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#Data Augmentation

Showing: 94 courses
Kaggle

Deep Learning

1 rewiews
Explore deep learning fundamentals, computer vision, TensorFlow, Keras, transfer learning, and advanced topics like TPUs in this comprehensive introduction to neural networks.
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13 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Nicholas Renotte

Build a Deep Face Detection Model With Python and Tensorflow - Full Course

1 rewiews
Comprehensive guide to building a face detection model using TensorFlow and Python, covering data collection, augmentation, model creation, training, and real-time testing for practical implementation.
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19 Lesons
2 hours 26 minutes
On-Demand
Free-Video
Stanford University

Actionable Machine Learning for Tackling Distribution Shift - Huaxiu Yao

0 rewiews
Explore techniques for building robust machine learning models that can handle distribution shifts, including subpopulation and domain shifts, and adapt to new test distributions with minimal labeled data.
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19 Lesons
58 minutes
On-Demand
Free-Video
Stanford University

MedAI - Training Medical Image Segmentation Models with Less Labeled Data - Sarah Hooper

0 rewiews
Innovative semi-supervised method for training medical image segmentation models using minimal labeled data, achieving comparable accuracy to fully supervised approaches while significantly reducing labeling requirements.
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16 Lesons
54 minutes
On-Demand
Free-Video
Stanford University

How Can You Trust Machine Learning?

0 rewiews
Explore the pillars of trust in machine learning: clarity, competence, and alignment. Learn about processes and techniques to develop more effective and trustworthy AI systems.
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23 Lesons
59 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

The Task Specification Problem

0 rewiews
Exploring challenges in AI task specification, focusing on aligning human communication with machine understanding to improve robustness, transfer, and feature learning in AI systems.
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16 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

Data Augmentation for Image-Based Reinforcement Learning

0 rewiews
Explores data augmentation techniques for image-based reinforcement learning, presenting a model-free algorithm and a self-supervised framework for visual continuous control tasks, achieving state-of-the-art results.
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24 Lesons
52 minutes
On-Demand
Free-Video
University of Central Florida

Unsupervised Meta-Learning for Few-Shot Image Classification

0 rewiews
Explore unsupervised meta-learning techniques for few-shot image classification, including task construction, augmentation methods, and performance on benchmark datasets.
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18 Lesons
26 minutes
On-Demand
Free-Video
University of Central Florida

Understanding Deep Learning Requires Rethinking Generalization

0 rewiews
Explore deep learning generalization, examining regularization techniques, randomization tests, and neural network expressivity to challenge conventional understanding and improve model performance.
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15 Lesons
40 minutes
On-Demand
Free-Video
Trelis Research

Synthetic Data Generation and Fine-tuning for OpenAI GPT-4 or Llama 3

0 rewiews
Dive into an extensive tutorial on synthetic data generation and fine-tuning techniques for large language models like OpenAI GPT-4o and Llama 3. Learn how to create synthetic questions and answers, implement chain of thought reasoning, and augment data…
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42 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Eran Feit

Remove Objects from Images Like Magic - Step-by-Step Guide

0 rewiews
Learn to remove objects from images using Inpainter, combining semantic segmentation and EdgeConnect. Master installation, single and multiple object removal for photo editing and data augmentation.
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1 Lesons
14 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models

0 rewiews
Explore synthetic data's transformative potential in AI, focusing on data quality, augmentation, bias, and privacy for foundational language models.
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1 Lesons
34 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

The Power of Noise: Redefining Retrieval for RAG Systems - Session M3.1

0 rewiews
Explore innovative approaches to Retrieval Augmented Generation, focusing on noise utilization to enhance RAG systems' performance and redefine retrieval methods.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Exogenous and Endogenous Data Augmentation for Low-Resource Complex Named Entity Recognition - Lecture 1

0 rewiews
Explore data augmentation techniques for improving complex named entity recognition in low-resource scenarios, enhancing NLP model performance.
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1 Lesons
14 minutes
On-Demand
Free-Video
DigitalSreeni

Annotate Images Like a Pro - Python Image Annotation Tool Demo

0 rewiews
Master Python-based image annotation with a comprehensive tool for 2D and multi-dimensional images. Learn manual and semi-automatic techniques, export options, and additional features for efficient image analysis and model training.
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1 Lesons
55 minutes
On-Demand
Free-Video
TheIACR

Unleashing the Power of Convolutional Neural Networks for Profiled Side-Channel Attacks

0 rewiews
Explore cutting-edge applications of convolutional neural networks in profiled side-channel attacks, covering design principles, architecture, and data augmentation techniques.
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14 Lesons
23 minutes
On-Demand
Free-Video
Google TechTalks

Improving the Privacy-Utility Tradeoff in Differentially Private Machine Learning with Public Data

0 rewiews
Explore techniques to enhance privacy-utility balance in differentially private machine learning using public data, focusing on DP-RAFT and DOPE-SGD algorithms for improved model accuracy.
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1 Lesons
38 minutes
On-Demand
Free-Video
Launchpad

LLaRA: Supercharging Robot Learning Data for Vision-Language Policy

0 rewiews
Enhance robotic decision-making using LLMs and VLMs. Learn to formulate actions as conversation pairs and incorporate auxiliary data for improved performance in simulated and real-world tasks.
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1 Lesons
16 minutes
On-Demand
Free-Video
Alan Turing Institute

Affine Spline Insights into Deep Learning - Richard Baraniuk, Rice University

0 rewiews
Explore deep learning through affine splines, understanding neural networks as matched filterbanks and partition-based signal distances. Gain insights into data augmentation and future research directions.
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17 Lesons
38 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

AI-Driven Workflows for the Discovery of Novel Superconductors

0 rewiews
Explore AI-driven methods for discovering novel superconductors, including data augmentation, ultra-fast machine-learning potentials, and symbolic regression to improve predictive equations for superconducting transition temperatures.
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1 Lesons
53 minutes
On-Demand
Free-Video
tinyML

Autonomous Nano-UAVs: An Extreme Edge Computing Case

0 rewiews
Exploring autonomous nano-UAVs as extreme edge computing cases, focusing on onboard intelligence, machine learning techniques, and full-stack solutions for navigation and human-robot interaction in resource-constrained environments.
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22 Lesons
31 minutes
On-Demand
Free-Video
SNIAVideo

Fine-Tuning Large Language Models - Empowering AI for Specialized Applications

0 rewiews
Discover the fundamentals of fine-tuning Large Language Models (LLMs), from basic concepts to advanced techniques, focusing on domain-specific applications and ethical considerations.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Discover AI

LLM2LLM: Synthetic Data Generation for Fine-Tuning AI Models

0 rewiews
Explore how large language models can generate synthetic data to teach and fine-tune other LLMs, with insights into performance metrics and applications for edge devices.
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1 Lesons
14 minutes
On-Demand
Free-Video
Aladdin Persson

Albumentations Tutorial for Data Augmentation - PyTorch Focused

0 rewiews
Learn data augmentation techniques using Albumentations library for image classification, segmentation, and object detection tasks, with a focus on PyTorch implementation and practical examples.
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6 Lesons
31 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

AudioGen- Textually Guided Audio Generation - Paper Explained

0 rewiews
Explore text-guided audio synthesis with AudioGen, delving into its architecture, audio representation, language modeling, and innovative approaches for generating diverse sounds from textual descriptions.
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13 Lesons
37 minutes
On-Demand
Free-Video
Yannic Kilcher

TransGAN - Two Transformers Can Make One Strong GAN - Machine Learning Research Paper Explained

0 rewiews
Explore TransGAN, a novel approach using transformers for image generation. Learn about its architecture, key techniques, and competitive performance in various datasets.
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11 Lesons
30 minutes
On-Demand
Free-Video
Yannic Kilcher

ImageNet Classification with Deep Convolutional Neural Networks - Paper Explained

0 rewiews
Detailed explanation of AlexNet, the groundbreaking deep convolutional neural network that revolutionized computer vision and kickstarted the deep learning era in image classification.
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14 Lesons
46 minutes
On-Demand
Free-Video
Prodramp

Develop Successful Deep Learning Projects with This 10 Steps Formula

0 rewiews
Learn a 10-step formula for successful deep learning projects, covering problem definition, data preparation, model selection, training strategies, regularization, augmentation, interpretability, and deployment.
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12 Lesons
22 minutes
On-Demand
Free-Video
Graham Neubig

CMU Advanced NLP: Bias and Fairness

0 rewiews
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
Graham Neubig

CMU Multilingual NLP 2020 - Data Augmentation for Machine Translation

0 rewiews
Explore data augmentation techniques for machine translation, including back-translation, multilingual training, and dictionary-based methods to improve low-resource language performance.
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16 Lesons
25 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP 2022 - Data-Driven Strategies for NMT

0 rewiews
Explore data-driven strategies for neural machine translation, including evaluation methods, data augmentation techniques, and approaches for high and low-resource languages.
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29 Lesons
41 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Self-supervised Deep Learning for Image Recovery - SIAM-IS Virtual Seminar

0 rewiews
Self-supervised deep learning approach for image recovery, focusing on dataset-free methods. Explores Bayesian deep networks, uncertainty prediction, and applications in compressive sensing, outperforming traditional methods.
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16 Lesons
54 minutes
On-Demand
Free-Video
Abhishek Thakur

Bengali.AI- Handwritten Grapheme Classification Using PyTorch

0 rewiews
Learn to approach Kaggle's Bengali.AI grapheme classification challenge using PyTorch, covering data exploration, framework setup, and dataset creation for multi-label image classification.
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10 Lesons
55 minutes
On-Demand
Free-Video
All About AI

How to Fine-Tune a GPT-3 Model - Step by Step

0 rewiews
Learn to fine-tune GPT-3 models with synthetic data generation, data augmentation, and JSON file preparation. Includes step-by-step instructions and practical testing of the fine-tuned model.
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9 Lesons
29 minutes
On-Demand
Free-Video
James Briggs

Making the Most of Data - Augmented SBERT

0 rewiews
Explore data augmentation in NLP, focusing on AugSBERT for low-resource domains. Learn techniques to generate and label data automatically, enhancing ML model performance without manual annotation.
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1 Lesons
55 minutes
On-Demand
Free-Video
Yannic Kilcher

A Critical Analysis of Self-Supervision, or What We Can Learn From a Single Image

0 rewiews
Explores self-supervision in deep learning, revealing that a single image with data augmentation can effectively train lower network layers, challenging assumptions about large dataset requirements.
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7 Lesons
25 minutes
On-Demand
Free-Video
Yannic Kilcher

Reinforcement Learning with Augmented Data

0 rewiews
Explore how data augmentation enhances reinforcement learning algorithms, improving efficiency and generalization across visual observation tasks without modifying core RL methods.
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1 Lesons
22 minutes
On-Demand
Free-Video
Yannic Kilcher

Supervised Contrastive Learning

0 rewiews
Explore a novel supervised learning approach that outperforms cross-entropy loss, improving image classification models' performance and robustness across various architectures and data augmentations.
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1 Lesons
30 minutes
On-Demand
Free-Video
Yannic Kilcher

FixMatch - Simplifying Semi-Supervised Learning with Consistency and Confidence

0 rewiews
Explore FixMatch, a powerful semi-supervised learning approach combining consistency regularization and pseudo-labeling for improved model performance with limited labeled data.
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9 Lesons
20 minutes
On-Demand
Free-Video
Derek Banas

Transfer Learning with TensorFlow - Live Coding and Explanation

0 rewiews
Comprehensive live coding session on transfer learning with TensorFlow, covering model reuse, data processing, CNN architectures, and performance optimization techniques for efficient deep learning.
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14 Lesons
2 hours 23 minutes
On-Demand
Free-Video
Derek Banas

Convolutional Neural Networks with TensorFlow 2022

0 rewiews
Comprehensive live-coding tutorial on Convolutional Neural Networks using TensorFlow, covering data preparation, model architecture, optimization techniques, and practical applications in image recognition and object detection.
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1 Lesons
1 hour 42 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Towards an Easy-to-use AI Platform - Data, Algorithms, and Systems - Wei Wang

0 rewiews
Explore the development of user-friendly AI platforms, covering data preparation, model construction, debugging, and deployment, with a focus on enhancing efficiency and accessibility.
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19 Lesons
37 minutes
On-Demand
Free-Video
Keith Galli

Solving Real World Data Science Problems With Python - Computer Vision Edition

0 rewiews
Learn to build and improve convolutional neural networks for computer vision tasks using Python, TensorFlow, and Keras. Explore data augmentation, preprocessing, and network architecture optimization techniques.
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14 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Simons Institute

The AI Trinity - Data + Algorithms + Infrastructure

0 rewiews
Explore the AI trinity: data, algorithms, and infrastructure. Learn about named entity recognition, active learning, crowdsourcing, data augmentation, and neural rendering models.
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19 Lesons
53 minutes
On-Demand
Free-Video
Simons Institute

Mad Max - Affine Spline Insights into Deep Learning

0 rewiews
Explore deep learning through spline theory, focusing on max-affine splines and their role in neural networks, data memorization, and network complexity.
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17 Lesons
48 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Causality Matters in Medical Imaging

0 rewiews
Explore causal reasoning in medical imaging, addressing data scarcity and mismatch challenges. Gain insights on predictive models, semi-supervision limitations, and strategies for successful machine learning implementation.
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21 Lesons
54 minutes
On-Demand
Free-Video
Prodramp

Build Your Machine Learning Pipeline in These 4 Simple Steps - Loan Prediction Scikit-Learn Example

0 rewiews
Aprenda a construir um pipeline completo de machine learning usando scikit-learn para previsão de empréstimos, desde a ingestão de dados até o uso do modelo salvo para previsões.
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7 Lesons
59 minutes
On-Demand
Free-Video
Abhishek Thakur

BYOB - Build Your Own Bot

0 rewiews
Learn to build conversational agents with frameworks, NLP techniques, and best practices. Explore intent recognition, dialogue management, and generative models while avoiding common pitfalls in chatbot development.
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32 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Hackaday

TinyML - Using Machine Learning on Microcontrollers to Recognize Speech

0 rewiews
Learn to implement speech recognition on microcontrollers using TinyML. Train a neural network, convert it to TensorFlow Lite, and deploy it on an ARM board for real-time wake word detection.
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16 Lesons
1 hour 59 minutes
On-Demand
Free-Video
Nvidia

Building a Winning Deep Learning Recommender System - Grandmaster Series Episode 5

0 rewiews
Learn how Kaggle Grandmasters built a winning Deep Learning Recommender System for Booking.com, using matrix factorization, ensemble models, and data augmentation techniques. Gain insights into GPU-accelerated recommender systems.
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10 Lesons
49 minutes
On-Demand
Free-Video
Nvidia

Efficient Data Loading Using DALI for Deep Learning Applications

0 rewiews
Accelerate deep learning applications with efficient data loading pipelines using NVIDIA's DALI library. Explore augmentation, documentation, and performance optimization techniques.
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7 Lesons
23 minutes
On-Demand
Free-Video
Nvidia

Grandmaster Series - Building a World-Class ML Model for Melanoma Detection

0 rewiews
Learn how Kaggle Grandmasters built a world-class ML model for melanoma detection, outperforming average dermatologists. Discover key strategies in model architecture, augmentation, and training for accurate skin lesion classification.
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19 Lesons
55 minutes
On-Demand
Free-Video
tinyML

Training Neural Networks for Sensors

0 rewiews
Overview of training neural networks for gesture recognition using accelerometer data on a low-power device. Covers data collection, augmentation, network architecture, and performance for smartwatch applications.
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22 Lesons
42 minutes
On-Demand
Free-Video
Nvidia

NVIDIA Deep Learning: Getting Started with DIGITS - Class 2

0 rewiews
Learn to create, test, and optimize deep neural networks using NVIDIA's DIGITS tool for image classification tasks, with hands-on examples and practical deployment strategies.
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19 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Linux Foundation

Dynamic Data and Infinite Possibilities - Exploring Streaming Data in Generative AI

0 rewiews
Explore streaming data's role in generative AI, covering applications, model training, and challenges. Learn about real-time data's impact on AI systems' adaptability and contextual relevance.
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23 Lesons
49 minutes
On-Demand
Free-Video
Linux Foundation

Empowering Open-Source Generative AI by Integrating the Wikidata Knowledge Graph

0 rewiews
Explore integrating Wikidata's open-source knowledge graph into generative AI applications for automated content creation, data augmentation, and semantic analysis, fostering collaborative development.
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1 Lesons
31 minutes
On-Demand
Free-Video
Steve Brunton

Physics-Informed Machine Learning: Curating Training Data - Part 2

0 rewiews
Explore physics-informed data curation for machine learning, covering data augmentation, coordinate systems, simulation vs. experiments, and strategies for handling expensive, biased, and rare data in AI/ML applications.
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15 Lesons
36 minutes
On-Demand
Free-Video
Eran Feit

Medical Melanoma Detection - TensorFlow U-Net Tutorial

0 rewiews
Step-by-step guide to implementing a U-Net model for melanoma detection using TensorFlow/Keras, covering data preparation, augmentation, model building, training, testing, and result visualization.
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6 Lesons
45 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Revisiting Out-of-Distribution Generalization

0 rewiews
Explore out-of-distribution generalization in machine learning, focusing on nuisance-induced spurious correlations and strategies for robust model performance across diverse datasets.
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1 Lesons
37 minutes
On-Demand
Free-Video
Wolfram

Train a Production-Level Image Classifier

0 rewiews
Learn to build a robust image classifier using advanced techniques like data augmentation, transfer learning, and learning rate scheduling.
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20 Lesons
23 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Learning with Marginalized Corrupted Features

0 rewiews
Explore machine learning with marginalized corrupted features, a novel approach to enhance generalization and scalability in finite data scenarios. Discover applications in risk minimization and document representation.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Synthetic Data in Medical Imaging: Are We There Yet?

0 rewiews
Explore synthetic data's potential and challenges in medical imaging, focusing on recent advancements and future prospects for improved healthcare applications.
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1 Lesons
33 minutes
On-Demand
Free-Video
RSA Conference

Data Augmentation Using Generative Adversarial Networks for All the Crypto You Need on Small Devices

0 rewiews
Explore innovative data augmentation techniques using GANs for enhancing cryptographic capabilities on resource-constrained devices, presented by a PhD scholar at RSA Conference.
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1 Lesons
34 minutes
On-Demand
Free-Video
media.ccc.de

Easterhegg 2019 - Generative Adversarial Networks für Anfänger

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Einführung in Generative Adversarial Networks: Überblick, Geschichte und praktische Anwendungen für Entwickler. Erklärt Konzepte, Techniken und Herausforderungen anhand von Beispielen wie Pokémon-Generator und Gesichtsalterung.
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13 Lesons
42 minutes
On-Demand
Free-Video
USENIX

Refurbish Your Training Data - Reusing Partially Augmented Samples for Faster Deep Neural Network Training

0 rewiews
Innovative data refurbishing technique accelerates deep neural network training while maintaining model generalization by reusing partially augmented samples and optimizing CPU-GPU overlap.
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17 Lesons
15 minutes
On-Demand
Free-Video
Black Hat

Your Voice is My Passport

0 rewiews
Explore machine learning's impact on voice authentication security, including synthetic audio generation and potential vulnerabilities in financial and home automation systems.
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17 Lesons
36 minutes
On-Demand
Free-Video
EuroPython Conference

Audio Classification with Machine Learning

0 rewiews
Learn practical techniques for audio classification using machine learning, including spectrograms, CNNs, and transfer learning. Explore applications in speech, music, medical diagnostics, and more using Keras and TensorFlow.
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1 Lesons
43 minutes
On-Demand
Free-Video
GOTO Conferences

A Composer's Guide to Creating with Generative Neural Networks

0 rewiews
Exploring the challenges and creative potential of using generative neural networks in music composition, from data collection to model selection and ethical considerations.
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14 Lesons
43 minutes
On-Demand
Free-Video
GOTO Conferences

Best Practices for Real-time Intelligent Video Analytics

0 rewiews
Explore best practices for real-time intelligent video analytics, including transfer learning, data augmentation, and NVIDIA tools for efficient AI applications and high-performance inference.
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30 Lesons
47 minutes
On-Demand
Free-Video
USENIX

VulChecker - Graph-based Vulnerability Localization in Source Code

0 rewiews
Explore VulChecker, a tool for precise vulnerability detection in source code using graph-based neural networks. Learn about its innovative approach to locating and classifying security flaws.
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1 Lesons
16 minutes
On-Demand
Free-Video
WeAreDevelopers

Data Science in Action

0 rewiews
Explore real-world applications of data science, from label data to unsupervised machine learning, with practical examples in wind energy, object detection, and automotive industries.
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15 Lesons
32 minutes
On-Demand
Free-Video
PyCon US

How Multilingual Is Your NLP Model?

0 rewiews
Explore multilingual NLP challenges, language identification techniques, and BERT's capabilities for handling diverse linguistic data in the evolving landscape of global communication.
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29 Lesons
45 minutes
On-Demand
Free-Video
EuroPython Conference

Audio Classification with Machine Learning

0 rewiews
Learn to build practical machine learning models for audio classification using spectrograms, CNNs, and techniques like transfer learning and data augmentation with Keras and TensorFlow.
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25 Lesons
43 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
DigitalSreeni

Semantic Segmentation Made Easy - Using Segmentation Models Library

0 rewiews
Learn to implement semantic segmentation using the Segmentation Models library, covering model types, backbones, data augmentation, preprocessing, and training on electron microscopy datasets.
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11 Lesons
24 minutes
On-Demand
Free-Video
DigitalSreeni

Data Augmentation Using Keras

0 rewiews
Explore image augmentation techniques using Keras, including reshaping and multiclass augmentation, to enhance your deep learning models.
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5 Lesons
20 minutes
On-Demand
Free-Video
Mervin Praison

The Game Changing Evolution of Synthetic Data Generation - Magpie

0 rewiews
Explore Magpie's revolutionary synthetic data generation for AI, automating high-quality training data creation without manual input, enhancing model performance and efficiency.
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9 Lesons
10 minutes
On-Demand
Free-Video
Python Tutorials for Digital Humanities

Synthetic Data Generation and Applications in Python

0 rewiews
Discover how to generate synthetic data for machine learning and data analysis projects, with practical Python examples and implementation strategies.
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1 Lesons
18 minutes
On-Demand
Free-Video
Data Science Festival

Leveraging GANs for Building Synthetic Data

0 rewiews
Explore GANs for synthetic data generation to overcome data scarcity, preserve privacy, and enhance machine learning model training across various domains.
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1 Lesons
17 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Utterance Generator Fast Tracks Chatbot Training

0 rewiews
Explore an utterance generator tool for efficient chatbot training, enhancing natural language understanding and streamlining development processes.
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1 Lesons
28 minutes
On-Demand
Free-Video
Shaw Talebi

Three AI Use Cases for Analyzing Sales Data

0 rewiews
Explore three practical AI applications for analyzing sales data, demonstrated with real-world examples from a warm outreach campaign. Learn data augmentation, structuring unstructured data, and lead scoring techniques.
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7 Lesons
29 minutes
On-Demand
Free-Video
Snorkel AI

How Ford Uses AI to Develop Better AI

0 rewiews
Explore Ford's AI development lifecycle, focusing on data extraction, annotation, and augmentation for training. Learn about iteration's role in enhancing AI systems at Ford Motor Company.
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1 Lesons
29 minutes
On-Demand
Free-Video
Snorkel AI

Best Practices and Tips for Fine-Tuning Representation Models

0 rewiews
Discover techniques to enhance generative applications through representation model fine-tuning. Learn data quality strategies, augmentation methods, and optimization tips for RAG-based pipelines.
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1 Lesons
21 minutes
On-Demand
Free-Video
OpenUK

Retrieve, Augment, Generate then Measure - How to Build Open Source AI

0 rewiews
Explore open-source AI development through the Retrieve, Augment, Generate, and Measure framework. Learn practical techniques for building AI systems using freely available tools and resources.
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1 Lesons
28 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Human-in-the-Loop Mixup: Aligning Synthetic Data with Human Perception - Oral Session 2

0 rewiews
Explore human-aligned synthetic data in machine learning, focusing on mixup regularization. Discover how perceptual judgments and uncertainties can enhance model reliability and generalization.
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1 Lesons
26 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

MixupE: Understanding and Improving Mixup from Directional Derivative Perspective - Oral Session 1

0 rewiews
Explore MixupE, an improved data augmentation technique for deep neural networks. Gain insights into its theoretical foundations and practical applications across various domains.
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1 Lesons
28 minutes
On-Demand
Free-Video
Launchpad

RouteLLM - Learning to Route Large Language Models with Preference Data

0 rewiews
Optimize LLM deployment with dynamic routing, balancing cost and performance. Learn to train routers using preference data, achieving significant cost reduction while maintaining quality responses.
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1 Lesons
21 minutes
On-Demand
Free-Video
Snorkel AI

Fine-Tuning Large Language Models Faster Using Bonito for Task-Specific Training Data Generation

0 rewiews
Accelerate LLM fine-tuning with Bonito: Generate task-specific training data for faster instruction tuning and improved zero-shot task adaptation on specialized, private datasets.
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1 Lesons
47 minutes
On-Demand
Free-Video
Georgia Tech Research

Tune in and Dropout - How Data Augmentation Can Help Us Build Better Brain Decoders

0 rewiews
Explore data augmentation techniques for improving brain decoders, enhancing neural signal interpretation and brain-computer interface performance.
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1 Lesons
55 minutes
On-Demand
Free-Video
Google Cloud Tech

Tuning Foundation Models: A Comprehensive Guide

0 rewiews
Explore techniques for customizing foundation models with your data, improving performance across tasks while understanding limitations and future prospects.
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1 Lesons
42 minutes
On-Demand
Free-Video
Google TechTalks

Secure Self-supervised Learning: Challenges and Solutions

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Explore secure self-supervised learning techniques, focusing on backdoor attacks, data auditing, and membership inference for pre-trained encoders in machine learning.
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32 Lesons
40 minutes
On-Demand
Free-Video
Data Science Conference

Leaf Tracking, Counting and Occlusion in Plants Using Artificial Neural Networks

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Discover how to implement artificial neural networks for plant leaf analysis, including tracking, counting, and handling occlusion through advanced image processing techniques.
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29 Lesons
1 hour 41 minutes
On-Demand
Free-Video
Augmented Startups

Creating a Bernie Sanders Detector Using YOLOv4 - OpenCV Python - Computer Vision

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Learn to create a Bernie Sanders detector using YOLOv4/v5, OpenCV, and Roboflow. Build datasets, train models, and implement real-time detection on various platforms.
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13 Lesons
26 minutes
On-Demand
Free-Video
Augmented Startups

OpenCV AI Kit Raspberry Pi Smart Camera - OpenCV Python - Computer Vision - 2021

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Build a real-time AI surveillance camera using Raspberry Pi and OpenCV AI Kit. Detect objects, people, and packages with MobileNet SSD at 30 FPS. Includes hardware setup, coding, and Roboflow integration for custom object detection.
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11 Lesons
24 minutes
On-Demand
Free-Video