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#Text Classification

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MLOps World: Machine Learning in Production

How Many Labelled Examples Do You Need for a BERT-sized Model to Beat GPT4 on Predictive Tasks?

0 rewiews
Explore the effectiveness of in-context learning vs. labelled data for predictive tasks, comparing BERT-sized models to GPT-4 in text categorization and entity recognition.
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1 Lesons
28 minutes
On-Demand
Free-Video
IBM

Text Classification: AI Techniques and Real-World Applications

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Discover AI-powered text classification techniques for spam detection, sentiment analysis, and topic categorization, exploring real-world business applications and best practices.
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1 Lesons
14 minutes
On-Demand
Free-Video
Shaw Talebi

Fine-Tuning BERT for Text Classification - Python Code Tutorial

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Dive into fine-tuning BERT for text classification, focusing on phishing URL detection. Learn key concepts and implement Python code to enhance your natural language processing skills.
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6 Lesons
23 minutes
On-Demand
Free-Video
Open Data Science

Using Generative AI to Better Understand B2B Audiences: From Topic Modeling to Text Classification

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Unlock the potential of Generative AI and ML for B2B audience understanding. Explore innovative techniques in topic modeling and text classification using LLMs to enhance marketing strategies and data-driven decision-making.
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6 Lesons
36 minutes
On-Demand
Free-Video
Open Data Science

Design and Build Powerful LLM Agents - Valentina Alto

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Unlock the potential of LLM agents: explore their design, construction, and evolution from single to multi-agent systems. Gain insights into GenAI workflows and key components of AI agents.
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5 Lesons
31 minutes
On-Demand
Free-Video
Traversy Media

Neural Networks and TensorFlow Crash Course

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Comprehensive introduction to neural networks and TensorFlow, covering key concepts, data handling, model building, and practical applications in image and text classification.
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10 Lesons
2 hours 5 minutes
On-Demand
Free-Video
Institute for Advanced Study

Everything You Wanted to Know About Machine Learning but Didn't Know Whom to Ask - Sanjeev Arora

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Explore machine learning fundamentals, from text classification to image recognition, with insights on optimization, unsupervised learning, and language models in this comprehensive seminar.
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14 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Ubuntu OnAir

Using Machine Learning to Classify Facebook Posts - UbuConLA 2017

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Aprenda a utilizar técnicas de aprendizaje automático para clasificar publicaciones en Facebook, explorando aplicaciones prácticas de inteligencia artificial en redes sociales.
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1 Lesons
32 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning T5 for Document Classification - Part 0: Proof of Concept (Español)

0 rewiews
Personaliza Flan-T5 para clasificación de documentos usando un dataset pequeño de 1000 documentos en 10 clases.
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1 Lesons
42 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Azure ML: Fine Tune Foundation Model con Python SDK para LLama2

0 rewiews
Aprende a realizar fine-tuning de modelos de lenguaje como Llama2 para clasificación de texto utilizando el SDK de Python de Azure ML Studio.
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1 Lesons
51 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-tuning Flan-T5 for Text Classification Using MLFlow - Spanish Tutorial

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Personaliza un modelo T5 para clasificación de documentos utilizando SequenceClassification y MLflow, mejorando tus habilidades en ciencia de datos y aprendizaje automático.
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1 Lesons
48 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning Gemini 1.0 Pro for Text Classification in Spanish - Machine Learning and Data Science

0 rewiews
Aprende a ajustar el modelo Gemini Pro 1.0 en Google Vertex AI para clasificación de texto, utilizando la interfaz de usuario y el SDK.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Azure Machine Learning - Fine Tune Foundation Model for Text Classification

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Aprende a realizar fine-tuning de modelos BERT para clasificación de texto utilizando Azure Machine Learning, mejorando tus habilidades en IA generativa.
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1 Lesons
42 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Raising the Quality of Online Conversations with Machine Learning

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Explore how The Washington Post uses machine learning to moderate online comments, enhancing digital discourse quality and addressing technical challenges.
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1 Lesons
27 minutes
On-Demand
Free-Video
OpenInfra Foundation

Preventing Toxicity and Unconscious Biases Using Large Language and Deep Learning Models

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Discover how large language models and BERT transformers can detect and prevent unconscious biases in AI systems, achieving 98.7% accuracy across diverse data sources and cultural contexts.
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1 Lesons
40 minutes
On-Demand
Free-Video
Big Data Demystified

Natural Language Processing Breakthroughs in Hebrew and Arabic Linguistics

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Discover groundbreaking linguistic annotation techniques for Hebrew and Arabic NLP, exploring morphology, syntax, and dialectical variations through comprehensive datasets and innovative pipelines.
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1 Lesons
56 minutes
On-Demand
Free-Video
Data Science Conference

Optimizing Text Classification in Construction Data Using FastText and BERT Models

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Discover how to optimize text classification for construction tenders using fasttext models and BERT, achieving improved accuracy through category merging and probability thresholds for product and supplier predictions.
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1 Lesons
28 minutes
On-Demand
Free-Video
Data Science Conference

Model Calibration Techniques for Discriminative and Generative Tasks

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Explore techniques for aligning confidence predictions with output probabilities in both discriminative and generative models, from basic classification to advanced TrOCR methods.
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1 Lesons
25 minutes
On-Demand
Free-Video
Data Science Conference

Creating Ethical Generative AI for Enterprises Using IBM Watsonx.ai

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Discover practical strategies for implementing enterprise-level generative AI using IBM Watsonx.ai platform, focusing on ethical deployment, classification tasks, and content generation with various LLM options.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Discover AI

Evaluating LLM Embeddings for Information Retrieval and Multilingual Applications

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Explore the latest evaluation of LLM embedding APIs, focusing on OpenAI and Cohere's performance in domain generalization and multilingual retrieval capabilities for information retrieval tasks.
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5 Lesons
20 minutes
On-Demand
Free-Video
Discover AI

SETFIT Hyperparameter Optimization for SBERT Text Classification - Part 45

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Master SETFIT hyperparameter optimization techniques for efficient text classification using Sentence Transformers, focusing on contrastive training and automated parameter tuning for optimal performance.
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1 Lesons
22 minutes
On-Demand
Free-Video
Discover AI

SetFit with SBERT for Few-Shot Text Classification - Multi-Class and Multi-Label

0 rewiews
Master SetFit and SBERT techniques for efficient few-shot text classification, exploring contrastive training, dense embeddings, and classification head implementation for both multi-class and multi-label scenarios.
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1 Lesons
28 minutes
On-Demand
Free-Video
Discover AI

SetFit and SBERT: Zero-Shot Classification with Synthetic Data Sets - Part 47

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Discover how to leverage SetFit and SBERT for zero-shot classification by creating and utilizing synthetic data, enhancing performance in both zero-shot and few-shot scenarios.
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1 Lesons
26 minutes
On-Demand
Free-Video
Discover AI

Text Vectorization Made Easy - A Tutorial on Keras Preprocessing Layers for AI

0 rewiews
Master text vectorization techniques in Keras preprocessing layers for transforming natural language inputs into numerical sequences and building efficient AI input processing pipelines.
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1 Lesons
27 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
Conf42

Productionize AI and ML Algorithms in Cloud Environments

0 rewiews
Explore AI and ML algorithm productionization in cloud environments. Learn development phases, NLP tasks, Hugging Face, MLflow, and AWS deployment for effective model management and serving.
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17 Lesons
25 minutes
On-Demand
Free-Video
Yannic Kilcher

FNet - Mixing Tokens with Fourier Transforms

0 rewiews
Explores FNet, a Transformer variant replacing attention with Fourier transforms. Discusses architecture, token mixing, and performance comparisons, highlighting efficiency gains and accuracy trade-offs in natural language processing tasks.
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7 Lesons
34 minutes
On-Demand
Free-Video
Krish Naik

Fake News Classifier with Machine Learning and NLP - Part 1

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Learn to build a fake news classifier using machine learning and NLP techniques. Covers data preprocessing, feature extraction, and multinomial classification algorithms for detecting misinformation.
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6 Lesons
25 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP 2020 - Advanced Text Classification-Labeling

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Explore advanced text classification and sequence labeling methods, including subword models, unsupervised training, and structured prediction for multilingual NLP applications.
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24 Lesons
50 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP 2020 - Text Classification and Sequence Labeling

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Explore text classification and sequence labeling in multilingual NLP, covering models, datasets, and neural networks for various language processing tasks.
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27 Lesons
46 minutes
On-Demand
Free-Video
USENIX Enigma Conference

Adversarial Examples in Machine Learning - Crafting and Defending Against Attacks

0 rewiews
Explore machine learning vulnerabilities, adversarial examples, and their impact on system security. Learn crafting techniques and defenses through practical tutorials and real-world applications.
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12 Lesons
20 minutes
On-Demand
Free-Video
Linux Foundation

Applying Machine Learning Techniques to Detect and Understand Fake News

0 rewiews
Explore machine learning techniques for detecting and understanding fake news, covering digital media, web scraping, preprocessing, and classification methods.
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18 Lesons
34 minutes
On-Demand
Free-Video
Data Science Dojo

Prompt Engineering - Crash Course

0 rewiews
Explore prompt engineering techniques to effectively communicate with AI language models, enhancing skills in text summarization, question answering, and classification.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
PyCon US

The Fundamentals of Modern Deep Learning with PyTorch

0 rewiews
Learn PyTorch for deep learning: train neural networks for image and text classification, explore tensor operations, automatic differentiation, and modern libraries like PyTorch Lightning for efficient GPU training.
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1 Lesons
3 hours
On-Demand
Free-Video
The Machine Learning Engineer

Langchain Document Tagging with OpenAI

0 rewiews
Create a tool for tagging documents using Langchain and OpenAI, enhancing document organization and retrieval in data science and machine learning projects.
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1 Lesons
23 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-tuning Flan-T5 for Text Classification with MLFlow

0 rewiews
Aprende a personalizar el modelo T5 base para clasificación de secuencias usando tu propio conjunto de datos y MLflow para MLOps.
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1 Lesons
48 minutes
On-Demand
Free-Video
NDC Conferences

Natural Language Processing with Deep Learning and TensorFlow

0 rewiews
Explore deep learning for NLP using TensorFlow. Learn to create embeddings, build neural networks, and apply them to classification tasks with hands-on labs and interactive learning.
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23 Lesons
54 minutes
On-Demand
Free-Video
TEDx

Where AI Is Today and Where It's Going

0 rewiews
Explore AI's current capabilities and future potential with Richard Socher, covering image classification, computer vision, text analysis, and the transformative impact of AI on various fields.
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13 Lesons
16 minutes
On-Demand
Free-Video
USENIX

Diving into Robocall Content with SnorCall

0 rewiews
Explore SnorCall, a framework for analyzing robocall content at scale. Learn about its applications in identifying scam trends, monitoring political calls, and developing better defenses against unsolicited bulk telephone calls.
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1 Lesons
14 minutes
On-Demand
Free-Video
WeAreDevelopers

Repository Data Mining on GitHub

0 rewiews
Explore data mining techniques on GitHub repositories, covering machine learning, text classification, and collaborative development practices for enhanced project insights and efficiency.
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21 Lesons
32 minutes
On-Demand
Free-Video
WeAreDevelopers

Deep Learning and Spark

0 rewiews
Learn to classify millions of messages using trained deep learning models (fasttext) with Spark. Includes explanations of key concepts and a practical demo on model training and message classification.
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1 Lesons
32 minutes
On-Demand
Free-Video
EuroPython Conference

Scikit-learn to "Learn Them All"

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Overview of Scikit-learn for machine learning in Python, covering supervised and unsupervised techniques, with code examples and insights on implementation. Includes comparison to other ML libraries and scaling to big data.
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14 Lesons
40 minutes
On-Demand
Free-Video
EuroPython Conference

Un Vector por Tu Palabra

0 rewiews
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

Baby Steps in Short-Text Classification with Python

0 rewiews
Explore short-text classification using Python, from problem approach to model deployment. Learn about Naive Bayesian models, alternative algorithms, and practical implementation in production environments.
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21 Lesons
31 minutes
On-Demand
Free-Video
EuroPython Conference

Building a Naive Bayes Text Classifier with scikit-learn

0 rewiews
Learn to build a Naive Bayes text classifier using scikit-learn, exploring preprocessing techniques and feature extraction methods for effective spam detection in YouTube comments.
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16 Lesons
30 minutes
On-Demand
Free-Video
try! Swift Conference

Getting Started with Apple ML

0 rewiews
Introduction to Apple ML: Learn to integrate machine learning into iOS apps using Create ML and Swift, with no math background required. Explore datasets, compare tools, and discover ML possibilities.
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17 Lesons
22 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Kick-Start Your Understanding of Machine Learning with Python

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Practical guide to building ML applications in Python, focusing on text classification using unsupervised and supervised learning techniques with visualization and deep learning examples.
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1 Lesons
30 minutes
On-Demand
Free-Video
NDC Conferences

Introduction to Natural Language Processing with Python

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Explore basic NLP concepts using Python, including text representation and classification for sentiment analysis, categorization, and authorship recognition.
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1 Lesons
48 minutes
On-Demand
Free-Video
EuroPython Conference

Representation is King: The Journey to Quality Dialog Embeddings

0 rewiews
Explore sentence embeddings in dialog systems, focusing on classification. Learn to fine-tune top-performing small-sized sentence transformers using SentenceTransformers framework with practical examples.
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1 Lesons
27 minutes
On-Demand
Free-Video
SK AI SUMMIT 2024

Contact Center 상담 업무 효율화를 위한 실시간 답변 추천

0 rewiews
Discover how SK's AI Contact Center solution enhances customer service efficiency through real-time question extraction and answer recommendation systems using advanced NLP technology.
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1 Lesons
25 minutes
On-Demand
Free-Video
Discover AI

SETFIT Few-Shot Learning for SBERT Text Classification - Part 43

0 rewiews
Discover how SETFIT's few-shot learning approach revolutionizes text classification, outperforming GPT-3 while using SBERT Sentence Transformers for efficient processing with limited training data.
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10 Lesons
19 minutes
On-Demand
Free-Video
Data Science Conference

Business Intelligence Toolkit Powered by Natural Language Processing

0 rewiews
Discover how NLP methods power a BI toolkit for arts and culture, featuring keyword extraction, text classification, and impact analysis through geo-referenced visualization for social value creation measurement.
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1 Lesons
20 minutes
On-Demand
Free-Video
OpenSource Connections

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

0 rewiews
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
Shaw Talebi

Text Embeddings, Classification, and Semantic Search with Python Code

0 rewiews
Explore text embeddings for classification and semantic search with Python. Learn to transform text into computable vectors for powerful NLP applications.
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7 Lesons
25 minutes
On-Demand
Free-Video
Google Cloud Tech

Transformer Models and BERT Model: Overview

0 rewiews
Explore Transformer architecture and BERT model, understanding key components and applications in text classification, question answering, and natural language inference.
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1 Lesons
12 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning Gemini 1.0 Pro for Text Classification in Vertex AI

0 rewiews
Fine-tune Gemini Pro 1.0 for text classification using Google Vertex AI's UI and Python SDK. Learn advanced machine learning techniques for improved model performance.
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1 Lesons
27 minutes
On-Demand
Free-Video
PyCon US

Hybrid Quantum-Classical Machine Learning using Qiskit

0 rewiews
Explore hybrid quantum-classical machine learning with Qiskit for text classification and sentiment analysis, combining quantum circuits and classical models.
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1 Lesons
31 minutes
On-Demand
Free-Video
Data Science Festival

Using Generative AI to Better Understand B2B Audiences - From Topic Modelling to Text Classification

0 rewiews
Explore how Generative AI and LLMs enhance B2B audience understanding through topic modeling and text classification, improving data quality and audience interest analysis.
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1 Lesons
43 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning Foundation Models for Document Classification with Azure ML - LLama2

0 rewiews
Fine-tune LLM for document classification using Azure ML Studio's Python SDK. Learn to adapt Llama2, Mistral, or other models for text classification tasks.
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1 Lesons
53 minutes
On-Demand
Free-Video
Data Centric

Fine-tuning LLMs Without Maxing Out Your GPU - LoRA for Parameter-Efficient Training

0 rewiews
Discover parameter-efficient fine-tuning of large language models using LoRA. Learn to classify consumer finance complaints with RoBERTa on Google Colab's V100 GPU.
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1 Lesons
47 minutes
On-Demand
Free-Video
PyCon US

Hybrid Quantum-Classical Machine Learning using Qiskit

0 rewiews
Explore hybrid quantum-classical machine learning with Qiskit for text classification and sentiment analysis, combining quantum circuits and classical models.
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1 Lesons
31 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Building a Production Grade Document Understanding System with LLMs

0 rewiews
Discover how to build scalable document understanding systems using LLMs, Metaflow, and open-source tools for efficient text processing and pattern recognition in production environments.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
IIIA Hub

Research in AI, IR and NLP Interconnections - Applications in Law, Health and Scientometrics

0 rewiews
Explore cutting-edge research at UFMG Brazil combining AI, Information Retrieval, and NLP, with applications in law, health, and scientometrics through diverse machine learning techniques.
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1 Lesons
1 hour 9 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

0 rewiews
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
UofU Data Science

Detecting AI-Generated Content - Advances in Generative AI

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Explore cutting-edge techniques for detecting AI-generated content, focusing on latest methodologies, challenges, and practical applications in content authentication and verification.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
USENIX

Instruction Backdoor Attacks Against Customized Large Language Models

0 rewiews
Explore groundbreaking research on instruction backdoor attacks targeting customized LLMs, examining vulnerabilities in GPT applications and proposing effective defense strategies against security threats.
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1 Lesons
11 minutes
On-Demand
Free-Video