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

DevCourseWeb com Udemy - Deploy AI Smarter - LLM Scalability ML-Ops and Cost Efficiency

File Size： 2.91 GB

Creat Time： 2024-05-22 12:47:46

Last Active： 2025-05-26 16:47:16

Active Degree： 250

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File List：

  1. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5. Training Models with MLflow A Hands-On Guide (Practical).mp4 175.05 MB
  2. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3. Setting Up Data Access in Distributed Environments (Practical).mp4 161.08 MB
  3. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6. MLflow for Model Inference Techniques and Practices (Practical).mp4 154.56 MB
  4. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6. Scaling Large Language Models on a Cluster (Practical).mp4 153.18 MB
  5. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4. Leveraging Quantization for Model Efficiency (Practical).mp4 146.34 MB
  6. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/5. Inference Strategies Parallelism, Flash Attention, GPTQ & AVQ,.mp4 142.37 MB
  7. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/4. Real-World Benchmarks for Success Case Studies and Insights.mp4 137.54 MB
  8. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1. Basic Inference - First Levels of Deployment (Practical).mp4 135.92 MB
  9. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/6. Next-Gen Scaling LoRa, Paged Attention, ZeRO.mp4 123.16 MB
  10. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3. The Role of Sorting in Model Deployment (Practical).mp4 122.77 MB
  11. ~Get Your Files Here !/2. Getting Started/1. Course Structure How to get the Most out of this Course.mp4 121.96 MB
  12. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2. Hands-on Application of Batching Techniques (Practical).mp4 112.92 MB
  13. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/1. Efficiency through Batching and Dynamic Batches.mp4 108.43 MB
  14. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3. Setting up ML-Ops Framework Introduction to MLflow (Practical).mp4 105.74 MB
  15. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4. Distributing Data Across a Cluster with RabbitMQ (Practical).mp4 103.49 MB
  16. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2. Entering Optimisations - Advanced Levels of Deployment (Practical).mp4 93.64 MB
  17. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4. Getting Started with MLflow A Practical Approach (Practical).mp4 91.10 MB
  18. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5. Foundations of Distributed Computing with Ray (Practical).mp4 82.96 MB
  19. ~Get Your Files Here !/3. Pre-Deployment Strategies/3. Balancing Speed and Accuracy Best Practices.mp4 78.25 MB
  20. ~Get Your Files Here !/1. Introduction/1. Introduction & Welcome.mp4 76.22 MB
  21. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7. Advanced Techniques in MLflow Extending Functionality (Practical).mp4 75.99 MB
  22. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/1. The Broader Context of AI A Wider Perspective.mp4 75.94 MB
  23. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/2. Measuring Performance Key Metrics for Large AI Projects.mp4 66.04 MB
  24. ~Get Your Files Here !/2. Getting Started/2. Environment Setup Prepare and Use the Resource of this Course Right.mp4 65.13 MB
  25. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/1. Fundamentals of ML Model Management and ML-Ops.mp4 60.89 MB
  26. ~Get Your Files Here !/3. Pre-Deployment Strategies/2. Performance Optimization Exploring Key Dimensions.mp4 58.00 MB
  27. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/3. Evaluating Deployment Strategies for Cost & Efficiency.mp4 55.01 MB
  28. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/2. Overview of Effective ML-Ops Frameworks.mp4 50.21 MB
  29. ~Get Your Files Here !/3. Pre-Deployment Strategies/1. Ensuring Model Correctness Evaluation Techniques.mp4 49.69 MB
  30. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.1 4.6_training_loop.ipynb 11 KB
  31. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.1 4.7_mlflow_inference.ipynb 11 KB
  32. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.1 4.5_getting_started.ipynb 10 KB
  33. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.1 5.3_the_role_of_sorting_batches.ipynb 8 KB
  34. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.1 5.2_batching_and_dynamic_batching.ipynb 8 KB
  35. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.1 5.4_understanding_quantization.ipynb 8 KB
  36. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.2 5.2_batching_and_dynamic_batching.py 3 KB
  37. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.2 5.4_understanding_quantization.py 2 KB
  38. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.2 5.3_the_role_of_sorting_batches.py 2 KB
  39. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.3 rabbit.py 1 KB
  40. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.3 ray_batch_job.py 0 KB
  41. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.3 level3.py 0 KB
  42. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.3 level1.py 0 KB
  43. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.4 level2.py 0 KB
  44. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.4 level4.py 0 KB
  45. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.2 produce_prompts.py 0 KB
  46. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.5 utils.py 0 KB
  47. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.1 4.8_mlflow_authentication.py 0 KB
  48. ~Get Your Files Here !/Bonus Resources.txt 0 KB
  49. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.3 Jupyter Notebook Batching & Dynamic Batching.html 0 KB
  50. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.3 Jupyter Notebook Batch Sorting Optimizations.html 0 KB
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