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MLOps - Machine Learning Operations

1 rewiews
Learn MLOps essentials: deployment, monitoring, feature stores, and CI/CD pipelines. Hands-on with Azure, Kubernetes, TFX, and cloud platforms for efficient machine learning operations.
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16 Lesons
17 hours
On-Demand
Free-Video
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

Implementing Data Capture for ML Observability and Drift Detection

0 rewiews
Explore the implementation of data capture for machine learning observability and drift detection in this 24-minute conference talk by Pushkar Garg. Dive into the complexities of modern ML systems, including data pipelines and transformations across mult…
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1 Lesons
24 minutes
On-Demand
Free-Video
MLOps.community

Turn Data Chaos into AI Strategy with Programmatic AI Data Development

0 rewiews
Discover how programmatic data development is revolutionizing enterprise AI specialization in this 27-minute talk by Elena Boiarskaia, Head of Applied Machine Learning at Snorkel AI. Learn about the transformation from disconnected, manual data tasks to…
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1 Lesons
27 minutes
On-Demand
Free-Video
MLOps.community

Building Hyper-Personalized LLM Applications with Rich Contextual Data - DE4AI

0 rewiews
Explore the concept of Full RAG (Retrieval-Augmented Generation) and its potential to revolutionize user experiences across industries in this 28-minute talk by Mike Del Balso, co-founder of Tecton. Examine four levels of context personalization, from ba…
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1 Lesons
28 minutes
On-Demand
Free-Video
MLOps.community

Unified Data and AI Governance with Unity Catalog

0 rewiews
Explore the challenges of fragmented governance in multi-vendor data and AI landscapes and discover how Unity Catalog can revolutionize your organization's governance strategy. Learn about the complexities and inefficiencies arising from tool sprawl in c…
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1 Lesons
25 minutes
On-Demand
Free-Video
MLOps.community

11 Lessons Learned from Doing AI Deployments - DE4AI

0 rewiews
Discover 11 crucial lessons for successful AI product deployments in this insightful 36-minute talk by Sol Rashidi, a renowned AI innovator and business executive. Gain valuable insights from Sol's extensive experience of building over 200 POCs and deplo…
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1 Lesons
36 minutes
On-Demand
Free-Video
MLOps.community

Reproducible Data Science Over Data Lakes

0 rewiews
Explore reproducible data science techniques for data lakes in this 12-minute conference talk by Ciro Greco, presented at DE4AI. Delve into the challenges of achieving reproducibility in Lakehouse architectures and discover recent advancements made at Ba…
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1 Lesons
12 minutes
On-Demand
Free-Video
MLOps.community

Data Contracts and Observability: Complementary Approaches to Data Quality

0 rewiews
Explore the critical roles of data contracts and observability in ensuring data quality and reliability in this 14-minute talk by Mark Freeman. Gain insights into how these two approaches complement each other, with data contracts preventing known issues…
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1 Lesons
14 minutes
On-Demand
Free-Video
MLOps.community

Scaling Data Reliably: A Journey in Growing Through Data Pain Points

0 rewiews
Explore the challenges and solutions in scaling data systems reliably in this 16-minute conference talk by Miriah Peterson at MLOps.community. Delve into the concept of Data Downtime and its impact on business outcomes. Learn how Data Reliability Enginee…
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1 Lesons
16 minutes
On-Demand
Free-Video
MLOps.community

An Overview of Common ML Serving Architectures

0 rewiews
Explore common machine learning serving architectures in this 18-minute conference talk by Rebecca Taylor, tech lead of Personalization at Lidl e-commerce. Gain insights into the disconnect between academic teachings and industry practices in model deplo…
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1 Lesons
18 minutes
On-Demand
Free-Video
MLOps.community

Data Engineering for Streamlining the Data Science Developer Experience - DE4AI

0 rewiews
Explore the challenges and solutions in data engineering for optimizing the data science developer experience in this 12-minute talk by Aishwarya Joshi from Chime. Discover how to enable efficient feature engineering and deployment for low-latency infere…
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1 Lesons
12 minutes
On-Demand
Free-Video
MLOps.community

Partnering with Product for Effective Data Ingestion and Training Data

0 rewiews
Discover strategies for effective collaboration between data science and product teams in this 19-minute talk by Daniela Santisteban from MLOps.community. Learn how to leverage product management partnerships to ensure quality data ingestion and training…
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1 Lesons
19 minutes
On-Demand
Free-Video
MLOps.community

The Evolution of Lyft's ML Feature Store

0 rewiews
Explore the evolution of Lyft's machine learning feature store in this 13-minute conference talk presented by Devon Mittow, a Staff Data Engineer with over a decade of experience in data engineering across various industries. Gain insights into how Lyft'…
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1 Lesons
13 minutes
On-Demand
Free-Video
MLOps.community

Chronon: Airbnb's Open-Source Data Platform for AI and ML Applications

0 rewiews
Explore Chronon, an open-source data platform for AI and ML applications, in this 13-minute talk by Nikhil Simha, CTO and co-founder of zipline.ai. Discover the technical problems Chronon solves and how organizations can leverage it to accelerate their A…
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1 Lesons
13 minutes
On-Demand
Free-Video
MLOps.community

From Notebook to Kubernetes: Scaling GenAI Pipelines with ZenML

0 rewiews
Explore a lightning talk demonstrating how ZenML, an open-source MLOps framework, facilitates the seamless transition from local development to cloud-scale deployment of generative AI pipelines. Follow a workflow that begins in a Jupyter notebook with lo…
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1 Lesons
13 minutes
On-Demand
Free-Video
Weights & Biases

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

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

GenAI in Production with MLflow

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

AI-Powered Data Unification for Data Platforms

0 rewiews
Explore the intersection of AI and data platforms in this 13-minute conference talk by Dr. Shelby Heinecke, an AI research team leader at Salesforce. Delve into the critical operation of data unification and discover how small, efficient Large Language M…
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1 Lesons
13 minutes
On-Demand
Free-Video
MLOps.community

Putting the AI Back in Medallion Lake Design

0 rewiews
Explore a comprehensive analysis of lakehouse design and its integration with AI in this insightful 13-minute talk by Simon Whiteley, a Databricks Beacon and Microsoft MVP. Delve into the challenges companies face when adopting lakehouses and learn how t…
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1 Lesons
13 minutes
On-Demand
Free-Video
MLOps.community

Data Infrastructure Cost: Tips to Keep CFOs Happy

0 rewiews
Discover strategies for reducing data infrastructure costs in AI-driven organizations in this 13-minute talk by Jose Navarro, an MLOps Engineer and Bristol Meetups Organizer for the MLOps Community. Learn how to effectively manage cloud expenses, share r…
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1 Lesons
13 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Diagnosing Failure Modes in ML Organizations - Lessons from Yelp

0 rewiews
Diagnose pitfalls in ML organizations. Learn to improve project velocity, practitioner happiness, and ML adoption across business objectives. Gain insights from Yelp's decade-long ML journey.
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1 Lesons
36 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps Platform Architecture for End-to-End ML Pipelines

0 rewiews
Explore Avast's MLOps journey, tooling, and cultural shift for enhanced ML productivity. Learn strategies for model tracking, storage, orchestration, and E2E deployments in large-scale ML pipelines.
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1 Lesons
42 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Keeping Up With ML Models in Production: Mitigating Performance Drift

0 rewiews
Learn strategies to mitigate ML model performance drift in production environments, incorporating non-technical collaborators and integrating ML into agile frameworks for long-term success.
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1 Lesons
33 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Train and Deploy Models Lightning Fast

0 rewiews
Accelerate AI innovation by mastering techniques for rapid model training and deployment, addressing scalability and security challenges in complex AI applications.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Analytics to AI: How Generative AI Can Unlock Data Insights and Transform Decision-Making

0 rewiews
Explore the transition from traditional reporting to AI-enabled teams and learn a framework for leveraging AI to drive business impact.
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1 Lesons
47 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Data Versioning in Generative AI: A Pathway to Cost-Effective ML

0 rewiews
Explore data versioning strategies for Generative AI, focusing on managing large-scale unstructured data and optimizing resource usage in model scoring and API interactions.
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1 Lesons
27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Introduction to LangChain and Retrieval Augmented Generation (RAG)

0 rewiews
Explore LangChain's core concepts and build LLM-based applications using Retrieval Augmented Generation for document-based question answering.
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1 Lesons
30 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

Scaling AI in Production with PyTorch

0 rewiews
Learn to scale AI in production using PyTorch, covering resilient distributed platforms, TorchServe, and strategic partner initiatives for a robust ecosystem.
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1 Lesons
47 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

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

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

The Critical Missing Component in the Production ML Stack - Data Logging for AI Applications

0 rewiews
Explore AI observability tools for ML systems, focusing on logging libraries that enable testing, monitoring, and debugging of AI applications and data pipelines. Learn best practices to enhance MLOps.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Connecting Data Scientists to Production with the Tempo Python SDK

0 rewiews
Prepare and test machine learning models locally, then deploy them to production using Tempo Python SDK. Bridge the gap between data scientists and DevOps for faster, more reliable model deployment.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Production Machine Learning Monitoring: Outliers, Drift, Explainers and Statistical Performance

0 rewiews
Dive deep into advanced ML model monitoring techniques, including outlier detection, concept drift, explainability, and performance metrics for robust production deployments.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Marius: Machine Learning over Billion-Edge Graphs - 10x Faster and 5x Cheaper

0 rewiews
Discover how Marius optimizes machine learning on billion-edge graphs, achieving 10x faster and 5x cheaper training through innovative data flow architecture and resource utilization.
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1 Lesons
31 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

Data and Machine Learning at League of Legends

0 rewiews
Explore unique data challenges in video games, focusing on model deployment and evolving ML stacks in League of Legends since 2009.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

GenAI: Lessons Learned from Failed Implementations

0 rewiews
Explore real-world examples of failed GenAI implementations in large US enterprises, uncovering key lessons and unique challenges beyond common concerns.
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1 Lesons
28 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

How Many Labelled Examples Do You Need for a BERT-sized Model to Beat GPT4 on Predictive Tasks?

0 rewiews
Explore the effectiveness of in-context learning vs. labelled data for predictive tasks, comparing BERT-sized models to GPT-4 in text categorization and entity recognition.
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1 Lesons
28 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

The AI Captain: A Study of Machine Learning at the Edge

0 rewiews
Explore the Mayflower project's AI breakthroughs and edge computing applications in maritime technology. Gain insights into cutting-edge AI implementation for autonomous navigation.
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1 Lesons
43 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From 12 Months to 30 Days: Accelerating AI Deployment Through MLOps

0 rewiews
Discover Ecolab's MLOps journey: Learn how they built a cloud architecture enabling rapid AI service deployment every 30-90 days to proactively address risks.
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1 Lesons
54 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Productionize with Kubeflow Orchestration and Feast in GCP - Workshop

0 rewiews
Develop a machine learning framework using Kubeflow, Feast, and Kafka in GCP. Learn to manage data features, serve endpoints, and monitor model performance with Grafana for real-time and batch predictions.
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1 Lesons
1 hour 48 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Production ML Serving and Monitoring with Kubernetes

0 rewiews
Gain insights into building an MLOps deployment platform using Kubernetes, integrating key technologies for serving and monitoring complex deep learning models.
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1 Lesons
42 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Rapid Iteration and ML Model Deployment at Dropbox

0 rewiews
Discover rapid ML model iteration and deployment techniques used at Dropbox, reducing development time from weeks to under an hour.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Safely Flying the Generative AI Skies - Managing Risks in AI Coding Tools

0 rewiews
Explore risks and strategies for safely managing generative AI coding tools in organizations, supporting innovation while minimizing potential hazards.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

LLM: From Playgrounds to Production-Ready Pipelines

0 rewiews
Explore the journey from LLM playgrounds to enterprise-scale production pipelines, addressing challenges and leveraging MLOps infrastructure for cutting-edge models.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Operationalizing Data-Centric AI - Practical Tools to Quickly Improve ML Datasets

0 rewiews
Discover practical tools and algorithmic strategies to automatically identify and address dataset issues, improving ML model performance across various data types.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Is It Too Much to Ask for a Stable Baseline? - Evaluation and Monitoring in Machine Learning Systems

0 rewiews
Explore challenges in ML evaluation and monitoring, focusing on stable baselines in changing environments and their implications for traditional and emerging ML systems.
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1 Lesons
41 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Hyper-Scaling Real-Time Personalization with Privacy via On-Device Computing

0 rewiews
Explore on-device computing for real-time personalization, balancing privacy, latency, and scale while reducing cloud reliance and enhancing ML capabilities.
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1 Lesons
25 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building Your LLM Factory

0 rewiews
Discover strategies for integrating LLMs into enterprise infrastructure, overcoming challenges, and leveraging cloud computing for AI applications.
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1 Lesons
56 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Your AI Applications Need Guardrails: How to Build Them

0 rewiews
Learn to build robust guardrails for AI applications, ensuring consistent and accurate outputs from Large Language Models in production environments.
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1 Lesons
35 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Getting Higher ROI on MLOps Initiatives

0 rewiews
Discover five key lessons for building cohesive MLOps platforms, enhancing self-service capabilities, and maximizing return on investment in machine learning operations.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Stacked Up Series: A Deep Dive Into Integrating Large Language Models Into Your Product

0 rewiews
Explore integrating large language models into products with insights from ML experts at DoorDash and VoiceFlow. Gain practical knowledge for successful implementation.
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1 Lesons
55 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Training LLMs: Lessons from the Trenches

0 rewiews
Discover key insights and challenges in training large language models across hundreds of GPUs, from data handling to resource management.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Fine-Tune LLMs or Integrate 3rd Party APIs? A Financial Case Study

0 rewiews
Explore LLM integration strategies for MLOps, comparing fine-tuning and API use. Learn key considerations, challenges, and risk mitigation techniques for implementing advanced language models.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

ML Platform Beyond Kaggle Paradigm - Policy-Centric Approach for End-to-End Automation

0 rewiews
Explore a policy-centric approach to ML platforms, extending beyond model-centric views to enhance engineering productivity and directly improve business metrics.
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1 Lesons
24 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Retrieval Augmented Generation with LangChain: ChatGPT for Your Data - Part 2

0 rewiews
Explore Retrieval Augmented Generation using LangChain. Learn to build and optimize question-answering systems with vector stores, embedding models, and LLMs for private data applications.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Spend Less Time Troubleshooting ML Production Issues

0 rewiews
Learn strategies to quickly identify and resolve ML production issues, reducing troubleshooting time and improving model performance for stakeholders.
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1 Lesons
47 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Introduction to Building ML Microservices - A Hands-On Approach with Music Industry Examples

0 rewiews
Build ML microservices using MLServer and Seldon Core. Learn to create inference graphs for A/B testing, shadow deployment, and model monitoring with music industry examples.
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1 Lesons
3 hours 19 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Applying GitOps Principles in End-to-End MLOps Projects - Interactive Workshop

0 rewiews
Implement GitOps principles in MLOps using DVC to create an end-to-end pipeline centered around a git repository as the single source of truth.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building a Conversation-Focused LLM on Communication Data

0 rewiews
Explore the challenges and opportunities of building Nebula, a conversation-focused LLM trained on communication data, addressing privacy concerns and ML Ops pipelines.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Overcoming the Challenges of Building GenAI Apps

0 rewiews
Explore challenges and solutions for deploying successful generative AI products, accelerating time-to-market and driving impact.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Creating the World's Premier Biological Foundation Model

0 rewiews
Explore Recursion's groundbreaking biological foundation model, revolutionizing drug discovery through advanced infrastructure, data management, and large-scale training techniques.
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1 Lesons
28 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Engineering an LLM Application: Chat with MLOps World

0 rewiews
Develop a chatbot using MLOps World content, exploring techniques to transform it from concept to production-ready application.
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1 Lesons
1 hour 37 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Dreambooth - Stable Diffusion for Custom Images

0 rewiews
Explore stable diffusion techniques for creating custom images using Dreambooth. Learn color manipulation, texture enhancement, and image blending to transform ordinary photos into extraordinary art.
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1 Lesons
37 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Systematic Approaches and Creativity - Building DoorDash's ML Platform During the Pandemic

0 rewiews
Explore DoorDash's ML platform development journey, focusing on collaboration, guardrails, principled approaches, and architecture powering billions of daily predictions for diverse use cases.
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1 Lesons
36 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Closing the Production Gap with MLOps

0 rewiews
Explore MLOps strategies to accelerate deployment, monitor models, ensure governance, and manage the model lifecycle, including automated retraining and challenger models in production.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

The Rapid Evolution of the Canonical Stack for Machine Learning

0 rewiews
Explore the evolution of AI/ML tech stacks and the emergence of a canonical stack for machine learning, democratizing AI for companies of all sizes.
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1 Lesons
52 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps at Acerta - Automating the Machine Learning Lifecycle for Manufacturing

0 rewiews
Automate the machine learning lifecycle for manufacturing, enhancing efficiency, scalability, and reproducibility. Learn to build a robust MLOps platform for production-grade systems.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Iterative Development Workflows for Building AI Applications

0 rewiews
Explore iterative development workflows for AI applications using Snorkel framework. Learn guided error analysis, quality improvement techniques, and collaboration with domain experts.
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1 Lesons
40 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps with PyCaret - Practical Demo for Data Science Workflows

0 rewiews
Supercharge your data science team's productivity with PyCaret, an open-source ML library for efficient model preparation and deployment in Python.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Machine Learning Tools: Skyline and RL-Scope for Performance Optimization

0 rewiews
Explore Skyline and RL-Scope, two innovative tools for optimizing machine learning performance. Learn about interactive profiling, visualization, and debugging for PyTorch networks and cross-stack profiling for deep reinforcement learning.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Creating Machine Learning Retraining Pipelines with Kubeflow and Kubernetes

0 rewiews
Develop ML retraining pipelines using Kubernetes and Kubeflow. Master advanced techniques for efficient model updates and deployment in production environments.
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1 Lesons
2 hours 5 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

How to Iterate and Productionize Machine Learning Models with Speed

0 rewiews
Explore strategies to overcome deployment challenges and accelerate the productionization of machine learning models for faster impact.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Machine Learning Monitoring in Production - Lessons Learned from 30+ Use Cases

0 rewiews
Discover practical strategies for effective machine learning monitoring in production, drawing insights from over 30 real-world use cases.
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1 Lesons
56 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Build High Performance MLOps With ML Monitoring and AI Explainability

0 rewiews
Discover techniques for enhancing MLOps through ML monitoring and AI explainability. Learn to identify model failures, address operational issues, and streamline model deployment using advanced analytics.
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1 Lesons
42 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

The Ops in MLOps - Cost Predictive, Security Compliant, and Data Governance Techniques

0 rewiews
Explore techniques for creating ML environments with cost predictability, security compliance, and proper data governance. Focus on the often-overlooked Ops components of MLOps.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Concept to Production: Template for the Entire ML Journey - Part 1

0 rewiews
Develop a production-ready ML pipeline from concept to deployment using Python. Gain hands-on experience with data prep, model training, and deployment on Google Cloud Platform.
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1 Lesons
3 hours 47 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

MLOps with Dataiku - Considerations for Model Deployment and Monitoring

0 rewiews
Explore key MLOps concepts, deployment readiness, model monitoring strategies, and how Dataiku streamlines MLOps processes for efficient AI industrialization.
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1 Lesons
24 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Deploying Efficient Data-Centric AI 100x Faster

0 rewiews
Accelerate AI application development and deployment 100x using dedicated platforms, data labeling, pre-built models, and iterative design. Explore region classification and deep-trained object detection approaches.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps with Orchestration: Accelerating Deployment of AI - Workshop Sessions

0 rewiews
Accelerate AI deployment with MLOps orchestration. Learn to integrate tools, streamline processes, and handle complex use cases for efficient ML application development and continuous delivery in production environments.
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1 Lesons
1 hour 49 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

How Not to Let Your Data and Model Drift Away Silently

0 rewiews
Discover strategies to prevent data and model drift, ensuring ML models maintain performance and value over time in production environments.
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1 Lesons
40 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Concept to Production: Building a Production-Ready ML Pipeline - Part 2

0 rewiews
Develop a production-ready ML pipeline from concept to deployment using Python, Kubeflow, and Google Cloud Platform. Master data prep, model training, and orchestration techniques.
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1 Lesons
3 hours 28 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps vs ModelOps - Differences, Importance, and Best Practices

0 rewiews
Explore the differences between MLOps and ModelOps, focusing on continuous monitoring, automated remediation, and feedback loops for AI and analytical models in enterprise settings.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Multi-armed Bandits in Production at Stitch Fix

0 rewiews
Explore scaling challenges and solutions for multi-armed bandits in online experimentation, including a new method for efficient, deterministic Thompson sampling at Stitch Fix.
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1 Lesons
40 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Taking Aim at Bias in AI - Workshop Sessions

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Explore strategies to identify and mitigate bias in AI systems, enhancing fairness and ethical decision-making in machine learning applications.
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1 Lesons
2 hours
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building Pipelines with Kubeflow - Hands-on Workshop

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Discover Kubeflow pipelines: create environments, build and upload pipelines, and set up retraining schedules in this hands-on workshop for MLOps practitioners.
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1 Lesons
3 hours 43 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Machine Learning Optimizations and Strategy for Post-Covid Era

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Explore ML risk mitigation techniques for post-pandemic model deployment, monitoring, and recalibration across industries, with focus on ethical practices and automated AI/ML solutions.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

5 Governance Capabilities You Need in MLOps - Workshop Session

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Explore 5 essential MLOps governance capabilities to effectively implement and control machine learning models in production environments. Gain insights on assessing organizational maturity and achieving full MLOps maturity.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Challenges for ML Operations in a Fast Growing Company

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Explore ML operations challenges in rapidly growing companies. Learn strategies for scalable platforms, efficient model training, and balancing distributed vs. non-distributed applications. Gain insights on developer ergonomics and best practices.
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1 Lesons
56 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Complete ML Lifecycle with MLflow - Learn Its Four Components

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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

Introduction to Drifter ML: A Testing Framework for Machine Learning Models

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Explore Drifter-ML, a testing framework ensuring ML models meet training assumptions. Learn motivations and practical examples for model testing.
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1 Lesons
36 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Lessons Learned: The Journey to Real-Time Machine Learning at Instacart

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Explore Instacart's transition to real-time machine learning, focusing on infrastructure, use cases, challenges, and key lessons for implementing ML in a dynamic marketplace.
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1 Lesons
39 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Avoid ML OOps with ML Ops - A Modular Approach to Scaling End-to-End ML Platforms

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Discover a step-by-step approach to building a scalable ML infrastructure. Learn to identify key areas for improvement, implement modular components, and enhance your end-to-end ML lifecycle for efficient, automated operations.
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1 Lesons
51 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Evolution of ML Training and Serving Infrastructure at Pinterest Ads

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Explore Pinterest Ads' ML infrastructure evolution, from logistic regression to transformer models, and learn key challenges and lessons in revolutionizing ad capabilities.
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1 Lesons
26 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Quality Assurance in Machine Learning: Enhancing Trust and Reliability

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Explore quality assurance in machine learning, its importance, and strategies for enhancing AI trustworthiness through lessons from other disciplines and best practices in MLOps and data science.
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1 Lesons
28 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains

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Explore how anti-fraud MLOps practices can simplify architectures, enhance observability, and boost agility across various ML domains.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Low-latency Model Inference in Finance - A Close Look at Seldon V2

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Explore low-latency model inference in finance using Seldon V2, focusing on high resilience and rapid service response for critical business applications.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models

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Explore synthetic data's transformative potential in AI, focusing on data quality, augmentation, bias, and privacy for foundational language models.
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1 Lesons
34 minutes
On-Demand
Free-Video