.
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14 Lesons
43 minutes
On-Demand
Free-Video
OpenSource Connections

How Far is the Empire State Building from the Eiffel Tower? Semantic Vectors in Travel Discovery - Haystack US 2023

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Explore semantic vector applications in travel marketplaces for improved recommendations, ranking, and ad optimization. Learn about evolving algorithms and practical advice for implementation.
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1 Lesons
45 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Deep Learning in NLP and Beyond - 2015

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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
Institute for Pure & Applied Mathematics (IPAM)

Discovering Pattern and Structure in Cultural Traces: Death and Dreams in Low Dimensions

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Explore data-efficient methods for analyzing large corpora using word embeddings and sparse dictionary learning. Discover patterns in violent death reports and dream narratives through innovative topic modeling techniques.
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1 Lesons
57 minutes
On-Demand
Free-Video
DataLearning@ICL

Tackling Fairness, Change, and Polysemy in Word Embeddings

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Explore fairness, change, and polysemy in word embeddings with Felipe Bravo's presentation on cutting-edge research in natural language processing and machine learning.
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1 Lesons
45 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

The Trajectory of Information Retrieval - Past, Present, and Future

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Explore the evolution and future of information retrieval with insights from NSF's Division Director, covering historical developments, current challenges, and emerging opportunities in AI and computing.
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1 Lesons
50 minutes
On-Demand
Free-Video
NDC Conferences

Inside GPT - Large Language Models Demystified

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Demystifying GPT algorithms: from fundamentals to advanced applications. Explore NLP concepts, model training, ChatGPT capabilities, and practical implementation strategies for leveraging AI in your solutions.
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1 Lesons
1 hour
On-Demand
Free-Video
UofU Data Science

Data Mining: Embeddings and Representations in Machine Learning - Spring 2023

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Explore data representation techniques from TF-IDF to contextualized embeddings, covering word analogies, societal biases, and image representations for advanced data mining applications.
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13 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Feature Rich Models for Discourse Signaling - 2018

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Explore computational models for discourse relations using rich annotations beyond text, including syntactic and semantic information, to capture complex discourse structures.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
UCLA Computer Science

CS 201: Introduction to Natural Language Processing - Lecture 11/17/2022

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Explore natural language processing with Dan Jurafsky in this UCLA Computer Science lecture, covering key concepts and applications in computational linguistics.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Encoder-Only Transformers: Understanding BERT and RAG Architecture

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Discover how encoder-only transformers power RAG, sentiment analysis, and classification through clear explanations of word embedding, positional encoding, and attention mechanisms.
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5 Lesons
19 minutes
On-Demand
Free-Video