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#Transfer Learning

Showing: 229 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
NPTEL

Practical Machine Learning with Tensorflow

1 rewiews
We will cover the basics of Tensorflow and Machine Learning in the initial sessions and advanced topics in the latter part. After this course, the students will be able to build ML models using Tensorflow.
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34 Lesons
16 hours
On-Demand
Free-Video
Stanford University

Domain Adaptation with Invariant Representation Learning - What Transformations to Learn?

0 rewiews
Explore domain adaptation in machine learning, focusing on invariant representation learning and its challenges. Learn about novel techniques for optimal feature mapping across domains.
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14 Lesons
58 minutes
On-Demand
Free-Video
Stanford University

Hacking AI - Security & Privacy of Machine Learning Models

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Explore adversarial machine learning with Prof. Dan Boneh, examining security challenges in AI models, defenses against attacks, and the balance between accuracy and privacy in ML systems.
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17 Lesons
58 minutes
On-Demand
Free-Video
Stanford University

Divide and Conquer - Concept-based Models for Efficient Transfer Learning

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Exploring concept-based interpretable AI models for efficient transfer learning in healthcare, focusing on generalizability and minimal data requirements for domain adaptation in medical imaging.
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1 Lesons
1 hour
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

Taskonomy - Disentangling Task Transfer Learning

0 rewiews
Explore task transfer learning, higher-order transfers, and task-specific networks. Discover global taxonomies, evaluate computed structures, and assess generalization to novel tasks.
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11 Lesons
31 minutes
On-Demand
Free-Video
University of Central Florida

Intriguing Properties of Neural Networks - Spring 2021

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Explore intriguing properties of neural networks, including adversarial attacks, transfer, training overlap, and semantic information in units. Analyze weaknesses and spectral instability.
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9 Lesons
29 minutes
On-Demand
Free-Video
Coding Train

Image Classification with ml5.js - MobileNet and Custom Models

0 rewiews
Dive into image classification using ml5.js 1.0 in this comprehensive 32-minute video tutorial by Coding Train. Learn to implement both the default MobileNet model and train your own classifier using transfer learning and Teachable Machine. Explore the f…
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6 Lesons
32 minutes
On-Demand
Free-Video
Eran Feit

Automatic Image Captioning with Vision Transformer and GPT-2

0 rewiews
Learn how to generate descriptive captions for images using Python and PyTorch in this 16-minute tutorial. Explore the process of automatic image captioning with the pre-trained 'nlpconnect/vit-gpt2-image-captioning' model from Hugging Face. Set up the V…
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1 Lesons
16 minutes
On-Demand
Free-Video
Broad Institute

Meaningful Signals Within Deep Learning Models for Biology - Primer and Meeting

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Explore deep learning models in biology, from curating meaningful pre-training data to disentangling experimental noise, enhancing performance in biomedical imaging and high-throughput microscopy experiments.
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3 Lesons
1 hour 31 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Beyond the Model Zoo - Optimizing Foundation Models for Your Application

0 rewiews
Optimize foundation models for specific applications, exploring techniques beyond pre-trained models to enhance performance and efficiency in machine learning projects.
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1 Lesons
31 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Understanding Foundation Models: A New Paradigm for Building and Productizing AI Systems

0 rewiews
Explore foundation models as a new AI paradigm. Learn practical ways to leverage these models in building and productizing AI systems for your company.
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1 Lesons
33 minutes
On-Demand
Free-Video
Broad Institute

Learning Representations for Image-Based Profiling of Perturbations - MPG Primer 2023

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Dive into image-based profiling of perturbations, exploring cell painting assays, morphology profiling, and machine learning techniques for predicting compound interactions and cell phenotypes.
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20 Lesons
42 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Self-Improving Teacher Cultivates Better Student: Distillation Calibration for Multimodal Large Language Models - Lecture 3.3

0 rewiews
Explore innovative distillation calibration techniques for multimodal large language models, focusing on self-improving teacher methods to enhance student model performance.
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1 Lesons
14 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Comparison and Transfer Between Tasks in Overparameterized Learning

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Explore similarities and differences in classification and regression tasks for overparameterized linear models. Gain insights into task transfer and generalization in high-dimensional regimes.
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1 Lesons
49 minutes
On-Demand
Free-Video
Simons Institute

Adaptive Generalization: The Role of Dynamic Evaluation in Low-Resource Settings

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Explore adaptive generalization techniques and dynamic evaluation strategies for enhancing AI performance in low-resource environments.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Google

Fine-tuning Gemma for Non-English Languages

0 rewiews
Dive into Gemma post-training techniques and explore adaptation strategies for non-English languages, enhancing multilingual AI capabilities.
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1 Lesons
12 minutes
On-Demand
Free-Video

TensorFlow 2.0 Beginner Tutorials

0 rewiews
Learn TensorFlow 2.0 through hands-on tutorials covering installation, neural networks, CNNs, RNNs, transfer learning, data augmentation, custom training, and more. Build practical skills for deep learning projects.
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20 Lesons
7 hours
On-Demand
Free-Video

PyTorch Tutorials - Complete Beginner Course

0 rewiews
Comprehensive guide to PyTorch: from basics to advanced concepts, covering tensors, neural networks, and model deployment. Ideal for beginners seeking practical skills.
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22 Lesons
7 hours
On-Demand
Free-Video
Data Science Dojo

Crash Course on Transfer Learning

0 rewiews
Explore transfer learning in deep learning models, including its concept, applications, benefits, and methods. Learn how models leverage prior knowledge for improved performance and efficiency.
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6 Lesons
43 minutes
On-Demand
Free-Video
Python Engineer

TensorFlow 2 Beginner Course

0 rewiews
Comprehensive introduction to TensorFlow 2.0 and Keras, covering key concepts and practical applications in deep learning through hands-on projects and real-world examples.
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12 Lesons
3 hours 19 minutes
On-Demand
Free-Video
TensorFlow

TensorFlow for JavaScript - TensorFlow at O’Reilly AI Conference, San Francisco '18

0 rewiews
Explore TensorFlow.js: Learn to train, deploy, and perform transfer learning in browsers and Node.js. Includes live demos and practical insights for machine learning workflows.
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18 Lesons
33 minutes
On-Demand
Free-Video
DigitalSreeni

Introduction to Transfer Learning

0 rewiews
Explore transfer learning to adapt pre-trained networks for microscopy applications, enhancing accuracy with limited labeled data and reducing training time.
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5 Lesons
21 minutes
On-Demand
Free-Video
Seds Online

The Carbonate Forum 2021 - Artificial Intelligence in Carbonates

0 rewiews
Explore AI applications in carbonate geology, covering microcrystal segmentation and CNN architectures for core classification. Gain insights into cutting-edge techniques and their geological implications.
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21 Lesons
41 minutes
On-Demand
Free-Video
BasisTech

Transfer Learning: Applications for Natural Language Understanding in Business

0 rewiews
転移学習の実用化：AIシステムの知見を活用し、カスタマーサービス、検索、セルフヘルプ、金融分野での自然言語理解を向上。トレーニングデータ不足の課題に対する革新的なソリューション。
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1 Lesons
23 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Transfer Learning, Covariant Learning and Parallel Transport

0 rewiews
Explore transfer learning concepts, including dual algorithms, early time series classification, and connections to analogical reasoning and online learning. Gain insights into bias, information cost, and guarantees.
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1 Lesons
50 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Personalizar ViT Classifier con tu Propia Data y Docker Inference

0 rewiews
Personaliza un Vision Transformer con tu dataset, crea un docker y un punto de inferencia con FastAPI para clasificación de imágenes.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Personalizar Video Classifier (ViViT) con tu Propia Data

0 rewiews
Personaliza un Video Vision Transformer (ViViT) con tu propio dataset utilizando un modelo preentrenado de Google y entrena un clasificador personalizado.
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1 Lesons
47 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning ViT Classifier for Retinal Image Detection - Part 2 (Español)

0 rewiews
Personaliza un Vision Transformer para clasificar imágenes de retina, detectando ojos enfermos usando el dataset EyeQ. Aprende a ajustar modelos pre-entrenados para tareas específicas.
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1 Lesons
56 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Microsoft AI: MLNet Framework en C# - Transfer Learning para Clasificación de Imágenes

0 rewiews
Integra MLNet con TensorFlow para clasificar imágenes de superficies de cemento mediante transfer learning y la API de ML.NET Image Classification Library.
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1 Lesons
34 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning ViT Classifier for Retina Images and Converting to ONNX Format - Part 3

0 rewiews
Personaliza un Vision Transformer con tu dataset de imágenes de retina y conviértelo a formato ONNX para optimizar el rendimiento y la portabilidad.
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1 Lesons
11 minutes
On-Demand
Free-Video
Alan Turing Institute

Artificial Intelligence per Kilowatt-Hour - Max Welling, University of Amsterdam

0 rewiews
Explore cutting-edge AI efficiency: compressing neural nets, low-precision computing, and spiking networks to maximize intelligence per kilowatt-hour as AI moves to edge devices.
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26 Lesons
55 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Training Highly Generalizable Biomedical Image Segmentation Models with Very Few Annotations

0 rewiews
Learn highly generalizable biomedical image segmentation techniques using minimal annotations, focusing on efficient model training and performance optimization for medical imaging tasks.
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1 Lesons
28 minutes
On-Demand
Free-Video
Montreal Robotics

RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

0 rewiews
Explore vision-language-action models for robotic control, enhancing generalization and semantic reasoning through Internet-scale data integration and end-to-end training.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Montreal Robotics

RoboCat - A Self-Improving Generalist for Robotic Manipulation

0 rewiews
Explore RoboCat, a multi-embodiment, multi-task generalist agent for robotic manipulation. Learn about its ability to generalize across tasks and robots, and its potential for autonomous improvement.
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1 Lesons
45 minutes
On-Demand
Free-Video
Open Data Science

Deep Learning and Transfer Learning for NLP

0 rewiews
Explore deep learning and transfer learning for NLP with expert Dipanjan Sarkar. Gain insights on challenges, deployment, popular models, tools, and recent advances in multilingual AI and model interpretability.
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15 Lesons
49 minutes
On-Demand
Free-Video
Open Data Science

Data Efficiency Through Transfer Learning - Eddie Du

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Explore data-efficient transfer learning techniques to overcome limited training data, including instance-based approaches and differentially private aggregation for enhanced model performance and privacy preservation.
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17 Lesons
50 minutes
On-Demand
Free-Video
Nvidia

Mastering Multilingual Recommender Systems - Grandmaster Series

0 rewiews
Explore NVIDIA Merlin team's winning approach in Amazon KDD Cup 2023, featuring innovative techniques for multilingual e-commerce product recommendations and next product title generation.
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14 Lesons
53 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Deep Learning Across Label Confidence Distribution via Transfer Learning

0 rewiews
Improve predictive power in noisy data systems using Filtered Transfer Learning (FTL). Learn to handle datasets with varying label confidence through hierarchical fine-tuning and iterative filtering.
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1 Lesons
35 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

A Cabinet of Deep Learning Curiosities - Unconventional Techniques and Overlooked Methods

0 rewiews
Explore unconventional deep learning techniques, from obscure hacks to overlooked best practices, that have proven surprisingly effective in real-world projects.
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1 Lesons
37 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Mathematical Framework and Numerical Aspects of Adapted Optimal Transport

0 rewiews
Explore mathematical frameworks for transfer learning and numerical aspects of adapted optimal transport in financial mathematics and engineering through expert talks from leading researchers.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Bureau of Economic Geology

Rapid Forecasting of Carbon Storage and Migration using Neural Operators and Transfer Learning

0 rewiews
Leverage Fourier Neural Operators and Transfer Learning to predict CO2 migration in storage reservoirs efficiently, reducing computational time and data requirements for accurate analysis.
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1 Lesons
51 minutes
On-Demand
Free-Video
Valence Labs

Predicting Single-Cell Perturbation Responses for Unseen Drugs

0 rewiews
Explore single-cell perturbation response prediction for novel drugs using an encoder-decoder architecture and transfer learning, enhancing drug discovery efficiency through in-silico hypothesis generation.
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11 Lesons
58 minutes
On-Demand
Free-Video
Nvidia

Jetson Xavier NX Developer Kit - Edge AI Supercomputer Features and Applications

0 rewiews
Explore Jetson Xavier NX Developer Kit's edge AI capabilities, software features, and deployment strategies for advanced applications in video analytics, perception, and natural language processing.
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28 Lesons
58 minutes
On-Demand
Free-Video
Nvidia

Deep Learning in MATLAB: From Algorithm Design to Embedded Deployment on NVIDIA Jetson

0 rewiews
Explore deep learning in MATLAB, from transfer learning to GPU deployment on NVIDIA Jetson. Learn algorithm design, CUDA compilation, and performance optimization for embedded systems.
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17 Lesons
59 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Multi-teacher Multi-stage Knowledge Distillation for Reasoning-Based Machine Reading Comprehension

0 rewiews
Explore multi-teacher and multi-stage knowledge distillation techniques for enhancing machine reading comprehension and reasoning capabilities in question-answering systems.
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1 Lesons
21 minutes
On-Demand
Free-Video
INSAIT Institute

Representing Text in Context - Language Models and Contextual Understanding

0 rewiews
Explore advanced language models and contextualized text representations through cutting-edge research on pre-training methods, visual context integration, and real-world NLP applications.
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1 Lesons
21 minutes
On-Demand
Free-Video
Data Science Conference

Fundamentals of Deep Learning - Computer Vision and Natural Language Processing

0 rewiews
Master practical deep learning skills through hands-on training in computer vision and NLP, from building models from scratch to leveraging pre-trained solutions for efficient deployment and high accuracy results.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Data Science Conference

Deep Learning Techniques for Monocular Depth Estimation

0 rewiews
Dive into advanced monocular depth estimation techniques, from transfer learning to Vision Transformers and Meta AI's DINOv2 model, exploring cutting-edge solutions in computer vision.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Discover AI

In-Context Learning - Comparing Extreme Context Length with Fine-Tuning and RAG

0 rewiews
Explore groundbreaking research on in-context learning with extended context models, comparing performance against fine-tuning and RAG methods while examining scaling impacts and demonstration effectiveness.
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1 Lesons
22 minutes
On-Demand
Free-Video
Data Science Conference

Industry NLP: Multitask and Continual Learning - Adapters and Hypernetworks Approach

0 rewiews
Discover how adapters and hypernetworks revolutionize NLP tasks through multi-task and continual learning approaches, enabling faster training, efficient storage, and seamless ML system integration.
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1 Lesons
28 minutes
On-Demand
Free-Video
Discover AI

Parameter Efficient Fine-Tuning with Multiple LoRA Adapters for Large Language Models

0 rewiews
Dive into parameter efficient fine-tuning with LoRA adapters, exploring matrix factorization, SVD, and advanced configurations for optimizing large language models.
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1 Lesons
47 minutes
On-Demand
Free-Video
Discover AI

Robotics Transformer 2 (RT-2) - Vision-Language Models for Advanced Robotics

0 rewiews
Explore how RT-2 combines Vision-Language Models with robotics, enabling advanced control systems and improved generalization through web-scale pre-training and specialized datasets.
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1 Lesons
28 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
AI Bites

Understanding Meta AI's Segment Anything Model (SAM) - Architecture, Data Engine, and Results

0 rewiews
Dive into Meta AI's Segment Anything Model (SAM), exploring its architecture, innovative data engine, and zero-shot transfer learning capabilities for advanced image segmentation tasks.
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8 Lesons
16 minutes
On-Demand
Free-Video
Discover AI

Behavior Cloning and Residual Reinforcement Learning for Visual Assembly

0 rewiews
Explore advanced imitation learning techniques combining behavior cloning with reinforcement learning for autonomous robotic systems, focusing on precise visual assembly and sim-to-real transfer applications.
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1 Lesons
37 minutes
On-Demand
Free-Video
Discover AI

Domain-Specific AI Models - Creating Customized BERT and SBERT Models for Business Applications

0 rewiews
Discover how to effectively train and fine-tune BERT and SBERT models for specialized domains, focusing on medical and biochemical terminology, with practical solutions for business applications.
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6 Lesons
12 minutes
On-Demand
Free-Video
UofU Data Science

Pretrain-Finetune and Uncertainty Estimation in Machine Learning - Part 1

0 rewiews
Dive into advanced machine learning concepts, from masked language modeling and pretrained vision models to uncertainty estimation and probability calibration techniques.
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10 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Data Preparation and Transformer Models - Introduction to Text and Image Processing

0 rewiews
Master data preparation techniques for transformers, including text and image processing, and understand the fundamentals of transformer architecture and pretraining methods.
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7 Lesons
1 hour 8 minutes
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
Discover AI

Pre-Training BERT from Scratch - Building, Fine-Tuning, and Running Inference with KERAS NLP

0 rewiews
Master BERT model pre-training, fine-tuning, and inference using TF2 and KERAS NLP through hands-on implementation of transformers for domain-specific tasks.
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4 Lesons
30 minutes
On-Demand
Free-Video
Discover AI

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

0 rewiews
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

PyTorch Vision Transformer - Guide to Fine-Tuning for Object Identification

0 rewiews
Master fine-tuning Vision Transformers (ViT) in PyTorch through hands-on coding, focusing on object identification implementation with practical examples and real-time coding demonstrations in Google Colab.
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1 Lesons
22 minutes
On-Demand
Free-Video
Discover AI

PyTorch Vision Transformer: Applying Pre-trained and Fine-tuned ViT Models for Image Classification

0 rewiews
Master Vision Transformer implementation in PyTorch using pre-trained and fine-tuned ViT models for image classification, with hands-on practice in Google Colab and Huggingface integration.
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1 Lesons
23 minutes
On-Demand
Free-Video
Discover AI

Vision Transformer-Based Transfer Learning for Medical Image Classification 2023

0 rewiews
Explore cutting-edge Vision Transformer technology for medical image classification, focusing on mammogram analysis and early breast cancer detection through advanced deep learning approaches.
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1 Lesons
21 minutes
On-Demand
Free-Video
Discover AI

How to Fine-tune T5 and Flan-T5 Large Language Models - Theory Introduction

0 rewiews
Discover the fundamentals of fine-tuning T5 and Flan-T5 language models, exploring key differences, implementation steps, and practical applications using Hugging Face transformers.
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1 Lesons
27 minutes
On-Demand
Free-Video
Data Science Courses

Deep Learning: BERT and GPT Models - Lecture 11

0 rewiews
Dive into the evolution and architecture of transformer models, exploring BERT, GPT series, and T5 to understand their impact on modern natural language processing.
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1 Lesons
55 minutes
On-Demand
Free-Video
UofU Data Science

Transformer Types and Practical Considerations

0 rewiews
Explore different transformer architectures and key implementation factors for building effective natural language processing models and applications.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Pretraining and Finetuning in Machine Learning

0 rewiews
Dive into the fundamental concepts of pretraining and finetuning in machine learning, exploring key techniques and applications for model optimization.
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1 Lesons
33 minutes
On-Demand
Free-Video
UofU Data Science

Transformer Decoder - Pretraining and Finetuning

0 rewiews
Master transformer decoder architecture fundamentals, exploring pretraining methods and effective finetuning techniques for advanced natural language processing applications.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
AI Doctoral Academy

The Unreasonable Effectiveness of Large Language-Vision Models for Video Domain Adaptation - Lecture 31

0 rewiews
Explore the groundbreaking potential of large language-vision models in video domain adaptation through Prof. Ricci's expert analysis of their effectiveness and applications.
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1 Lesons
55 minutes
On-Demand
Free-Video
The Full Stack

Transfer Learning and Transformers - Full Stack Deep Learning - Spring 2021

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Explore transfer learning's evolution from computer vision to NLP, diving into embeddings, language models, and the revolutionary Transformer architecture. Gain insights into various models and their applications.
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9 Lesons
49 minutes
On-Demand
Free-Video
The Full Stack

Xavier Amatriain on Practical Deep Learning Systems - November 2019

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Practical insights on deep learning systems, covering data handling, model selection, architecture engineering, and real-world implementation challenges in various domains.
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44 Lesons
58 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Computer Vision Dog Breed Classification with Convolutional Neural Networks, TensorFlow and Kubeflow

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Develop a dog breed classification system using TensorFlow, Kubeflow, and convolutional neural networks. Compare AI predictions with DNA results for accuracy.
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1 Lesons
29 minutes
On-Demand
Free-Video
USC Information Sciences Institute

Modular and Composable Transfer Learning

0 rewiews
Explore parameter-efficient transfer learning with adapters, enabling modular and composable fine-tuning for improved task performance and cross-lingual generalization in transformer-based models.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Deep Learning for ESG: Advances and Limitations

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Explore recent NLP advances in ESG analysis, including transformer models and transfer learning. Understand the advantages and limitations of current technology in ESG domain.
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1 Lesons
24 minutes
On-Demand
Free-Video
Simons Institute

Measures of Relatedness in Domain Adaptation and Related Problems

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Explore unstructured distribution shifts, discrepancy measures, and adaptation techniques in domain adaptation and transfer learning settings.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
AutoML Seminars

Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How

0 rewiews
Discover a methodology for efficiently selecting and fine-tuning pretrained models through meta-learning, optimizing model selection and hyperparameter configurations for new datasets.
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1 Lesons
40 minutes
On-Demand
Free-Video
TensorFlow

Transfer Learning and Transformer Models

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Explore natural language processing's evolution, focusing on Transformer architecture, language modeling, and BERT's impact on transfer learning in this comprehensive tech talk.
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5 Lesons
45 minutes
On-Demand
Free-Video
Yannic Kilcher

Towards Extreme Multi-Task Scaling for Transfer Learning

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Explores ExT5, an advanced NLP model pre-trained on 107 diverse tasks. Analyzes multi-task scaling benefits, task co-training effects, and demonstrates ExT5's superior performance across various NLP benchmarks.
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11 Lesons
41 minutes
On-Demand
Free-Video
Yannic Kilcher

Pretrained Transformers as Universal Computation Engines

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Explore how pretrained language transformers can be fine-tuned for diverse tasks like vision and protein folding, with minimal parameter adjustments, demonstrating their potential as universal computation engines.
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13 Lesons
34 minutes
On-Demand
Free-Video
Venelin Valkov

Transfer Learning for Image Classification with PyTorch & Python Tutorial - Traffic Sign Recognition

0 rewiews
Learn to classify traffic signs using transfer learning with PyTorch. Explore data, build datasets, train a pre-trained ResNet model, evaluate performance, and make predictions on new images.
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8 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Chris Hay

Getting Started with AI Powered Q&A Using Hugging Face Transformers - HuggingFace Tutorial

0 rewiews
Learn to implement AI-powered Q&A using Hugging Face Transformers. Explore BERT, transfer learning, and practical coding with pre-trained models for your own data and solutions.
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9 Lesons
35 minutes
On-Demand
Free-Video
Venelin Valkov

Create YOLO Dataset for Custom Object Detection Using OpenCV, PyTorch, and Python Tutorial

0 rewiews
Learn to create custom datasets for YOLOv5 object detection, focusing on clothing items in images using OpenCV, PyTorch, and Python. Includes dataset preparation, format conversion, and file structure explanation.
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7 Lesons
37 minutes
On-Demand
Free-Video
HuggingFace

Transfer Learning in NLP and the Birth of the Transformers Library

0 rewiews
Explore the origins of HuggingFace and Transformers library, delving into transfer learning in NLP, open-source models, and the impact of community-driven AI research and development.
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20 Lesons
43 minutes
On-Demand
Free-Video
HuggingFace

The Future of Natural Language Processing

0 rewiews
Explore transfer learning in NLP, covering model efficiency, generalization, fine-tuning, and inductive biases. Gain insights into current trends and future directions from HuggingFace's science lead.
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13 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Simons Institute

Machine Learning for Healthcare Data

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Explore machine learning applications in healthcare, focusing on chronic kidney disease, sepsis, and surgical outcomes, with insights on transfer learning and predictive modeling.
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10 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2021 - Multilingual Learning

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Explore multilingual learning in NLP, covering models, data balancing, parameter sharing, and cross-lingual transfer techniques for improved language processing across diverse languages.
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20 Lesons
33 minutes
On-Demand
Free-Video
Graham Neubig

CMU Neural Nets for NLP 2020 - Multitask and Multilingual Learning

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Explore multitask and multilingual learning in NLP, covering methods, objectives, and challenges. Gain insights into cross-lingual transfer, data balancing, and zero-shot approaches.
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18 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP 2022 - Data-Driven Strategies for NMT

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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
Samuel Chan

TorchVision Quick Start - Building an Image Classifier in 10 Minutes

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Build an image classifier for orangutans and komodo dragons using PyTorch's torchvision library and a pretrained ResNet model. Learn to leverage pre-trained models for quick and effective computer vision tasks.
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1 Lesons
17 minutes
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Free-Video
Nicholas Renotte

Sign Language Detection Tutorial with Tensorflow Object Detection

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Learn to build a real-time sign language detection system using Python, OpenCV, and TensorFlow. Covers image collection, labeling, model training, and live detection implementation.
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6 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Nicholas Renotte

Real Time Sign Language Detection with Tensorflow Object Detection and Python - Deep Learning SSD

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Learn to build a real-time sign language detection system using Tensorflow Object Detection and Python. Covers image collection, labeling, model training, and implementation for translating sign language in real-time.
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1 Lesons
32 minutes
On-Demand
Free-Video
Nicholas Renotte

Real Time Face Mask Detection with Tensorflow and Python - Custom Object Detection with MobileNet SSD

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Learn to build a real-time face mask detector using TensorFlow and Python. Master image labeling, custom object detection, transfer learning, and implement a practical workflow for training and deployment.
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1 Lesons
59 minutes
On-Demand
Free-Video
Data Science Dojo

A Friendly Introduction to Codeless Deep Learning with KNIME Analytics Platform

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Explore codeless deep learning with KNIME Analytics Platform. Learn neural network basics, convolutional networks for computer vision, and build a classification model using KNIME's Keras integration.
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26 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Yannic Kilcher

Movement Pruning - Adaptive Sparsity by Fine-Tuning

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Explore Movement Pruning, an adaptive sparsity technique for fine-tuning deep neural networks. Learn its advantages over Magnitude Pruning in transfer learning scenarios and its impact on model efficiency.
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8 Lesons
30 minutes
On-Demand
Free-Video
Yannic Kilcher

Big Transfer - General Visual Representation Learning

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Explore pre-trained ResNet for visual tasks, learning about large model pre-training and effective fine-tuning techniques for improved performance across diverse datasets.
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7 Lesons
34 minutes
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Free-Video
Yannic Kilcher

Chip Placement with Deep Reinforcement Learning

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Deep reinforcement learning optimizes chip placement, outperforming human experts in speed and efficiency. This AI-driven approach learns from experience, generalizes to new designs, and minimizes power, performance, and area constraints.
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7 Lesons
27 minutes
On-Demand
Free-Video
Yannic Kilcher

POET - Endlessly Generating Increasingly Complex and Diverse Learning Environments and Solutions

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Explore POET, an innovative algorithm that generates and solves increasingly complex challenges, fostering open-ended learning and diverse problem-solving capabilities through evolutionary methods and transfer learning.
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12 Lesons
34 minutes
On-Demand
Free-Video