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Showing: 169 courses
Databricks

MLOps on Azure Databricks with MLflow

1 rewiews
Explore MLOps on Azure Databricks with MLflow, focusing on Model Registry, Webhooks, and automated pipelines for effective machine learning model lifecycle management and deployment.
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14 Lesons
53 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
MLOps World: Machine Learning in Production

Quick Deploy Model Serving in Ranking Systems

0 rewiews
Discover how to streamline model deployment in ranking systems using ElasticSearch plugins and MLeap bundles for efficient, error-free updates and seamless integration with existing infrastructure.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building Scalable ML Services for Rapid Development in Health and Wellness

0 rewiews
Discover how to build and scale ML services for health and wellness products, reducing release time by 85% using open-source tools like DBT, AirFlow, and MLFlow.
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1 Lesons
27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Unlock the Power of MLFlow with Multi-Cloud Compute Infrastructure

0 rewiews
Harness MLFlow's potential using multi-cloud compute infrastructure. Learn integration techniques, architectural considerations, and scaling strategies for effective ML training and deployment across clouds.
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1 Lesons
26 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Complete ML Lifecycle with MLflow - Learn Its Four Components

0 rewiews
Explore MLflow's four components to simplify the machine learning lifecycle, from experimentation to production, enhancing reproducibility and accelerating development.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building an ML Platform from Scratch

0 rewiews
Develop a customizable ML platform using open-source tools. Learn to integrate Cookiecutter, DVC, MLFlow, KFServing, and more for a flexible solution tailored to your organization's needs.
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1 Lesons
1 hour 51 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Low Latency Neural Network Inference for ML Ranking Applications - Yelp Case Study

0 rewiews
Explore Yelp's ML platform overhaul for low-latency neural network inference in ranking applications. Learn about Tensorflow model training, deployment using MLEAP, and integration with Nrtsearch for improved performance.
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1 Lesons
39 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Introduction to Model Deployment with Ray Serve

0 rewiews
Learn to deploy ML models using Ray Serve. Explore Ray Core APIs, create scalable architectures, and integrate with MLflow and FastAPI. Gain hands-on experience in distributed computing and model deployment.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
The Julia Programming Language

Modern CI/CD Machine Learning Workflows Using Julia

0 rewiews
Explore streamlined machine learning workflows in Julia, integrating package development principles and MLflow for robust, reproducible, and scalable model creation and management.
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1 Lesons
31 minutes
On-Demand
Free-Video

MLOPS

0 rewiews
Learn MLOps fundamentals, implementation, deployment, and continuous integration using tools like MLFlow in this comprehensive program.
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6 Lesons
10 hours
On-Demand
Free-Video
Pragmatic AI Labs

MLOps Platforms From Zero - Databricks, MLFlow-MLRun-SKLearn

0 rewiews
Comprehensive guide to building MLOps platforms using Databricks, AutoML, SKLearn, and AWS. Covers end-to-end process from project setup to model deployment, including CI/CD, experimentation, and containerization.
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17 Lesons
2 hours 26 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps with MLFlow: Comparing Microsoft Phi3 Mini 128k in GGUF, MLFlow, and ONNX Formats

0 rewiews
Explora el modelo Phi3 Mini 128k en formatos MLFlow, GGUF y ONNX. Compara rendimiento y precisión en diferentes configuraciones. Aprende a implementar y optimizar modelos de lenguaje para diversas plataformas.
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1 Lesons
51 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Trabajar con Spacy NLP y Entrenar Modelo NER

0 rewiews
Aprende a entrenar un modelo NER personalizado utilizando Spacy y MLflow para optimizar el flujo de trabajo de procesamiento de lenguaje natural.
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1 Lesons
37 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps with Langchain, OpenAI, and Databricks - Creating a Retrieval QA Chain

0 rewiews
Crea un chain Retrieval QA con Langchain, Faiss y OpenAI. Aprende a salvar componentes en MLFLOW Databricks y realizar inferencias usando la chain creada.
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1 Lesons
41 minutes
On-Demand
Free-Video
The Machine Learning Engineer

ML and MLOps with Databricks: LLMOps, MLFlow, OpenAI, and Databricks - Spanish

0 rewiews
Aprende a utilizar OpenAI GPT-4 como revisor de código, encapsulándolo en un modelo Python de MLflow para implementarlo en una pipeline de Databricks.
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1 Lesons
38 minutes
On-Demand
Free-Video
The Machine Learning Engineer

ML and MLOps with Databricks: LLMOps, MLFlow, Transformers, and Databricks - Spanish

0 rewiews
Aprende LLMOps con MLFlow y Databricks: implementa y gestiona modelos de lenguaje a gran escala utilizando herramientas de vanguardia en español.
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1 Lesons
52 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Deployment Server and Front-End for Interacting with Multiple LLMs

0 rewiews
Aprende a instalar y utilizar MLFlow Deployment Server para interactuar con múltiples LLMs, incluyendo OpenAI, Anthropic y Langchain. Demostración práctica y código disponible.
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1 Lesons
25 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Mlflow Projects with PySpark Docker Environment and MLflow

0 rewiews
Aprende a utilizar MLflow Projects con entornos Pyspark y Docker para gestionar flujos de trabajo de aprendizaje automático de manera eficiente y reproducible.
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1 Lesons
28 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: MLFlow Projects - Dockerized Environments and MLflow in Spanish

0 rewiews
Aprende a crear pipelines de ejecución con MLflow Projects, utilizando Docker y Databricks para logging y tracking en entornos de Machine Learning.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps: Databricks MLFlow y Optuna para Ajuste de Hiperparámetros - Español

0 rewiews
Optimiza modelos de machine learning con Databricks, MLflow y Optuna. Aprende técnicas de ajuste de hiperparámetros usando XGBoost en un entorno práctico.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Databricks y MLFlow Hyper-Parameter Tuning en Español

0 rewiews
Optimiza modelos de machine learning con Databricks y MLflow, utilizando Hyperopt y XGBoost para ajuste de hiperparámetros.
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1 Lesons
26 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Mlflow Projects - Databricks and MLFlow Pipelines

0 rewiews
Aprende a crear pipelines de ejecución con MLflow Projects, utilizando Databricks como repositorio de artefactos y servidor de seguimiento para registrar toda la actividad.
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1 Lesons
20 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Creating Pipelines with MLflow Projects - Part 1 (Español)

0 rewiews
Aprende a crear pipelines de ejecución con MLflow Projects para optimizar tus flujos de trabajo en ciencia de datos y aprendizaje automático.
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1 Lesons
29 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Serving LLMs with MLflow - Phi-3-mini-4k-instruct Local Deployment in Spanish

0 rewiews
Aprende a crear y servir modelos LLM con MLflow, utilizando Phi-3-mini-4k-instruct en local. Explora la serialización, el seguimiento y la inferencia en español.
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1 Lesons
23 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Creación de Modelos Personalizados con Python Model y pyfunc - Español

0 rewiews
Crea modelos personalizados con MLFlow utilizando Python Model y pyfunc. Aprende a guardar en el artifact store y realizar inferencias.
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1 Lesons
42 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Fine-tuning Flan-T5 for Sequence-to-Sequence Classification in Spanish

0 rewiews
Personaliza un modelo T5 para clasificación de documentos utilizando Sequence to Sequence y MLflow, mejorando tus habilidades en MLOps y aprendizaje automático.
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1 Lesons
48 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-tuning Flan-T5 for Text Classification Using MLFlow - Spanish Tutorial

0 rewiews
Personaliza un modelo T5 para clasificación de documentos utilizando SequenceClassification y MLflow, mejorando tus habilidades en ciencia de datos y aprendizaje automático.
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1 Lesons
48 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps with MLflow: Fine-Tuning LLMs, Tracking Experiments, and Logging Models

0 rewiews
Aprende a utilizar MLflow para registrar y gestionar el proceso de ajuste fino de modelos de lenguaje, facilitando el seguimiento de experimentos y la inferencia.
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1 Lesons
53 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLflow: Fine-Tuning Mistral 7B con PEFT y QLora - Español

0 rewiews
Aprende a ajustar Mistral 7B utilizando técnicas avanzadas como PEFT y QLora, integrando MLflow para un seguimiento eficiente del proceso de fine-tuning.
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1 Lesons
47 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MlOps Mlflow: Trabajar con HuggingFace Transformers en Mlflow - Español

0 rewiews
Aprende a integrar HuggingFace Transformers con MLflow para optimizar el desarrollo y despliegue de modelos de lenguaje avanzados.
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1 Lesons
37 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLflow: Deep Learning Frameworks PyTorch and TensorFlow in MLflow - Spanish

0 rewiews
Aprende a integrar Tensorflow y Pytorch con MLflow para optimizar tus proyectos de Deep Learning y mejorar el seguimiento de experimentos.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLflow: Time Series Forecasting with SkTime and Prophet in Spanish

0 rewiews
Aprende a utilizar SkTime y Prophet para pronósticos de series temporales con MLflow, mejorando tus habilidades en MLOps y análisis predictivo.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLflow: Instalación de Mlflow Tracking Server en Docker Containers con Backend Store MariaDB

0 rewiews
Instala y configura un MLflow Tracking Server en contenedores Docker con backend MariaDB para gestionar eficientemente tus proyectos de aprendizaje automático.
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1 Lesons
49 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps: Saving and Loading Microsoft Phi3 Mini 128k in GGUF Format with MLflow

0 rewiews
Aprende a guardar y cargar el modelo Phi3 128k en formato GGUF int8 usando MLflow para inferencia en diferentes entornos.
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1 Lesons
17 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLFlow: Integración con Langchain en Español

0 rewiews
Aprende a integrar Langchain con MLFlow y OpenAI para optimizar tus proyectos de Machine Learning y Data Science.
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1 Lesons
11 minutes
On-Demand
Free-Video
Databricks

A Collaborative Data Science Development Workflow Using Kedro and MLflow

0 rewiews
Explore a collaborative data science workflow using Kedro pipelines, MLflow tracking, and cloud-agnostic GPU containers for efficient model development, training, and production deployment.
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13 Lesons
24 minutes
On-Demand
Free-Video
Databricks

Apache Spark, Data Science, and Machine Learning Advances - Data + AI Summit 2021 Keynote

0 rewiews
Explore AI advancements, data science, MLOps, and Databricks Lakehouse Platform innovations. Featuring industry leaders and Bill Nye, this keynote covers MLFlow updates, AutoML, and practical machine learning solutions.
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24 Lesons
2 hours 18 minutes
On-Demand
Free-Video
Databricks

MLflow Model Serving - From Training to Production

0 rewiews
Comprehensive overview of MLflow Model Serving, covering offline and online scoring, deployment options, and integration with Databricks, with practical examples and recent features.
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31 Lesons
37 minutes
On-Demand
Free-Video
Databricks

Building an MLOps Platform with MLflow for Rapid Model Productionalization

0 rewiews
Discover how DataSentics built an MLOps platform around MLflow to streamline model productionalization, reducing deployment time to minutes. Learn about real-life experiences, platform demo, and lessons learned.
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10 Lesons
30 minutes
On-Demand
Free-Video
Databricks

Encoding Multi-Layered Vega-Lite COVID-19 Geodata Visualizations with MLflow

0 rewiews
Learn to create and manage multi-layered Vega-Lite visualizations for COVID-19 geodata using MLflow, enhancing data communication and lifecycle management for powerful insights.
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38 Lesons
54 minutes
On-Demand
Free-Video
Databricks

Large Scale Geospatial Indexing and Analysis on Apache Spark

0 rewiews
Explore large-scale geospatial indexing and analysis using Apache Spark, covering challenges, frameworks, data structures, and practical applications in cloud-first architecture with Databricks.
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11 Lesons
23 minutes
On-Demand
Free-Video
Databricks

Enable Production ML with Databricks Feature Store

0 rewiews
Simplify production ML with Databricks Feature Store. Learn to overcome data challenges, enable real-time inference, and streamline ML projects using a unified data lakehouse platform integrated with Apache Spark and MLflow.
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14 Lesons
33 minutes
On-Demand
Free-Video
Databricks

AutoML Toolkit Deep Dive - Automating Feature Engineering and Model Optimization

0 rewiews
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

Managing the Complete Machine Learning Lifecycle with MLflow - Introduction to MLflow Tracking

0 rewiews
Introduction to MLflow: tracking experiments, packaging projects, deploying models, and managing lifecycle. Learn to record, reproduce, and compare ML runs using MLflow's components and UI.
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17 Lesons
58 minutes
On-Demand
Free-Video
Databricks

State of the Industry - Machine Learning Platforms and MLOps

0 rewiews
Explore the state of MLOps and ML platforms with industry leaders, focusing on challenges, common components, and Databricks' approach to unified data analytics and machine learning.
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16 Lesons
24 minutes
On-Demand
Free-Video
Databricks

How to Build a Cloud Data Platform - Part 1: Architecture

0 rewiews
Learn to build a unified cloud data platform using Delta Lake, combining data warehouses and lakes for improved reliability, performance, and operations.
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20 Lesons
1 hour 58 minutes
On-Demand
Free-Video
Databricks

Implementing End-to-End Demand Forecasting with Databricks and MLflow

0 rewiews
Discover how to implement a scalable demand forecasting solution using Databricks and MLflow, improving retail efficiency and reducing food waste through accurate production and delivery planning.
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16 Lesons
36 minutes
On-Demand
Free-Video
Databricks

Koalas - Scaling Pandas API on Apache Spark

0 rewiews
Learn to scale pandas operations to big data using Koalas, an open-source project implementing the pandas API on Apache Spark. Transition seamlessly from single-machine to distributed environments for large-scale data science.
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34 Lesons
58 minutes
On-Demand
Free-Video
Databricks

Scaling Data and ML with Apache Spark and Feast - Feature Engineering for Production

0 rewiews
Explore scaling data and ML with Apache Spark and Feast, focusing on feature engineering challenges and solutions for big data-driven machine learning in production environments.
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23 Lesons
38 minutes
On-Demand
Free-Video
Databricks

Generative Hyperloop Design - Managing Massively Scaled Simulations for Demand Modeling

0 rewiews
Explore large-scale simulation framework for Hyperloop design, utilizing cloud computing, data pipelines, and machine learning to address key technical and business questions for safe and efficient mass transportation.
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12 Lesons
26 minutes
On-Demand
Free-Video
Databricks

Productionizing Machine Learning with Apache Spark, MLflow and ONNX - Cloud Deployment Using SQL Server

0 rewiews
Explore productionizing machine learning using Apache Spark, MLflow, and ONNX with SQL Server. Learn model management, lifecycle orchestration, and leveraging SQL Server for ML model storage and deployment.
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5 Lesons
26 minutes
On-Demand
Free-Video
Krish Naik

End to End MLOPS Data Science Project Implementation With Deployment

0 rewiews
Comprehensive MLOps project implementation covering data ingestion, validation, transformation, model training, and deployment on AWS EC2 using MLflow and GitHub Actions.
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11 Lesons
2 hours 33 minutes
On-Demand
Free-Video
Microsoft

Train and Track ML Models with MLflow in Microsoft Fabric

0 rewiews
Explore MLflow integration in Microsoft Fabric for efficient machine learning model experimentation, tracking, and management using familiar notebook environments.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
GAIA

Key Insights from a Fluffy AI Vision to a Complete ML-Product

0 rewiews
Explore the journey from AI concept to ML product, focusing on technical solutions and stakeholder engagement. Learn effective strategies for implementing machine learning workflows and communicating their value.
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1 Lesons
29 minutes
On-Demand
Free-Video
NashKnolX

Databricks for MLOps - Experiment Tracking, Model Packaging, and Deployment

0 rewiews
Master MLflow in Databricks: Experiment tracking, model packaging, and deployment for efficient machine learning operations.
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1 Lesons
47 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps: Comparing Microsoft Phi3 Mini 128k in GGUF, MLFlow, and ONNX Formats

0 rewiews
Explore Microsoft Phi3 Mini 128k model: compare inference time and precision across MLFlow, GGUF, and ONNX formats. Learn quantization techniques and performance optimization for various platforms.
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12 Lesons
45 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps with MLFlow: Working with Spacy NLP and Training NER Models

0 rewiews
Explore Spacy NLP models in MLflow and learn to train a custom NER component using your own data for advanced natural language processing tasks.
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1 Lesons
35 minutes
On-Demand
Free-Video
SQLBits

Turbo Charge Your Data Science Workflow with Microsoft Fabric

0 rewiews
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
Open Data Science

Auto-Train a Time-Series Forecast Model with AML & ADB

0 rewiews
Learn to auto-train time-series forecast models using Azure Machine Learning and Azure Databricks for large-scale enterprise solutions in supply chain, healthcare, insurance, and finance.
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29 Lesons
54 minutes
On-Demand
Free-Video
Databricks

Auto-Train a Time-Series Forecast Model with Azure Machine Learning and Azure Databricks

0 rewiews
Discover how to efficiently build accurate forecasting models at scale using Azure Machine Learning and Azure Databricks, enhancing enterprise AI/ML capabilities for various industries.
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6 Lesons
27 minutes
On-Demand
Free-Video
Data Science Conference

Bosch DataOps: NLP Development and Pipeline Orchestration on Kubernetes

0 rewiews
Discover how to scale NLP development using Kubernetes, featuring DataOps practices, pipeline orchestration, and MLOps tools integration within AWS cloud for production-ready systems.
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1 Lesons
29 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Scaling Open Source ML: How Wolt Uses Kubernetes to Deliver Great Food to Millions

0 rewiews
Discover how Wolt leverages Kubernetes and open-source frameworks to scale machine learning operations, addressing challenges in forecasting, recommendations, and delivery time predictions for millions of users.
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20 Lesons
33 minutes
On-Demand
Free-Video
Databricks

Cloud-Based Generative AI Supporting Preliminary Engineering Design

0 rewiews
Optimize engineering design with cloud-based generative AI. Learn how Rolls-Royce and Databricks reduced cGAN training time by 30x using distributed computing, MLflow, and Unity Catalog for aerospace compliance.
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1 Lesons
33 minutes
On-Demand
Free-Video
Databricks

Efficient MLOps: Developing and Deploying ML Models with Databricks

0 rewiews
Explore efficient MLOps framework design for ML model development and deployment, covering environment management, CI/CD pipelines, and tools like Unity Catalog and MLflow for model monitoring and progression.
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1 Lesons
28 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

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
Databricks

Object Detection with Transformers - From Training to Deployment

0 rewiews
Explore cutting-edge object detection using transformers, from fundamental concepts to advanced techniques. Learn scalable training with Determined AI and deployment using MLflow.
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29 Lesons
32 minutes
On-Demand
Free-Video
Databricks

Simplifying Model Development and Management with MLflow - New Features and Innovations

0 rewiews
Explore MLflow's latest features for simplified experiment tracking, improved model portability, schema management, and faster deployment in machine learning lifecycle management.
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20 Lesons
23 minutes
On-Demand
Free-Video
Databricks

Managing the Complete Machine Learning Lifecycle with MLflow - Part 2

0 rewiews
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
Databricks

Improving the Life of Data Scientists - Automating ML Lifecycle through MLflow

0 rewiews
Explore Flock, an end-to-end platform leveraging MLflow to automate and simplify enterprise-grade machine learning, enhancing data scientist productivity and addressing regulatory challenges in ML adoption.
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17 Lesons
36 minutes
On-Demand
Free-Video
Databricks

MLflow and Azure Machine Learning - The Power Couple for ML Lifecycle Management

0 rewiews
Explore MLflow and Azure Machine Learning integration for streamlined ML lifecycle management, covering versioning, run history, automation, deployment, and CI/CD pipelines in MLOps.
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26 Lesons
44 minutes
On-Demand
Free-Video
Databricks

Machine Learning at Scale with MLflow and Apache Spark

0 rewiews
Explore Société Générale's journey in scaling machine learning, focusing on MLflow and Apache Spark for production deployment, CI/CD pipelines, and overcoming challenges in large-scale ML implementation.
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19 Lesons
38 minutes
On-Demand
Free-Video
Databricks

Introducing MLflow for End-to-End Machine Learning on Databricks

0 rewiews
Learn to predict life expectancy using health data with MLflow. Covers data engineering, exploration, model tuning, and deployment on Databricks' unified analytics platform powered by Apache Spark.
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15 Lesons
25 minutes
On-Demand
Free-Video
Databricks

Combining Machine Learning and MLflow with Lakehouse Architecture - Data Brew Episode 5

0 rewiews
Explore how Quby leverages ML and MLflow with their lakehouse to extract value from IoT sensor data, moving from batch to real-time streaming for energy optimization and customer insights.
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15 Lesons
36 minutes
On-Demand
Free-Video
Databricks

MATS Stack for Cross-System Orchestration of Machine Learning Pipelines

0 rewiews
Explore the MATS stack for orchestrating ML pipelines across systems, featuring MLFlow, Airflow, Tensorflow, and Spark. Learn how Avast leverages this approach for efficient phishing detection and streamlined ML workflows.
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7 Lesons
22 minutes
On-Demand
Free-Video
Databricks

Model Experiments Tracking and Registration Using MLflow on Databricks

0 rewiews
Automate ML model experimentation and tracking using MLflow on Databricks. Learn to streamline data preparation, model development, and artifact management for efficient machine learning workflows.
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12 Lesons
23 minutes
On-Demand
Free-Video
Databricks

ML Production Pipelines: Building and Deploying a Classification Model

0 rewiews
Learn to build and deploy production-ready machine learning pipelines using Python, Databricks, and MLflow. Explore training and prediction workflows, model registration, and deployment options for both batch and on-demand processing.
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10 Lesons
27 minutes
On-Demand
Free-Video
Databricks

Productionizing Real-time Serving with MLflow

0 rewiews
Explore production-grade MLflow serving: containerization, custom middlewares, monitoring, logging, and performance optimization for high-scale deployment of machine learning models as REST API endpoints.
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9 Lesons
28 minutes
On-Demand
Free-Video
Databricks

MLflow at Company Scale - Scaling and Optimizing for High-Volume Machine Learning

0 rewiews
Learn how Criteo scaled MLflow to handle massive data volumes, including horizontal scaling, monitoring, SSO integration, and hadoop cluster integration for data scientists.
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14 Lesons
27 minutes
On-Demand
Free-Video
Databricks

Taking Machine Learning to Production with MLflow - New Features and Best Practices

0 rewiews
Explore MLflow's latest features for productionizing machine learning, including model management, CI/CD, data schemas, and integration with PyTorch for seamless deployment and operation of ML applications.
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22 Lesons
41 minutes
On-Demand
Free-Video
Databricks

Taking Deep Learning to Production with MLflow and RedisAI

0 rewiews
Explore MLflow and RedisAI integration for efficient deep learning model deployment, featuring multi-framework support, auto-batching, and DAGing capabilities in a reliable runtime environment.
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12 Lesons
30 minutes
On-Demand
Free-Video
Databricks

Introducing MLflow for End-to-End Machine Learning on Databricks

0 rewiews
Explore end-to-end machine learning with MLflow on Databricks: from data engineering to model deployment, using health data to predict life expectancy through Spark, hyperopt, and interactive dashboards.
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11 Lesons
40 minutes
On-Demand
Free-Video
Databricks

Productionizing Machine Learning Pipelines with Databricks and Azure ML

0 rewiews
Jumpstart ML projects with Databricks and Azure ML. Learn to build, track, and deploy production-ready pipelines using tools like MLflow, TensorFlow, and PyTorch for efficient, reproducible data science workflows.
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26 Lesons
49 minutes
On-Demand
Free-Video
Databricks

The Killer Feature Store - Orchestrating Spark ML Pipelines and MLflow for Production

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Explore feature store implementation as an orchestration engine for ML pipeline stages using Spark and MLflow, focusing on deployment management, A/B testing, discovery, and governance.
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18 Lesons
25 minutes
On-Demand
Free-Video
Databricks

Tuning Machine Learning Models - Scaling, Workflows, and Architecture

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Automating and scaling ML model tuning using Hyperopt and Apache Spark. Best practices for workflows, architecture, and optimization in hyperparameter tuning for improved performance and accuracy.
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10 Lesons
24 minutes
On-Demand
Free-Video
Databricks

Productionalizing Models through CI/CD Design with MLflow

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Explore MLflow integration with CI/CD for streamlined model deployment. Learn to design and implement automated pipelines using the model registry, enhancing efficiency in machine learning workflows.
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14 Lesons
36 minutes
On-Demand
Free-Video
Databricks

Scaling Up AI Research to Production with PyTorch and MLFlow

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Explore PyTorch's latest advancements in AI research and production, including distributed training, model optimization, and deployment using MLFlow, with insights on scaling and efficiency.
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30 Lesons
44 minutes
On-Demand
Free-Video
Databricks

Delivery of Deep Transformer NLP Models Using MLflow and AWS SageMaker for Enterprise AI

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Learn to deploy deep transformer NLP models using MLflow and AWS SageMaker for enterprise AI, covering the full machine learning lifecycle and CI/CD pipelines for production-quality implementation.
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18 Lesons
23 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
Databricks

Productionizing Deep Reinforcement Learning with Spark and MLflow

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Aprenda a aplicar Deep Reinforcement Learning em escala usando Spark e MLflow para personalização de jogos e aumento de engajamento, com dicas práticas para superar desafios de produção.
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17 Lesons
26 minutes
On-Demand
Free-Video
Databricks

Data Versioning and Reproducible ML with DVC and MLflow

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Learn to enhance ML reproducibility using DVC and MLflow. Explore data versioning, model tracking, and artifact management for efficient ML development and deployment.
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16 Lesons
27 minutes
On-Demand
Free-Video
Databricks

Testing ML Models in Production - Detecting Data and Concept Drift

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Explore robust ML model testing in production using MLflow, SciPy, and statsmodels. Learn key statistical tests, metrics for drift detection, and gain practical insights for maintaining model effectiveness.
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35 Lesons
55 minutes
On-Demand
Free-Video
Databricks

Productionizing ML Models Using MLflow Model Serving

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Explore MLflow Model Serving for efficient ML model deployment, consumption, and monitoring. Learn to deploy versions, validate, connect to Power BI, and manage access rights.
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12 Lesons
27 minutes
On-Demand
Free-Video
Databricks

Consolidating MLOps at Schiphol Airport Using MLFlow

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Explore how Schiphol Airport leverages MLFlow for rapid iteration, deployment, and monitoring of mission-critical machine learning models, enabling multiple weekly releases and efficient adaptation to changing dynamics.
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14 Lesons
50 minutes
On-Demand
Free-Video
Databricks

MLflow Model Serving - Methods and Best Practices

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Explore MLflow model serving techniques, including batch and real-time scoring, open-source and Databricks-managed options, with emphasis on new production-ready model serving features.
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17 Lesons
1 hour 1 minute
On-Demand
Free-Video
Databricks

Monitoring ML Models, IoT Data, and Quality Checks on Delta Lake - Quby's Approach

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Discover how Quby monitors IoT data, ML models, and data quality using Databricks. Learn about Delta Lake, MLflow, and Slack integration for efficient data processing and model performance tracking.
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22 Lesons
30 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Machine Learning with Kubernetes

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Explore MLOps with Kubernetes: Learn to build scalable ML pipelines using Kubeflow, optimize cluster design, and leverage Istio for enhanced observability and security in production environments.
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1 Lesons
25 minutes
On-Demand
Free-Video
Linux Foundation

Building Robust ML Production Systems Using OSS Tools for Continuous Delivery for ML

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Learn to build robust ML production systems using open-source tools for continuous delivery, including workflow orchestration, data versioning, and model deployment and monitoring.
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1 Lesons
40 minutes
On-Demand
Free-Video
Krish Naik

End-to-End Deep Learning Project: Kidney Disease Classification with MLflow, DVC, and Deployment

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Comprehensive deep learning project on kidney disease classification, covering data ingestion, model preparation, training, evaluation, MLflow integration, DVC pipeline, and AWS deployment.
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15 Lesons
4 hours 6 minutes
On-Demand
Free-Video