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DevOps to MLOps Bootcamp - Build & Deploy ML Systems End-to-End

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2.72 GB | 23min 37s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :001 Course Introduction.mp4 | Size: (54.55 MB)
FileName :002 What is MLOps.mp4 | Size: (73.83 MB)
FileName :003 Story of Evolution of MLOps, LLMOps and AgenticAIOps.mp4 | Size: (89.21 MB)
FileName :004 Comparing Three Approaches to AI.mp4 | Size: (91.65 MB)
FileName :005 MLOps Case Studies Learning from the Pioneers.mp4 | Size: (50.34 MB)
FileName :006 Comparing DevOps vs MLOps.mp4 | Size: (74.68 MB)
FileName :007 Emergence of MLOps Engineer.mp4 | Size: (56.87 MB)
FileName :001 Module Intro.mp4 | Size: (36.51 MB)
FileName :002 Use Case House Price Predictor Regression.mp4 | Size: (15.18 MB)
FileName :003 Understanding End to End ML Practices and MLOps.mp4 | Size: (42 MB)
FileName :004 Environment Setup Overview.mp4 | Size: (30.5 MB)
FileName :005 Setting up Docker Podman with Compose.mp4 | Size: (16.73 MB)
FileName :006 Launching MLflow for Experiment Tracking.mp4 | Size: (27.99 MB)
FileName :007 Understanding the Project Directory and Scaffold.mp4 | Size: (32.42 MB)
FileName :008 Setting up Python Virtual Environment with UV.mp4 | Size: (21.47 MB)
FileName :009 Working with Jupyter Notebooks.mp4 | Size: (32.12 MB)
FileName :010 Summary.mp4 | Size: (39.63 MB)
FileName :001 Module Intro.mp4 | Size: (34.06 MB)
FileName :002 Learning Data Engineering.mp4 | Size: (54.5 MB)
FileName :003 Experimental Data Analysis.mp4 | Size: (36.55 MB)
FileName :004 Understanding Feature Engineering Concepts.mp4 | Size: (13.36 MB)
FileName :005 Building New Features for House Price Predictor.mp4 | Size: (28.08 MB)
FileName :006 Preparing for Model Experimentation.mp4 | Size: (27.29 MB)
FileName :007 Data Splitting with x train, y train, x test, y test.mp4 | Size: (25.89 MB)
FileName :008 Defining Algorithms and Hyperparameter Grids.mp4 | Size: (26.46 MB)
FileName :009 Running Model Experiments to Find the Best Model and Hyperparameters.mp4 | Size: (47.15 MB)
FileName :010 Module Summary.mp4 | Size: (37.15 MB)
FileName :001 Module Intro.mp4 | Size: (33.77 MB)
FileName :002 Handover from Data Scientist to ML Engineer MLOps.mp4 | Size: (13.42 MB)
FileName :003 Running Feature Engineering and Preprocessing Jobs.mp4 | Size: (21.64 MB)
FileName :004 Building and Training Final Model with Configs from Da.mp4 | Size: (23.69 MB)
FileName :005 Wrapping the Model with FastAPI with Streamlit Client.mp4 | Size: (34.96 MB)
FileName :006 Writing Dockerfile to Package Model with FastAPI Wrapp.mp4 | Size: (59.44 MB)
FileName :007 Debugging and Fixing Image Failures, Launch and Valida.mp4 | Size: (45.8 MB)
FileName :008 Packaging and Testing Streamlit App.mp4 | Size: (33.68 MB)
FileName :009 Packaging and Model Serving Infra with Docker Compose.mp4 | Size: (51.06 MB)
FileName :010 Summary.mp4 | Size: (45.63 MB)
FileName :001 Module Intro.mp4 | Size: (30.5 MB)
FileName :002 DAGs, GitHub Actions and our MLOps CI Workflow.mp4 | Size: (28.28 MB)
FileName :003 Understanding GitHub Actions Syntax.mp4 | Size: (26.39 MB)
FileName :004 Writing and Executing Our First GitHub Actions Workflow.mp4 | Size: (55.8 MB)
FileName :005 Adding Data and Feature Engineering Steps with Model Training.mp4 | Size: (27.33 MB)
FileName :006 Model Training Step with MLFlow for Tracking.mp4 | Size: (36.93 MB)
FileName :007 Adding Image Build and Publish Step with Docker.mp4 | Size: (24.96 MB)
FileName :008 Configuring Registry Token and Publishing Image to DockerHub.mp4 | Size: (30.74 MB)
FileName :009 Modular, Multi-Stage MLOps CI Workflow Pipeline.mp4 | Size: (67.66 MB)
FileName :010 Summary.mp4 | Size: (28.33 MB)
FileName :001 Module Intro.mp4 | Size: (18.16 MB)
FileName :002 Designing Scalable Infrastructure for Model Inference.mp4 | Size: (9.13 MB)
FileName :003 Introduction to Kubernetes for Machine Learning.mp4 | Size: (22.21 MB)
FileName :004 Kubernetes Core Concepts Pods, Deployments and Services.mp4 | Size: (18.86 MB)
FileName :005 Simplest Way to Build a 3 Node Kubernetes Cluster with KIND.mp4 | Size: (33.01 MB)
FileName :006 Deploying Streamlit Frontend App with Kubernetes.mp4 | Size: (45.13 MB)
FileName :007 Exposing the Streamlit App with Kubernetes NodePort Service.mp4 | Size: (23.01 MB)
FileName :008 Creating Deployment & Service for the Model Wrapped in FastAPI.mp4 | Size: (23.28 MB)
FileName :009 Connecting Streamlit with Model using Kubernetes Native DNS Bas.mp4 | Size: (44.84 MB)
FileName :010 Easy Way to Generate Kubernetes Manifests and YAML.mp4 | Size: (15.95 MB)
FileName :011 Summary.mp4 | Size: (15.07 MB)
FileName :001 Module Intro.mp4 | Size: (12.28 MB)
FileName :002 Project Spec.mp4 | Size: (3.78 MB)
FileName :003 Installing Prometheus and Grafana with Helm.mp4 | Size: (28.06 MB)
FileName :004 Exploring Monitoring Metrics with Grafana and Prometheus.mp4 | Size: (31.7 MB)
FileName :005 Adding Instrumentation for FastAPI along with Custom Dashboard.mp4 | Size: (46.53 MB)
FileName :006 Automatic Capacity Scaling Concepts.mp4 | Size: (15.85 MB)
FileName :007 Installing KEDA and Configuring Resource Spec.mp4 | Size: (21.9 MB)
FileName :008 Configuring Scaled Objects with KEDA.mp4 | Size: (29.84 MB)
FileName :009 Getting Started with Load Testing Model Inference.mp4 | Size: (29.87 MB)
FileName :010 AI Based Troubleshooting Monitoring with ChatGPT.mp4 | Size: (41.33 MB)
FileName :011 Running Load Test and Analyzing Autoscaling.mp4 | Size: (36.08 MB)
FileName :012 CPU Based Auto Scaling with KEDA.mp4 | Size: (37.32 MB)
FileName :013 Adding a Vertical Pod Autoscaler (VPA).mp4 | Size: (44.82 MB)
FileName :014 Summary.mp4 | Size: (19.44 MB)
FileName :001 Module Intro.mp4 | Size: (5.83 MB)
FileName :002 GitOps Concepts.mp4 | Size: (10.37 MB)
FileName :003 GitOps Principle 2 - Start Revision Controlling the Code.mp4 | Size: (21.37 MB)
FileName :004 GitOps Principle 4 - Setup an Agent - ArgoCD.mp4 | Size: (19.11 MB)
FileName :005 Overview of Argo Application CRD.mp4 | Size: (20.12 MB)
FileName :006 Continuous Delivery with ArgoCD Applications.mp4 | Size: (47.66 MB)
FileName :007 End-to-End CI and CD Pipelines for ML App.mp4 | Size: (109.06 MB)
FileName :008 Summary.mp4 | Size: (25.49 MB)]
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