Name [ DevCourseWeb.com ] Udemy - Deploy AI Smarter - LLM Scalability, ML-Ops and Cost Efficiency

File Type video

Size 2.85GB

UpdateDate 2024-10-3

hash *****C0C3FEF065728545D7C62A8DA2E5D4E7E6

Hot 976

Files Get Bonus Downloads Here.url | 182B ~Get Your Files Here !/1. Introduction/1. Introduction & Welcome.mp4 | 74.44MB ~Get Your Files Here !/2. Getting Started/1. Course Structure How to get the Most out of this Course.mp4 | 119.10MB ~Get Your Files Here !/2. Getting Started/2. Environment Setup Prepare and Use the Resource of this Course Right.mp4 | 63.60MB ~Get Your Files Here !/3. Pre-Deployment Strategies/1. Ensuring Model Correctness Evaluation Techniques.mp4 | 48.53MB ~Get Your Files Here !/3. Pre-Deployment Strategies/2. Performance Optimization Exploring Key Dimensions.mp4 | 56.65MB ~Get Your Files Here !/3. Pre-Deployment Strategies/3. Balancing Speed and Accuracy Best Practices.mp4 | 76.42MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/1. Fundamentals of ML Model Management and ML-Ops.mp4 | 59.46MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/2. Overview of Effective ML-Ops Frameworks.mp4 | 49.04MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3. Setting up ML-Ops Framework Introduction to MLflow (Practical).mp4 | 103.26MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3.1 MLflow Setup Readme.html | 190B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4. Getting Started with MLflow A Practical Approach (Practical).mp4 | 88.96MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.1 4.5_getting_started.ipynb | 10.09KB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.2 Colab Getting Started with MLflow.html | 143B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.3 Jupyter Notebook MLflow Getting Started.html | 189B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5. Training Models with MLflow A Hands-On Guide (Practical).mp4 | 170.95MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.1 4.6_training_loop.ipynb | 11.02KB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.2 Colab MLflow Training Loop.html | 143B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.3 Jupyter Notebook MLflow Training Loop.html | 187B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6. MLflow for Model Inference Techniques and Practices (Practical).mp4 | 150.94MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.1 4.7_mlflow_inference.ipynb | 10.89KB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.2 Colab Inference with MLflow.html | 143B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.3 Jupyter Notebook MLflow Inference & Serving.html | 190B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7. Advanced Techniques in MLflow Extending Functionality (Practical).mp4 | 74.21MB ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.1 4.8_mlflow_authentication.py | 386B ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.2 GitHub MLflow Authentication.html | 192B ~Get Your Files Here !/5. Advanced Model Deployment Techniques/1. Efficiency through Batching and Dynamic Batches.mp4 | 105.89MB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2. Hands-on Application of Batching Techniques (Practical).mp4 | 110.27MB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.1 5.2_batching_and_dynamic_batching.ipynb | 8.44KB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.2 5.2_batching_and_dynamic_batching.py | 3.64KB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.3 Jupyter Notebook Batching & Dynamic Batching.html | 227B ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.4 Python Source Batching & Dynamic Batching.html | 224B ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3. The Role of Sorting in Model Deployment (Practical).mp4 | 119.89MB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.1 5.3_the_role_of_sorting_batches.ipynb | 8.50KB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.2 5.3_the_role_of_sorting_batches.py | 2.52KB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.3 Jupyter Notebook Batch Sorting Optimizations.html | 225B ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.4 Python Source Batch Sorting Optimizations.html | 222B ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4. Leveraging Quantization for Model Efficiency (Practical).mp4 | 142.91MB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.1 5.4_understanding_quantization.ipynb | 7.99KB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.2 5.4_understanding_quantization.py | 2.54KB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.3 Jupyter Notebook Quantization for Model Efficiency.html | 224B ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.4 Python Source Quantization for Model Efficiency.html | 221B ~Get Your Files Here !/5. Advanced Model Deployment Techniques/5. Inference Strategies Parallelism, Flash Attention, GPTQ & AVQ,.mp4 | 139.03MB ~Get Your Files Here !/5. Advanced Model Deployment Techniques/6. Next-Gen Scaling LoRa, Paged Attention, ZeRO.mp4 | 120.28MB ~Get Your Files Here !/6. The Economics of Machine Learning Inference/1. The Broader Context of AI A Wider Perspective.mp4 | 74.16MB ~Get Your Files Here !/6. The Economics of Machine Learning Inference/2. Measuring Performance Key Metrics for Large AI Projects.mp4 | 64.49MB ~Get Your Files Here !/6. The Economics of Machine Learning Inference/3. Evaluating Deployment Strategies for Cost & Efficiency.mp4 | 53.73MB ~Get Your Files Here !/6. The Economics of Machine Learning Inference/4. Real-World Benchmarks for Success Case Studies and Insights.mp4 | 134.32MB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1. Basic Inference - First Levels of Deployment (Practical).mp4 | 132.74MB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.1 GitHub Level 1 Deployment.html | 207B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.2 GitHub Level 2 Deployment.html | 207B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.3 level1.py | 921B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.4 level2.py | 921B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.5 utils.py | 428B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2. Entering Optimisations - Advanced Levels of Deployment (Practical).mp4 | 91.45MB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.1 GitHub Level 3 Deployment.html | 207B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.2 GitHub Level 4 Deployment.html | 207B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.3 level3.py | 931B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.4 level4.py | 784B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3. Setting Up Data Access in Distributed Environments (Practical).mp4 | 157.31MB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3.1 GitHub Level 5 Deployment.html | 205B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4. Distributing Data Across a Cluster with RabbitMQ (Practical).mp4 | 101.06MB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.1 GitHub Level 5 Deployment.html | 205B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.2 produce_prompts.py | 533B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.3 rabbit.py | 1.23KB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5. Foundations of Distributed Computing with Ray (Practical).mp4 | 81.02MB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5.1 GitHub Level 5 Deployment.html | 205B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6. Scaling Large Language Models on a Cluster (Practical).mp4 | 149.59MB ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.1 consume_results.py | 165B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.2 GitHub Level 5 Deployment.html | 205B ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.3 ray_batch_job.py | 943B ~Get Your Files Here !/Bonus Resources.txt | 386B