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#Automated Machine Learning

Showing: 23 courses
MLOps World: Machine Learning in Production

Automated Machine Learning Tuning with FLAML

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Explore automated machine learning and tuning using FLAML, a fast Python library. Learn to automate ML tasks, perform general tuning, and conduct zero-shot AutoML efficiently.
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1 Lesons
2 hours 59 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Improving Productivity for Building ML Workloads Using Amazon SageMaker Autopilot

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Automate ML model training and tuning for customer churn prediction using Amazon SageMaker Autopilot, with deployment and iteration in SageMaker Studio.
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1 Lesons
19 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Machine Learning Simplified - From Ideation to Deployment in Minutes with Automated ML

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Discover how to train high-quality ML models using Azure Machine Learning's automated ML, requiring only a dataset and minimal configuration parameters.
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1 Lesons
49 minutes
On-Demand
Free-Video
SQLBits

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

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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
AutoML Seminars

Challenges in Hyperparameter Optimization for Reinforcement Learning - Understanding AutoRL Through AutoML

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Explore the complexities of hyperparameter optimization in Reinforcement Learning, examining AutoML tools and methods to better understand and tune RL algorithms for improved performance.
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1 Lesons
32 minutes
On-Demand
Free-Video
1littlecoder

AutoXGB - Automated ML with XGBoost + Optuna + FastAPI - Kaggle Demo

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Explore AutoXGB, a Python library for automated machine learning using XGBoost, Optuna, and FastAPI. Learn its parameters and application in a Kaggle competition.
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1 Lesons
24 minutes
On-Demand
Free-Video
Prodramp

Test Drive - A Very First Look at H2O Hybrid Cloud

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Explore H2O AI Hybrid Cloud's features: AI App Store, MLOps pipeline, AI engines, and collaboration tools. Gain insights into automated machine learning for complex business problem-solving.
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16 Lesons
28 minutes
On-Demand
Free-Video
Databricks

Automated and Explainable Deep Learning for Clinical Language Understanding

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Explore advanced deep learning techniques for clinical NLP, including automated model training, explainable AI, and scalable architectures to extract critical healthcare insights from unstructured medical notes.
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19 Lesons
35 minutes
On-Demand
Free-Video
Linux Foundation

Hyperparameter Tuning Using Kubeflow

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Explore automated machine learning with Katib, a Kubernetes-native platform for hyperparameter tuning and neural architecture search, enhancing model performance efficiently.
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21 Lesons
35 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Automated Quantitative Trait Locus Analysis - CGSI 2023

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Explore automated quantitative trait locus analysis using machine learning. Learn about genetic architecture, feature engineering, and Pareto optimization for biodata mining and complex trait analysis.
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28 Lesons
30 minutes
On-Demand
Free-Video
Oracle

Automated Machine Learning and Explainability

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Explore Oracle AutoML's innovative approach to simplifying machine learning, integrating explainability techniques for enhanced user understanding and trust in complex ML pipelines and models.
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10 Lesons
24 minutes
On-Demand
Free-Video
Microsoft

AI Customer Use Cases and Learnings

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Discover best practices and real-world insights from AI Platform Customer Engineering, exploring machine learning applications in wildlife protection and healthcare automation.
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10 Lesons
30 minutes
On-Demand
Free-Video
PASS Data Community Summit

Overview of Automated ML June 2019

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Explore automated machine learning for accelerating AI development, with demos on Azure ML Service and Databricks, focusing on Python implementation and recent Azure technologies.
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31 Lesons
50 minutes
On-Demand
Free-Video
EuroPython Conference

Auto-Sklearn - Automated Machine Learning in Python

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Discover Auto-sklearn, an open-source AutoML tool that simplifies machine learning pipeline development. Learn its functionality, benefits, and how to implement it as a scikit-learn replacement.
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1 Lesons
45 minutes
On-Demand
Free-Video
EuroPython Conference

Automated Machine Learning With Keras

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Explore automated machine learning with Keras Tuner and AutoKeras, enabling efficient development of high-performance deep learning models while requiring less expertise and effort.
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12 Lesons
31 minutes
On-Demand
Free-Video
PASS Data Community Summit

Azure Machine Learning 101

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Explore Azure ML's no-code approach to machine learning, from data preparation to model deployment, suitable for both beginners and experienced data scientists.
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27 Lesons
1 hour 10 minutes
On-Demand
Free-Video
PASS Data Community Summit

Data for Good - Machine Learning to Improve Water Access in Developing Nations

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Leveraging machine learning to analyze global water point data, providing insights for governments to improve water access in developing nations through an accessible web-based tool.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
PASS Data Community Summit

Hidden Differences Between Azure ML Products Revealed

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Explore Azure ML products, their differences, and use cases. Learn to create end-to-end ML workflows, integrate with SQL Server, and manage models in production using various Azure tools.
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21 Lesons
55 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

MLOps - Automated Machine Learning Made Easy

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Explore AI and ML optimization techniques to enhance business outcomes through data understanding and model improvement.
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1 Lesons
45 minutes
On-Demand
Free-Video
Alexander Amini

Deep Learning New Frontiers

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Explore deep learning limitations and new frontiers, including expressivity, generalization, failure modes, uncertainty, adversarial attacks, and emerging areas like graph learning and AutoML.
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15 Lesons
51 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

AutoML Towards Deep Learning: Optimizing Neural Architectures and Hyperparameters

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Explore advances in AutoML for Deep Learning, focusing on joint optimization, efficiency, and robustness. Learn about the future of automated neural architecture and hyperparameter optimization.
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1 Lesons
57 minutes
On-Demand
Free-Video
Scalable Parallel Computing Lab, SPCL @ ETH Zurich

Democratizing Deep Learning with DeepHyper

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Explore DeepHyper: Automate DNN design for scientific data using scalable neural architecture and hyperparameter search. Learn to generate DNN ensembles for uncertainty estimation in various applications.
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4 Lesons
1 hour 1 minute
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

AutoML for Natural Language Processing - EACL 2013 Tutorial

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Explore AutoML techniques for NLP, covering hyperparameter optimization and neural architecture search to improve model-building rigor and efficiency.
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1 Lesons
2 hours 44 minutes
On-Demand
Free-Video