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#Model Development

Showing: 36 courses
Australian Water School

Applied Hydrodynamic Modelling

0 rewiews
Explore hydrodynamic modeling applications in environmental planning and structural design through case studies of the Coorong estuary and Brisbane River, highlighting unique approaches and key lessons learned.
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9 Lesons
1 hour 1 minute
On-Demand
Free-Video
Data Science Dojo

How to Deploy an ML App on Azure App Service

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Learn to develop and deploy an interactive machine learning app on Azure, covering UI creation, model development, and CI/CD configuration for seamless production deployment.
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5 Lesons
44 minutes
On-Demand
Free-Video
Open Data Science

Cloud Directions, MLOps and Production Data Science

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Explore cloud directions, MLOps, and production data science with Prof. Hellerstein. Learn key challenges, lifecycle management, and innovative solutions for scaling data-intensive applications in the cloud.
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14 Lesons
43 minutes
On-Demand
Free-Video
Databricks

Scaling AI at H&M - Democratizing and Accelerating AI Usage

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H&M's evolving AI platform democratizes and accelerates AI usage across the group, focusing on speed to production, data abstraction, feature store, and pipeline orchestration for efficient model management and development.
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17 Lesons
28 minutes
On-Demand
Free-Video
Linux Foundation

Lessons Learned from Big Data and AI/ML Collaboration for Giant Hogweed Eradication

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Explore big data and AI/ML collaboration for invasive plant eradication, covering challenges, architecture, data flow, and lessons learned in scalable machine learning systems.
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29 Lesons
44 minutes
On-Demand
Free-Video
Linux Foundation

Collaborating on a Currency Reference Data Model and Standard - Panel Discussion

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Explore collaborative efforts in creating a standardized currency reference data model for the financial industry, discussing challenges, solutions, and future steps.
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9 Lesons
26 minutes
On-Demand
Free-Video
Linux Foundation

Bringing CI/CD Practices to Machine Learning with MLOps

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Learn how to apply CI/CD practices to machine learning pipelines, enhancing model development from data exploration to deployment for better, faster results in MLOps.
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1 Lesons
20 minutes
On-Demand
Free-Video
SQLBits

Turbo Charge Your Data Science Workflow with Microsoft Fabric

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Discover how Microsoft Fabric's SaaS platform enhances data science workflows, leveraging MLflow and Semantic Link for advanced machine learning model development.
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1 Lesons
51 minutes
On-Demand
Free-Video
Data Science Conference

The Key to Unlock AI Accuracy Through Feature Generation

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Discover how sophisticated feature generation acts as the cornerstone for developing accurate and effective AI models, illustrated through real-world examples from DeepMind and global corporate implementations.
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1 Lesons
19 minutes
On-Demand
Free-Video
UofU Data Science

Practical Advice for Building Machine Learning Applications - Lecture 28

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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
CNCF [Cloud Native Computing Foundation]

MLOps with Flyte - Challenges and Solutions in Machine Learning Operations

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Explore MLOps challenges and solutions using Flyte, an open-source orchestration tool. Learn best practices for efficient ML model development and deployment at scale.
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15 Lesons
25 minutes
On-Demand
Free-Video
Conf42

Balancing Speed and Accuracy in Model Development

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Explore strategies for optimizing machine learning model development, balancing speed and accuracy. Learn to assess business objectives, improve data quality, and select efficient features and models.
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28 Lesons
25 minutes
On-Demand
Free-Video
TensorFlow

Keras Preprocessing Layers

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Learn to streamline model development with Keras Preprocessing Layers. Build end-to-end models, transform inputs, and improve performance using tf.data and multi-worker training.
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10 Lesons
37 minutes
On-Demand
Free-Video
Aladdin Persson

Building Our First Deep Learning App From Scratch - Hello MNIST

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Develop a deep learning app for digit recognition using MNIST dataset, covering model creation, app development, and publishing on the Google Play Store.
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1 Lesons
2 hours 27 minutes
On-Demand
Free-Video
Simons Institute

Build an Ecosystem, Not a Monolith

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Explore the potential of specialist AI models in creating a more efficient and effective ecosystem, addressing technical challenges and collaborative development opportunities.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Alan Turing Institute

AIUK 2022 Workshop - Equadratures: The Open Source Model Development Platform

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Explore Equadratures, an open-source platform for model development. Learn about polynomials, variable projection, and applications in this interactive workshop from the Alan Turing Institute.
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16 Lesons
1 hour
On-Demand
Free-Video
Jeff Heaton

Cloud-Based Convolution Neural Network Ensembles for Computer Vision Counting

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Explore ensemble CNN techniques for computer vision counting, featuring cloud computing evaluation and strategies for achieving low RMSE scores in competitive settings.
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8 Lesons
26 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

How Bloomberg Uses AI to Speed Up Over-the-Counter Trading

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Explore how Bloomberg leverages AI and Kubernetes to enhance over-the-counter trading efficiency, focusing on detecting offers in group chats and streamlining negotiations for traders.
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1 Lesons
24 minutes
On-Demand
Free-Video
Pragmatic AI Labs

Enterprise MLOps: Insights from a Lead ML Engineer

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Insights into enterprise MLOps from a lead engineer, covering infrastructure, model development, and anti-money laundering applications in the banking sector.
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46 Lesons
56 minutes
On-Demand
Free-Video
NDC Conferences

Secure AI: Integrating OWASP Principles in Machine Learning Model Development

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Explore integrating OWASP principles into machine learning model development to address vulnerabilities, ensure data privacy, and safeguard AI systems from potential threats, ensuring robustness and confidentiality.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Linux Foundation

Get to Know PyTorch - A Cutting Edge Open Source AI Framework for Deep Learning

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Explore PyTorch, a leading open-source AI framework. Learn deep learning fundamentals, PyTorch basics, and recent developments. Discover how to contribute and leverage PyTorch for creating neural network models.
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1 Lesons
47 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

A Bayesian Model of Cash Bail Decisions

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Explore a Bayesian approach to modeling cash bail decisions, examining the factors influencing judicial determinations and their implications for fairness in the criminal justice system.
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1 Lesons
17 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Towards Intersectional Feminist and Participatory ML - A Case Study in Supporting Feminicide Counterdata Collection

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Explore intersectional feminist approaches to machine learning through a case study on feminicide data collection, addressing biases and promoting participatory methods.
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8 Lesons
15 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Upscaling and Automation - New Opportunities for Multiscale Systems Modeling

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Explore automated upscaling techniques for multiscale systems modeling, focusing on Symbolica software for rapid model development in complex energy and geologic systems.
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17 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Strange Loop Conference

Level Up Your Machine Learning Lifecycle

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Discover a scalable ML lifecycle framework that simplifies end-to-end projects, reduces development time, and enhances code quality through modular design across data, model, and deployment stages.
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1 Lesons
35 minutes
On-Demand
Free-Video
EuroPython Conference

Using Scikit-Learn's Interface for Turning Spaghetti Data Science into Maintainable Software

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Learn to structure data science code using Scikit-Learn's estimator and meta-estimator interfaces. Discover how to transform spaghetti code into maintainable, testable, and reusable machine learning models.
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9 Lesons
33 minutes
On-Demand
Free-Video
EuroPython Conference

Threat to Life - Preventing Planned Murders with Python

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Explore how Python-based deep learning models are used to detect life-threatening messages in intercepted communications, aiding law enforcement in preventing violent crimes and protecting potential victims.
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1 Lesons
30 minutes
On-Demand
Free-Video
PASS Data Community Summit

Real-Time Big Data Analytics with R

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Explore real-time big data analytics using R, covering data distillation, model development, validation, deployment, refresh, and scoring. Learn to integrate R with Hadoop and database systems.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Modern Data Science in a Cloud Native World

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Explore cloud-native data science pipelines using Kubernetes and Pachyderm. Learn to develop, test, deploy, and scale data workflows while implementing data versioning for enhanced tracking and GDPR compliance.
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1 Lesons
19 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Serving Machine Learning Models at Scale Using KServe

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Explore KServe's Multi-Model Serving solution for scalable machine learning deployment, addressing resource limitations and enabling efficient GPU utilization in Kubernetes clusters.
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23 Lesons
31 minutes
On-Demand
Free-Video
NDC Conferences

Azure Machine Learning for the Developer

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Learn Azure Machine Learning fundamentals and how to leverage cloud-based predictive models. Discover the potential and ease of implementing machine learning in your software development projects.
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27 Lesons
1 hour 5 minutes
On-Demand
Free-Video
SK AI SUMMIT 2024

AutoML의 현재와 미래 - 산업 현장에서의 실제 활용 사례

0 rewiews
Discover how AutoML technology evolved from a buzzword to an essential industrial tool, exploring its current applications and future challenges at SK Group through real-world implementation cases.
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1 Lesons
21 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Model Openness Framework: The Path to Openness, Transparency and Collaboration in Machine Learning Models

0 rewiews
Explore the Model Openness Framework, a system for rating machine learning models based on openness and completeness, promoting transparency and collaboration in AI development.
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1 Lesons
22 minutes
On-Demand
Free-Video
Data Science Festival

Where Did My Model Go Wrong? Toolkits of Interpretability, Bias and Fairness to the Rescue

0 rewiews
Explore techniques to identify and correct biases in machine learning models, interpret results, and ensure fair outcomes in model development and deployment.
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1 Lesons
38 minutes
On-Demand
Free-Video
Anyscale

A Ray-based ML Platform for Early Cancer Detection

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Explore how Ray enhances scalability and efficiency in machine learning for early cancer detection, focusing on improved model development and evaluation for potential diagnostic applications.
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1 Lesons
34 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Building Data-Centric Applications with Federated Learning

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Explore federated learning to overcome data silos and enhance machine learning models. Learn benefits, challenges, and practical applications in a hands-on environment.
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1 Lesons
1 hour 23 minutes
On-Demand
Free-Video