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#Model Evaluation

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Venelin Valkov

Object Detection on Custom Dataset with YOLO - Fine-Tuning with PyTorch and Python Tutorial

6 rewiews
Fine-tune YOLO v5 for custom object detection using PyTorch. Learn model installation, training, evaluation, and application on a clothing dataset.
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6 Lesons
31 minutes
On-Demand
Free-Video
Roboflow

How to Train Object Detection Transformer on Custom Dataset

1 rewiews
Learn to train Object Detection Transformers using DETR, from environment setup to custom dataset training and model evaluation. Covers PyTorch, COCO datasets, and PyTorch Lightning for efficient deep learning workflows.
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12 Lesons
23 minutes
On-Demand
Free-Video
Stanford University

Beyond Testset Performance - Strategies for Clinical Deployment

0 rewiews
Strategies for deploying AI in clinical settings, addressing challenges beyond test performance. Explores model reliability, distribution shifts, and human-AI collaboration for real-world medical applications.
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28 Lesons
55 minutes
On-Demand
Free-Video
Stanford University

Mandoline - Model Evaluation under Distribution Shift

0 rewiews
Explores a novel framework for evaluating machine learning models under distribution shifts, using slice-based reweighting to improve performance estimation on target distributions.
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20 Lesons
47 minutes
On-Demand
Free-Video
Stanford University

Stanford Seminar - Human-AI Interaction Under Societal Disagreement

0 rewiews
Explores Jury Learning, an interactive AI architecture enabling developers to consider diverse perspectives in machine learning, addressing societal disagreements in AI decision-making processes.
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1 Lesons
53 minutes
On-Demand
Free-Video
Stanford University

How Can You Trust Machine Learning?

0 rewiews
Explore a framework for trustworthy AI based on Clarity, Competence, and Alignment. Learn about explainable ML, rigorous model evaluation, and aligning AI behaviors with human values.
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1 Lesons
52 minutes
On-Demand
Free-Video
Stanford University

Evaluation of Generative Models - Stanford CS236 Deep Generative Models Lecture 15

0 rewiews
Explore evaluation methods for deep generative models, including metrics and techniques to assess model performance, quality, and effectiveness in various applications.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video

Introduction to Machine Learning for Coders

0 rewiews
Learn essential machine learning concepts and techniques for coders, covering fundamental principles and practical applications across 12 comprehensive lessons.
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12 Lesons
19 hours
On-Demand
Free-Video

Natural Language Processing

0 rewiews
Accelerated introduction to NLP, covering machine learning basics, text preprocessing, vectorization, and advanced neural network architectures like RNNs, LSTMs, and Transformers.
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27 Lesons
3 hours 30 minutes
On-Demand
Free-Video

Computer Vision

0 rewiews
Explore machine learning and computer vision fundamentals, advanced neural network architectures, and applications in object detection and semantic segmentation.
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28 Lesons
3 hours 30 minutes
On-Demand
Free-Video

Tabular Data

0 rewiews
Learn machine learning techniques for tabular data, including model evaluation, feature engineering, tree-based models, hyperparameter tuning, and neural networks using AWS SageMaker.
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17 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Weights & Biases

Optimizing CI/CD Model Management and Evaluation Workflows with Weights & Biases

0 rewiews
Learn to enhance CI/CD pipelines for efficient deployment of top production models using Weights & Biases. Explore key concepts and benefits of effective CI/CD pipelines, implement W&B Registry as a central repository for models and datasets, and constru…
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1 Lesons
48 minutes
On-Demand
Free-Video
MLOps.community

GenAI in Production with MLflow

0 rewiews
Explore recent advancements in GenAI application lifecycle management with MLflow in this 20-minute talk by Ben Wilson, Tech Lead of the AI OSS Ecosystem team at Databricks. Discover supported integrations for GenAI application tracking, evaluation, depl…
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1 Lesons
20 minutes
On-Demand
Free-Video
Devoxx

Evaluating Open-Source Local LLMs: A Comparative Analysis with Proprietary Giants for Developer Applications

0 rewiews
Explore the world of open-source local large language models (LLMs) in this 40-minute conference talk from Devoxx. Dive into a comparative analysis between these models and proprietary giants, focusing on their performance, flexibility, and applicability…
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1 Lesons
40 minutes
On-Demand
Free-Video
Devoxx

Pushing LLMs over the Edge: Exploring the Limits of the Possible

0 rewiews
Explore LLM limits through outrageous applications using LangChain4j and Quarkus. Witness complex tasks, potential havoc, and self-evaluating models in this thrilling journey of AI possibilities.
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1 Lesons
49 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Is Your Machine Learning Model Trustworthy? Evaluating AI Quality and Reliability

0 rewiews
Explore AI quality pillars, their importance, and evaluation methods to ensure trustworthy ML models. Learn automated techniques for assessing model performance, robustness, and explainability.
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1 Lesons
39 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Applying Responsible AI with the Open-Source LangTest Library

0 rewiews
Explore open-source tools for building safe, fair AI models. Learn to address robustness, bias, and data leakage challenges using the LangTest library in MLOps workflows.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Towards Robust GenAI: Techniques for Evaluating Enterprise LLM Applications

0 rewiews
Discover emerging automated evaluation solutions for LLMs, combining micro evaluators and human feedback to confidently deploy AI in enterprise applications.
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1 Lesons
45 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Automated Monitoring in Production for Continuous Model Improvements

0 rewiews
Implement automated monitoring for ML models in production. Continuously evaluate performance, visualize metrics, detect degradation, and correlate issues with input data for quick debugging and improvement.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

CyclOps: A Framework for Data Extraction, Model Evaluation and Drift Detection in Clinical Machine Learning

0 rewiews
Explore CyclOps, a unified framework for healthcare ML, enabling data extraction, model evaluation, and drift detection in clinical settings. Streamline development of robust AI models.
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1 Lesons
30 minutes
On-Demand
Free-Video
Trelis Research

OpenAI Fine-tuning vs Distillation - Techniques and Implementation

0 rewiews
Explore OpenAI fine-tuning and distillation techniques using a free Colab notebook. Learn to generate datasets, run fine-tuning, and evaluate models for improved AI performance.
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14 Lesons
23 minutes
On-Demand
Free-Video
Simons Institute

Unexpected Test Losses from Generalization Theory

0 rewiews
Dive into generalization theory's impact on unexpected test losses, exploring emerging settings and their implications for machine learning models.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Yannic Kilcher

GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

0 rewiews
Explore the limitations of mathematical reasoning in large language models through a synthetic dataset. Gain insights into LLM performance on high-school level math questions and understand the challenges in assessing their true capabilities.
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1 Lesons
37 minutes
On-Demand
Free-Video
statisticsmatt

General Linear Models - Regression

0 rewiews
Comprehensive exploration of linear regression models, covering simple and multiple regression techniques, statistical inference, model diagnostics, and advanced topics for in-depth statistical analysis.
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70 Lesons
17 hours
On-Demand
Free-Video
Acadgild

Machine Learning Tutorials for Data Science

0 rewiews
Comprehensive tutorials covering machine learning fundamentals for data science, ideal for beginners seeking to understand key concepts and applications in the field.
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3 Lesons
4 hours 30 minutes
On-Demand
Free-Video

Convolution in One Dimension for Neural Networks

0 rewiews
Comprehensive exploration of 1D convolution in neural networks, covering theory, implementation, and practical application for time series data analysis and model building.
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23 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Learn TensorFlow and Deep Learning Fundamentals with Python - Code-First Introduction Part 2/2

0 rewiews
Dive deep into TensorFlow and Python, mastering non-linear models, multi-class classification, and advanced techniques for optimizing neural networks and evaluating their performance.
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24 Lesons
3 hours 58 minutes
On-Demand
Free-Video
Traversy Media

Machine Learning Crash Course With ML.NET

0 rewiews
Comprehensive introduction to machine learning concepts and hands-on demonstration using ML.NET, covering key processes from data loading to model evaluation with practical C# examples.
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21 Lesons
21 minutes
On-Demand
Free-Video
Institute for Advanced Study

What Do Our Models Learn? - Aleksander Mądry

0 rewiews
Exploring machine learning model behavior, biases in datasets, and challenges in dataset creation and replication for more robust and reliable AI systems.
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25 Lesons
1 hour 28 minutes
On-Demand
Free-Video
CodeWithHarry

Evaluating Classifiers in Python - Precision, Recall and F1 Score

0 rewiews
Learn to evaluate machine learning classifiers using precision, recall, and F1 score in Python. Practical tutorial with code examples for accurate model assessment in Hindi.
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1 Lesons
32 minutes
On-Demand
Free-Video
CodeWithHarry

Precision, Recall, Confusion Matrix and F1-Score - Machine Learning Tutorials in Hindi

0 rewiews
Aprenda a evaluar modelos de aprendizaje automático utilizando métricas clave como precisión, recall, matriz de confusión y puntuación F1, con ejemplos prácticos en Python.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Microsoft Phi3 Mini 4K Instruct - Chain of Thought Prompting Test en Español

0 rewiews
Explora pruebas de prompts de Cadena de Pensamiento con Microsoft Phi3 Mini 4K, comparando con otros modelos y técnicas de ajuste fino para razonamiento mejorado.
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1 Lesons
23 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps: Optimización PEFT para Resumen de Diálogos con Flan-T5 (LoRA) - Español

0 rewiews
Aprende a optimizar modelos Flan-T5 con PEFT (Lora) para resumir diálogos eficientemente, incluyendo técnicas de prompt tuning y evaluación de resultados.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Prompt Tuning for Dialog Summarization with Flan-T5 in Spanish

0 rewiews
Aprende a personalizar y evaluar modelos Flan-T5 para resumen de documentos mediante prompt tuning, con enfoque práctico en español.
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1 Lesons
26 minutes
On-Demand
Free-Video
Aladdin Persson

Google PALM2 - Is It Better Than GPT4?

0 rewiews
Explore the capabilities of Google's PALM2 language model and compare its performance to GPT-4, examining key features and potential applications in AI technology.
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1 Lesons
26 minutes
On-Demand
Free-Video
Google TechTalks

Can LLMs Keep a Secret? Testing Privacy Implications of Language Models

0 rewiews
Explore privacy risks of interactive LLMs, examining evaluation frameworks and proposing research directions for improved privacy auditing and mitigation strategies.
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1 Lesons
42 minutes
On-Demand
Free-Video
CodeEmporium

How a Data Scientist Fights Fraud - With Code!

0 rewiews
Explore data science techniques for fraud detection, including feature engineering, SQL querying, model creation, evaluation, and interpretation, with hands-on coding examples.
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8 Lesons
27 minutes
On-Demand
Free-Video
Aladdin Persson

How to Solve Santander Kaggle Transaction Competition - Top 1% Solution, No Ensemble

0 rewiews
Learn to achieve top 1% in Santander Kaggle competition using neural networks, feature engineering, and data analysis techniques. Improve your machine learning skills with practical insights and strategies.
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11 Lesons
58 minutes
On-Demand
Free-Video
Open Data Science

Data Science Solutions with Cortana Analytics

0 rewiews
Comprehensive tutorial on building predictive models using Microsoft Azure Machine Learning, covering data processing, model creation, deployment, and practical applications in various domains.
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14 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Rob Mulla

Kaggle Competition Starter Notebook Walkthrough

0 rewiews
Learn to create a starter notebook for a Kaggle competition, covering feature engineering, cross-validation, and LightGBM modeling. Gain practical insights from a Kaggle Grandmaster on predictive modeling and Python coding.
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15 Lesons
26 minutes
On-Demand
Free-Video
Prodramp

Machine Learning with DataRobot AI Cloud Platform

0 rewiews
Comprehensive tutorial on DataRobot AI Cloud Platform, covering machine learning model building, evaluation, and deployment. Explores key features like AutoML, bias detection, and model optimization.
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32 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Databricks

Solving Business Problems with Data - Delivering Value Through Use Case Deconstruction

0 rewiews
Explore strategies for aligning data teams with business goals, focusing on use case deconstruction and value delivery. Learn to bridge the gap between technical expertise and practical business impact.
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12 Lesons
25 minutes
On-Demand
Free-Video
Julia Silge

Predict Class Membership for the Datasaurus Dozen With Tidymodels

0 rewiews
Explore multiclass evaluation metrics for random forest models using the Datasaurus Dozen dataset, focusing on model performance and visualization techniques.
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11 Lesons
27 minutes
On-Demand
Free-Video
The Royal Institution

Mathematical Models for Predicting the Future - Limitations and Ethics

0 rewiews
Explore the power and limitations of mathematical models in predicting future events, from pandemics to climate change, with insights on their ethical implications and real-world applications.
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17 Lesons
59 minutes
On-Demand
Free-Video
Krish Naik

Evidently AI Tutorial - Open Source ML Models Monitoring and Observability

0 rewiews
Learn to monitor and evaluate ML models with Evidently AI, an open-source Python library for data scientists. Explore reports, test suites, and dashboards for continuous model quality assessment.
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5 Lesons
30 minutes
On-Demand
Free-Video
Data Science Dojo

Introduction to Text Analytics with R - Pre-Processing Our Test Data

0 rewiews
Learn to preprocess test data, cache IDF values, perform SVD projections, and evaluate model effectiveness for text analytics in R. Enhance your skills in handling unseen textual data and making predictions.
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5 Lesons
27 minutes
On-Demand
Free-Video
Paul G. Allen School

Beyond Test Accuracies for Studying Deep Neural Networks

0 rewiews
Explore deep neural networks beyond test accuracies, focusing on model construction, optimization, and inference. Gain insights into generative multitask learning, learning trajectories, and language model consistencies.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Open Data Science

Building Robust and Scalable Recommendation Engines for Online Food Delivery

0 rewiews
Unlock the power of recommendation engines for food delivery. Learn data preprocessing, feature engineering, and scalable algorithms to create personalized recommendations using the DHRD dataset.
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9 Lesons
25 minutes
On-Demand
Free-Video
Linux Foundation

MLSecOps with Automated Online and Offline ML Model Evaluations on Kubernetes

0 rewiews
Explore automated ML model evaluations on Kubernetes, focusing on MLSecOps practices for enhanced security and efficiency in both online and offline scenarios.
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1 Lesons
40 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Validate and Monitor Your AI and Machine Learning Models

0 rewiews
Discover techniques for validating and monitoring advanced AI and ML models, ensuring long-term performance and business adoption in various industries.
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1 Lesons
48 minutes
On-Demand
Free-Video
SQLBits

Automated Machine Learning on Azure - Comparing Azure ML Service and Azure Databricks

0 rewiews
Explore AutoML on Azure Machine Learning Service and Azure Databricks to quickly build and deploy ML models, reducing time and expertise required for preprocessing and model creation.
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1 Lesons
49 minutes
On-Demand
Free-Video
Great Learning

Regression Analysis in Machine Learning - Linear Regression - Logistic Regression

0 rewiews
Comprehensive exploration of regression analysis, covering linear and logistic techniques. Learn to leverage data relationships for informed decision-making in various business contexts.
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1 Lesons
4 hours 57 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Making Sense of Your Data: Statistics and Machine Learning - Lecture 2

0 rewiews
Explore advanced statistical techniques and machine learning methods for analyzing complex neutrino data, enhancing your ability to extract meaningful insights from experimental results.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Data Science Festival

Improving Insights by Utilizing Causal Inference Methods

0 rewiews
Explore causal inference methods to de-bias data, approximate incremental improvements, and accelerate insights using propensity score matching and regression discontinuity.
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1 Lesons
40 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Linear Regression

0 rewiews
Explore linear regression concepts, techniques, and applications for data analysis and predictive modeling.
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1 Lesons
41 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Simple Linear Regression Model Building

0 rewiews
Build a simple linear regression model by loading data, exploring its structure, and fitting a regression line, with a comprehensive model summary.
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9 Lesons
12 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Multiple Linear Regression Model and Application of F Statistics - Part 5

0 rewiews
Explore multiple linear regression models and apply F statistics in advanced statistical analysis. Enhance your understanding of complex data relationships and hypothesis testing.
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1 Lesons
26 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Multiple Linear Regression Model and Application of F Statistics - Part 2

0 rewiews
Explore advanced concepts of multiple linear regression and F-statistics, enhancing statistical analysis skills for complex data modeling.
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1 Lesons
28 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

All Causal DAGs Are Wrong but Some Are Useful

0 rewiews
Explore the concept of causal DAGs, their usefulness, and challenges in causal discovery. Gain insights into evaluating causal models without ground truth and understanding causality's meaning across various tasks.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Learning to Untangle Genome Assembly Graphs - IPAM at UCLA

0 rewiews
Explore deep learning techniques for untangling genome assembly graphs, improving accuracy and efficiency in DNA sequencing without manual intervention.
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15 Lesons
43 minutes
On-Demand
Free-Video
Valence Labs

Fostering the Development of Impactful AI Models in Drug Discovery - ICML 2023 Panel

0 rewiews
Explore challenges and solutions in bridging academic AI research with real-world drug discovery applications through expert panel insights on benchmarking, data sharing, and industry-academia collaboration.
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8 Lesons
39 minutes
On-Demand
Free-Video
Discover AI

LLM Performance Analysis: Context Length Failures at 2K Tokens

0 rewiews
Explore the limitations of LLM context lengths, performance variations across models, and surprising findings about open-source LLMs outperforming commercial counterparts in 2024.
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1 Lesons
15 minutes
On-Demand
Free-Video
Julia Silge

Predict Astronauts' Mission Duration With Tidymodels and Bootstrap Aggregation

0 rewiews
Explore astronaut mission duration prediction using R's tidymodels and bootstrap aggregation, featuring data analysis, preprocessing, and model evaluation techniques.
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14 Lesons
39 minutes
On-Demand
Free-Video
DevSecCon

Accelerating AI Development - Industry Convergence, Metrics, and Best Practices

0 rewiews
Explore industry convergence in AI development, focusing on Google's insights into quality metrics, user experience patterns, and practical strategies for successful AI system implementation.
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1 Lesons
22 minutes
On-Demand
Free-Video
Data Science Conference

Introducing Two Criteria for Future Data Prediction with ML Models

0 rewiews
Explore transparent evaluation methods for ML models through new criteria linking database characteristics to machine learning metrics, focusing on future data prediction and unbiased assessment.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
AI Bites

OpenAI O1 Preview: Understanding AI Reasoning Models and Chain of Thought

0 rewiews
Explore OpenAI's groundbreaking o1 preview model and its advanced reasoning capabilities for solving complex puzzles, mathematical problems, and coding challenges through detailed examples and practical applications.
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13 Lesons
17 minutes
On-Demand
Free-Video
Discover AI

Performance Evaluation of Open-Source Instruction-Tuned Large Language Models

0 rewiews
Explore the latest performance benchmarks and evaluation methodologies for open-source instruction-tuned Large Language Models through comprehensive leaderboard comparisons.
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8 Lesons
26 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Mid-Semester Review - Lecture 15

0 rewiews
Dive into a comprehensive mid-semester review of fundamental machine learning concepts, covering key principles and techniques explored throughout the academic term.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Challenges in Fostering Trust and Distrust in AI Systems

0 rewiews
Explore key challenges in AI trust development, from benchmark construction and evaluation methods to data quality issues and human trust factors in artificial intelligence systems.
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7 Lesons
1 hour 20 minutes
On-Demand
Free-Video
UofU Data Science

Evaluating Input Attribution Methods in Machine Learning - Plausibility and Comprehensiveness

0 rewiews
Explore advanced concepts in gradient-based input attribution, from plausibility assessment to comprehensive evaluation methods like ROAR and Recursive-ROAR techniques.
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4 Lesons
37 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Foundations - Logistic Regression

0 rewiews
Master logistic regression fundamentals through hands-on practice, exploring core concepts, implementation techniques, and practical applications in machine learning and data analysis.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Practical Advice for Building Machine Learning Applications - Lecture 28

0 rewiews
Gain insights into practical strategies and best practices for implementing real-world machine learning systems, from system design to deployment considerations.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Decision Trees in Machine Learning: Practical Concerns and Overfitting - Lecture 5

0 rewiews
Delve into practical aspects of decision tree learning, exploring implementation challenges and understanding how to address overfitting in machine learning models.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
The Full Stack

Troubleshooting Deep Neural Networks - Full Stack Deep Learning - Spring 2021

0 rewiews
Learn a systematic approach to troubleshoot deep neural networks, from starting simple to tuning hyperparameters, with practical strategies for implementation, debugging, evaluation, and improvement.
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8 Lesons
1 hour 7 minutes
On-Demand
Free-Video
The Full Stack

Xavier Amatriain on Practical Deep Learning Systems - November 2019

0 rewiews
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
Databricks

Methods for Evaluating Your GenAI Application Quality

0 rewiews
Explore comprehensive tools for evaluating GenAI applications, including inference tables, Lakehouse Monitoring, and MLflow. Learn best practices for offline and real-time quality assurance in production environments.
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1 Lesons
37 minutes
On-Demand
Free-Video
Conf42

The Next Frontier - Observability in ML Systems

0 rewiews
Explore the frontier of ML systems observability, covering key components, challenges, and future trends in various domains including LLMs and computer vision.
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21 Lesons
15 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
Aladdin Persson

Pytorch Transformers for Machine Translation

0 rewiews
Build a Seq2Seq Transformer model in PyTorch for German-to-English translation using the Multi30k dataset. Learn data preprocessing, model architecture, training setup, and evaluation with BLEU score.
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7 Lesons
34 minutes
On-Demand
Free-Video
Aladdin Persson

Pytorch Seq2Seq Tutorial for Machine Translation

0 rewiews
Comprehensive tutorial on building a Seq2Seq model for German-English machine translation, covering implementation, training, and evaluation using PyTorch and the Multi30k dataset.
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10 Lesons
51 minutes
On-Demand
Free-Video
TensorFlow

Introduction to Machine Learning

0 rewiews
Hands-on introduction to machine learning, covering models, projects, and tools. Learn to use CoLabs and leverage documentation for your first ML project.
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22 Lesons
46 minutes
On-Demand
Free-Video
Nicholas Renotte

Python Reinforcement Learning Tutorial for Beginners

0 rewiews
Learn to create an OpenAI gym environment, train a reinforcement learning algorithm for the Lunar Lander problem, and use stable_baselines algorithms in Python. Practical guide with code examples and step-by-step instructions.
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8 Lesons
26 minutes
On-Demand
Free-Video
Yannic Kilcher

Can Wikipedia Help Offline Reinforcement Learning - Author Interview

0 rewiews
Exploring the potential of pre-trained language models in offline reinforcement learning, discussing experimental results, model performance, and future directions for leveraging sequence modeling techniques in RL tasks.
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14 Lesons
45 minutes
On-Demand
Free-Video
Venelin Valkov

Build a Neural Network with Python Tutorial - Deep Learning with PyTorch

0 rewiews
Learn to build, train, and evaluate a neural network for weather prediction using PyTorch. Covers data preprocessing, model architecture, GPU acceleration, and practical applications.
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9 Lesons
58 minutes
On-Demand
Free-Video
Nicholas Renotte

Build a Deep CNN Image Classifier with Any Images

0 rewiews
Learn to build a custom deep CNN image classifier from scratch using Python, TensorFlow, and Keras. Covers data pipeline, preprocessing, network building, training, evaluation, and model saving.
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19 Lesons
1 hour 25 minutes
On-Demand
Free-Video
rupert ai

Masked Language Modelling - Retraining BERT with Hugging Face Trainer - Coding Tutorial

0 rewiews
Practical guide to retraining BERT for masked language modeling using Hugging Face Trainer on the Microsoft Research Sentence Completion Challenge, with step-by-step Python implementation and performance evaluation.
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5 Lesons
32 minutes
On-Demand
Free-Video
rupert ai

Masked Language Modelling with Hugging Face - Microsoft Sentence Completion - Coding Tutorial

0 rewiews
Practical guide to applying Hugging Face language models for sentence completion, covering masked language modeling, data inspection, model application, and performance evaluation.
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5 Lesons
48 minutes
On-Demand
Free-Video
rupert ai

Multi-Label Classification on Unhealthy Comments - Finetuning RoBERTa with PyTorch - Coding Tutorial

0 rewiews
Learn to finetune RoBERTa for multi-label classification of unhealthy comments using PyTorch Lightning. Practical coding guide covers data preparation, model creation, training, and evaluation.
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9 Lesons
1 hour 16 minutes
On-Demand
Free-Video
James Briggs

All You Need to Know on Multilingual Sentence Vectors - 1 Model, 50+ Languages

0 rewiews
Learn to create and use multilingual sentence vectors for cross-language text comparison. Covers techniques like multi-task training and knowledge distillation, with practical implementation and evaluation steps.
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13 Lesons
40 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
HuggingFace

XLS-R: Large-Scale Cross-Lingual Speech Representation Learning on 128 Languages

0 rewiews
Explore XLS-R, a groundbreaking cross-lingual speech model trained on 128 languages. Learn about its impressive performance in speech translation, recognition, and language identification tasks.
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14 Lesons
27 minutes
On-Demand
Free-Video
Prodramp

Deep Understanding of MNIST Problem and Its CNN Solution Using CNN Explainer

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Comprehensive tutorial on MNIST problem and CNN solution using CNN Explainer. Covers dataset preparation, model architecture, training, and evaluation. Ideal for beginners in deep learning and neural networks.
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28 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Eran Feit

Creating an Animal Segmentation Model with U-Net and TensorFlow Keras

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Learn to implement and train a U-Net model for animal segmentation using TensorFlow/Keras. Covers data preprocessing, model architecture, training, and evaluation with practical code examples.
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6 Lesons
54 minutes
On-Demand
Free-Video
1littlecoder

Overfitting, Underfitting, and Random Forests in Machine Learning - Day 10

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Explore overfitting, underfitting, and random forests in machine learning. Learn to build accurate models and apply these concepts to improve your ML skills.
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7 Lesons
39 minutes
On-Demand
Free-Video
Databricks

Managing the Complete Machine Learning Lifecycle with MLflow - Part 2

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Explore MLflow's capabilities for managing machine learning lifecycles, from data preparation to model deployment, with practical insights on hyperparameter optimization and production workflows.
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18 Lesons
41 minutes
On-Demand
Free-Video
Julia Silge

Predictive Modeling in R With Tidymodels and NFL Attendance

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Learn to train predictive models using R's tidymodels framework and NFL game attendance data. Explore data splitting, model building, evaluation, and results visualization techniques.
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8 Lesons
41 minutes
On-Demand
Free-Video
Julia Silge

Subword Features in Machine Learning for Text

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Explore machine learning techniques for text analysis using tidymodels to predict Hawaii post offices from their names, with practical code examples and performance evaluation.
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12 Lesons
28 minutes
On-Demand
Free-Video
Julia Silge

Build a Predictive Text Model for Avatar: The Last Airbender with Tidymodels

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Predict Avatar: The Last Airbender speakers using text features and tidymodels in R. Learn model-agnostic variable importance and handle class imbalance in this data analysis tutorial.
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16 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Venelin Valkov

Fine-Tuning LLM with QLoRA on Single GPU - Training Falcon-7b on ChatBot Support FAQ Dataset

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Learn to fine-tune Falcon-7b LLM on a custom dataset using QLoRA. Covers model loading, LoRA adapter implementation, fine-tuning, progress monitoring, and performance evaluation on chatbot support FAQs.
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13 Lesons
30 minutes
On-Demand
Free-Video
Krish Naik

End to End NLP Project Implementation With Deployment Github Action - Text Summarization - Krish Naik

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Comprehensive guide to implementing an end-to-end NLP text summarization project, covering data processing, model training, evaluation, and deployment using GitHub Actions on AWS.
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24 Lesons
3 hours 38 minutes
On-Demand
Free-Video