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#Model Selection

Showing: 74 courses

Random Forests

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Learn to build, evaluate, and implement Random Forests, including handling missing data and clustering. Gain practical skills using R for this powerful machine learning technique.
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3 Lesons
30 minutes
On-Demand
Free-Video
NPTEL

Pattern Recognition

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This course provides a fairly comprehensive view of the fundamentals of pattern classification and regression. Topics covered in the lectures include an overview of pattern classification and regression; Bayesian decision making and Bayes classifier
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30 Lesons
1 day 5 hours
On-Demand
Free-Video
Santa Fe Institute

Balance, Criticality, and Antifragility in Complex Systems

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Explore complex systems thinking and its philosophical implications with Carlos Gershenson. Delve into balance, criticality, antifragility, and the intersections between Eastern and Western philosophical traditions and modern scientific concepts.
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19 Lesons
1 hour 7 minutes
On-Demand
Free-Video

How to Choose Model

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Learn strategies for selecting the right machine learning model, including comparing models, handling noise, choosing loss functions, data splitting, and understanding assumptions.
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5 Lesons
30 minutes
On-Demand
Free-Video
Institute for Advanced Study

Meta-Learning - Why It’s Hard and What We Can Do - Ke Li

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Explore meta-learning challenges and solutions with Ke Li, covering optimization, model selection, and program induction in this theoretical machine learning seminar.
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30 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Regularization via Permutation of Labels - Lecture 1

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Explore regularization techniques using label permutation in mathematical statistics, focusing on innovative approaches and their applications.
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1 Lesons
52 minutes
On-Demand
Free-Video
Mathematical Oncology

Quantifying CAR T Cells Activity Against AML - Model Selection Based on In Vitro Cytolytic Assays

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Explore quantitative modeling of CAR T cell activity against AML through in vitro cytolytic assays, enhancing understanding of immunotherapy effectiveness.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
GAIA

ML in Practice - Interaction Between ML Modeling and Downstream Design Decisions

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Explore ML from an engineering perspective, focusing on real-world applications and the impact of model selection on final solutions in telecommunications networks.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
Open Data Science

Data Science Solutions with Cortana Analytics

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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
Alan Turing Institute

Insights from Predictive Policing - Tobias Brandt, Rotterdam School of Management

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Explore data-driven decision-support in policing, examining the complex relationship between prediction quality and decision outcomes. Learn about end-to-end frameworks for model selection in smart city operations.
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19 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Databricks

AutoML Toolkit Deep Dive - Automating Feature Engineering and Model Optimization

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Explore Databricks Labs' AutoML Toolkit for automating feature engineering, model selection, tuning, and deployment. Learn to accelerate machine learning workflows and enhance productivity.
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24 Lesons
1 hour
On-Demand
Free-Video
Databricks

Augmenting Machine Learning with Databricks Labs AutoML Toolkit

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Explore how Databricks Labs AutoML Toolkit simplifies and optimizes machine learning processes, from data preparation to model optimization, using financial loan risk data examples.
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16 Lesons
30 minutes
On-Demand
Free-Video
Paul G. Allen School

Statistical Learning III - Advanced Techniques in Machine Learning

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Explore advanced statistical learning concepts with Robert Schapire from Microsoft Research, focusing on cutting-edge techniques and applications in machine learning and data analysis.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
BIMSA

Graphon Cross-Validation: Assessing Models on Network Data

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Explore graphon cross-validation techniques for network data analysis, enhancing model accuracy and generalizability through innovative validation methods and theoretical insights.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Bryan Cafferky

Understanding Predictive Modeling with R

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Learn to create predictive models using R, covering key concepts, training techniques, and practical demonstrations. Gain insights into model selection and explore various applications in data analysis.
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15 Lesons
1 hour 3 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Fitting High-dimensional Data and Model Selection - Lecture

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Explore techniques for fitting high-dimensional data and selecting appropriate models in biological evolution, focusing on polygenic adaptation and phenotypic variation.
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1 Lesons
38 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Multiple Linear Regression: Model Building and Selection

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Build and select multiple linear regression models through data loading, visualization, and iterative model refinement using R.
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10 Lesons
15 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Statistical Inference of Logistic Regression: Confusion Matrix, Errors, and Model Selection

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Explore statistical inference in logistic regression, covering confusion matrices, error types, and model selection techniques for improved predictive accuracy.
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8 Lesons
17 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Hands-on with R: Regression Modeling and Feature Selection - Part 5

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Fit regression models to temperature data, apply stepwise variable selection, and choose the best model using out-sample RMSE. Enhance skills in feature engineering and dimension reduction.
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1 Lesons
18 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 10

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Explore statistical models linking data to theory in quantitative ecology. Learn from expert Diogo Melo about advanced techniques for analyzing ecological data and developing robust theoretical frameworks.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 8

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Explore statistical models linking data to theory in quantitative ecology. Learn advanced techniques for analyzing ecological data and developing robust theoretical frameworks.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 6

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Explore statistical models linking data to theory in quantitative ecology. Learn advanced techniques for analyzing ecological data and developing robust theoretical frameworks.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 5

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Explore statistical models linking ecological data to theory in this advanced quantitative ecology lecture by Paulo Inacio Prado.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 4

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Explore statistical models linking ecological data to theory, focusing on advanced techniques for quantitative analysis in ecology.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 3

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Explore statistical models linking data to theory in quantitative ecology. Learn from expert Andrea Sanchez-Tapia in this comprehensive lecture on advanced ecological analysis techniques.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 2

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Explore statistical models linking data to theory in quantitative ecology. Learn from expert Andrea Sanchez-Tapia in this comprehensive lecture on advanced ecological analysis techniques.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

High-dimensional Statistics and Approximate Message Passing Algorithms - Workshop on Randomness and Learning on Networks

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Explore high-dimensional statistics and approximate message passing algorithms with expert Cynthia Rush. Gain insights into advanced mathematical concepts and their applications in network analysis and learning.
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1 Lesons
57 minutes
On-Demand
Free-Video
MITCBMM

Neural Decoding of Spike Trains and Local Field Potentials with Machine Learning in Python

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Learn Python-based machine learning techniques for neural decoding, focusing on preprocessing, model selection, and optimization for spike trains and local field potentials from macaque cortical areas.
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28 Lesons
1 hour 50 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Efficient Cosmological Model Selection with Bayesian Optimization

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Explore Bayesian optimization techniques for efficient cosmological model selection, enhancing understanding of the universe's structure and evolution.
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1 Lesons
1 hour
On-Demand
Free-Video
Julia Silge

Data Preprocessing and Resampling Using Tidymodels

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Explore data preprocessing and resampling techniques using tidymodels in R, focusing on college tuition and diversity data to build effective models and improve analysis skills.
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22 Lesons
48 minutes
On-Demand
Free-Video
AI Bites

Model Router: Choosing the Right AI Model Using NotDiamond API

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Discover how to effectively select and implement AI models using NotDiamond's model routing API, comparing top models like GPT-4, Claude 3, and Gemini for optimal task-specific performance.
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10 Lesons
15 minutes
On-Demand
Free-Video
UofU Data Science

Select-then-Predict: Post-hoc Explainability vs Interpretable Models

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Explore the concept of Select-then-Predict methodology, comparing post-hoc and inherent model interpretability while examining key approaches like differentiable binary variables and Trojan explanations.
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6 Lesons
24 minutes
On-Demand
Free-Video
UofU Data Science

Supervised Learning: The Setup and Hypothesis Space Selection - Lecture 3

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Delve into supervised learning concepts, focusing on hypothesis space selection and its crucial role in building effective machine learning models.
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1 Lesons
44 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

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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
Keith Galli

Real-World Python Machine Learning Tutorial With Scikit Learn

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Comprehensive Python machine learning tutorial covering sentiment analysis using scikit-learn, from data preparation to model evaluation and optimization, with practical examples using Amazon reviews.
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23 Lesons
1 hour 41 minutes
On-Demand
Free-Video
Prodramp

Develop Successful Deep Learning Projects with This 10 Steps Formula

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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
Software Engineering Courses - SE Courses

Become a Master of SDXL Training with Kohya SS LoRAs - Combine Power of Automatic and SDXL LoRAs

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Master SDXL LoRA training with Kohya SS: installation, optimization, and advanced techniques for high-quality image generation using Automatic1111 Web UI and minimal VRAM.
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73 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Data Science Dojo

Building and Deploying a Model Using AutoML in Azure ML - Azure Tutorial for Beginners

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Learn to streamline machine learning model development with Azure AutoML. Explore algorithm selection, hyperparameter tuning, and evaluation metrics for efficient model creation and deployment.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Open Data Science

Building Scalable AI Computer Vision Applications

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Standardized workflow for building scalable AI computer vision applications, covering data preparation, annotation, model selection, benchmarking, deployment, and monitoring for efficient development.
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13 Lesons
41 minutes
On-Demand
Free-Video
Open Data Science

Price Optimisation - From Exploration to Productionising - David Adey, PhD & Alexey Drozdetskiy, PhD

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Explore dynamic price optimization using machine learning, from data analysis to cloud deployment. Learn about feature encoding, model selection, efficiency improvements, and practical implementation strategies for revenue growth.
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19 Lesons
1 hour 11 minutes
On-Demand
Free-Video
MITCBMM

FMRI Bootcamp - Representational Similarity

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Explore advanced fMRI analysis techniques, focusing on representational similarity and its applications in neuroimaging research.
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8 Lesons
48 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Strategies for Efficient LLM Deployments in Any Cluster

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Explore strategies to optimize LLM deployments in Kubernetes clusters, focusing on reducing model size, improving resource utilization, and balancing performance with efficiency for cloud-to-edge scenarios.
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1 Lesons
31 minutes
On-Demand
Free-Video
Simons Institute

Data is as Data Does - The Influence of Computation on Inference

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Exploring the impact of computational approximations on probabilistic models in machine learning, with focus on Gaussian Process approximations and their applications in neurobiology.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
LLMOps Space

Building LLM-Powered Apps: Best Practices for Vector Databases and LLMOps

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Explore best practices for LLM-based app development, covering design considerations, technical aspects, and deployment strategies for optimal performance and scalability.
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1 Lesons
45 minutes
On-Demand
Free-Video
Valence Labs

Towards Good Validation Metrics for Generative Models in Offline Model-Based Optimization

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Explore principled evaluation frameworks for generative models in offline model-based optimization. Learn about validation metrics, dataset challenges, and strategies for measuring extrapolation capabilities.
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9 Lesons
52 minutes
On-Demand
Free-Video
SQLBits

How to Get Started with MLOps in Azure Databricks

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Explore the machine learning lifecycle and operationalize models using Databricks Machine Learning, focusing on scaling deployments with MLOps for company-wide implementation.
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1 Lesons
51 minutes
On-Demand
Free-Video
USENIX

Scalable AutoML for Time Series Forecasting Using Ray

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Explore scalable AutoML for time series forecasting using Ray, covering feature generation, model selection, and distributed hyper-parameter tuning with real-world applications and insights.
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16 Lesons
22 minutes
On-Demand
Free-Video
Black Hat

Protecting the Protector - Hardening Machine Learning Defenses Against Adversarial Attacks

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Strategies for enhancing machine learning model resilience against tampering, comparing cloud and client-based models, and exploring defense techniques for endpoint protection systems.
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27 Lesons
50 minutes
On-Demand
Free-Video
GOTO Conferences

A Composer's Guide to Creating with Generative Neural Networks

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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

Machine Learning Made Easy With PyCaret

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Discover how PyCaret simplifies machine learning workflows, automates processes, and boosts productivity. Learn to integrate this low-code library for faster, more efficient ML experiments.
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11 Lesons
44 minutes
On-Demand
Free-Video
WeAreDevelopers

Building a Large Music Recommender Leveraging AI, Deep Learning and Human Expertise

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Explore Pandora's sophisticated music recommendation system, combining AI, deep learning, and human expertise to deliver personalized listening experiences based on vast user data and musicological insights.
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16 Lesons
34 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Honey Bee Conservation Using Deep Learning

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Explore DeepBee: an innovative tool using deep learning for automatic honeybee colony assessment, streamlining the process of counting and classifying comb cells for beekeepers.
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1 Lesons
44 minutes
On-Demand
Free-Video
Scala Days Conferences

Impact on Business and Society

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Exploring AI democratization at Salesforce, focusing on reducing human effort in service centers through automated model building, feature engineering, and actionable results using scalable technologies.
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1 Lesons
49 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

ProxyLM - Predicting Language Model Performance on Multilingual Tasks via Proxy Models

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Discover how ProxyLM framework uses proxy models to predict language model performance in multilingual NLP tasks, offering significant computational efficiency and improved accuracy for model selection.
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1 Lesons
29 minutes
On-Demand
Free-Video
Data Science Conference

Boosting Data Science Routines with DataArt's AutoML Platform

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Discover how DataArt's DS/ML Platform automates data science workflows through feature engineering, model selection, and deployment - suitable for both expert and citizen data scientists.
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1 Lesons
28 minutes
On-Demand
Free-Video
DevConf

Rapid Prototyping with Open Source AI Models

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Discover and leverage open-source AI models for idea validation, process automation, and innovation without expensive hardware requirements.
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1 Lesons
15 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

VMS: Interactive Visualization to Support the Sensemaking and Selection of Predictive Models

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Explore interactive visualization for comparing and selecting predictive models, integrating performance, instance, and feature-level analysis to support informed decision-making in machine learning.
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1 Lesons
26 minutes
On-Demand
Free-Video
Elvis Saravia

Selecting the Right Large Language Model - A Systematic Approach

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Systematic framework for experimenting with and selecting the optimal LLM, considering factors like performance, cost, and specific use case requirements.
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1 Lesons
17 minutes
On-Demand
Free-Video
Google Cloud Tech

Vertex AI Gemini: Model Selection and Prompt Design Principles and Strategies

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Master Vertex AI Gemini model selection and prompt design. Learn to map capabilities to use cases, craft effective prompts, and implement robust engineering strategies.
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1 Lesons
37 minutes
On-Demand
Free-Video
Data Science Festival

Quality Assurance and Machine Learning Model Validation

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Explore key steps in machine learning model validation and quality assurance, from bias detection to data leak prevention, enhancing your MLOps process.
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1 Lesons
45 minutes
On-Demand
Free-Video
UofU Data Science

Supervised Learning: The Setup and Hypothesis Space - Lecture 3

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Delve into supervised learning concepts, focusing on hypothesis space selection and its crucial role in machine learning model development and performance optimization.
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6 Lesons
33 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Trade-off Between Optimality and Explainability in Machine Learning Models

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Explore the trade-off between model explainability and accuracy in AI/ML, focusing on counterfactual explainability and optimization challenges in high-risk applications.
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1 Lesons
44 minutes
On-Demand
Free-Video
NashKnolX

Building and Deploying Machine Learning Models with Amazon SageMaker

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Learn to build, train, and deploy ML models using Amazon SageMaker, covering data preprocessing, model selection, hyperparameter tuning, and evaluation.
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1 Lesons
43 minutes
On-Demand
Free-Video
Centrum Fizyki Teoretycznej PAN

Statistical Analysis in Cosmology: Goodness-of-Fit and Model Selection - Part 2

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Explore advanced statistical methods in cosmology, including model selection, MCMC, chi-square, and p-value analysis for robust data interpretation.
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1 Lesons
49 minutes
On-Demand
Free-Video
All About AI

AI App of the Week: OpenAI-o1 Investment App with Chain Prompting - Tutorial

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Build an AI-powered investment app using chain prompting, frontend design, backend development, and image generation. Learn to integrate OpenAI models for financial analysis.
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9 Lesons
44 minutes
On-Demand
Free-Video
DevConf

Understanding LLM Benchmark Quality - Who Watches the Watchmen?

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Explore LLM benchmarks' effectiveness in measuring model performance. Gain insights into evaluating language models beyond leaderboards for informed decision-making in AI applications.
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1 Lesons
30 minutes
On-Demand
Free-Video
VinAI

Toward Building a Cost-Effective and Robust Machine Learning System

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Explore cost-effective ML system development through active learning, continual learning, and transfer learning. Learn efficient model selection techniques for optimal source model transfer to target tasks.
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1 Lesons
57 minutes
On-Demand
Free-Video
Open Data Science

All AI Models Are Not Created Equal: and That's a Good Thing

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Explore AI model diversity, ecosystem competition, and optimization strategies for effective implementation across projects. Learn to select models based on price, speed, and quality.
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1 Lesons
31 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Optimizing Large Language Model Selection for Efficient GenAI Development

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Discover practical tools and strategies for selecting optimal LLMs in GenAI development, exploring DSPy and frugalGPT frameworks for cost-effective and efficient implementation.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
UofU Data Science

Predictive Distribution and Model Comparison in Linear Models - Lecture 12

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Dive into predictive distribution modeling, exploring linear models, binary classification, and logistic regression while mastering maximum molecular estimation techniques.
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9 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Conf42

Prompt Engineering: Art, Science, or Career Path?

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Dive into prompt engineering fundamentals, from tokenization and model selection to advanced techniques, tools, and future trends in AI interaction and development.
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11 Lesons
41 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Incremental GPU Slicing in Kubernetes Clusters - Dynamic Resource Management

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Discover how to implement dynamic GPU slicing in Kubernetes clusters for efficient resource allocation and cost optimization in large language model deployments, using vendor-agnostic approaches.
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1 Lesons
27 minutes
On-Demand
Free-Video
Simons Institute

Pseudo-Labeling for Covariate Shift Adaptation in Machine Learning

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Explore advanced covariate shift adaptation techniques using pseudo-labeling methods for regression tasks, focusing on kernel ridge regression and bias-variance optimization for target distributions.
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1 Lesons
39 minutes
On-Demand
Free-Video