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

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DevCourseWeb  com  Udemy  Deploy  Smarter  LLM  Scalability  Ops  and  Cost  Efficiency  
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Files
  1. Get Bonus Downloads Here.url 182B
  2. ~Get Your Files Here !/1. Introduction/1. Introduction & Welcome.mp4 74.44MB
  3. ~Get Your Files Here !/2. Getting Started/1. Course Structure How to get the Most out of this Course.mp4 119.10MB
  4. ~Get Your Files Here !/2. Getting Started/2. Environment Setup Prepare and Use the Resource of this Course Right.mp4 63.60MB
  5. ~Get Your Files Here !/3. Pre-Deployment Strategies/1. Ensuring Model Correctness Evaluation Techniques.mp4 48.53MB
  6. ~Get Your Files Here !/3. Pre-Deployment Strategies/2. Performance Optimization Exploring Key Dimensions.mp4 56.65MB
  7. ~Get Your Files Here !/3. Pre-Deployment Strategies/3. Balancing Speed and Accuracy Best Practices.mp4 76.42MB
  8. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/1. Fundamentals of ML Model Management and ML-Ops.mp4 59.46MB
  9. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/2. Overview of Effective ML-Ops Frameworks.mp4 49.04MB
  10. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3. Setting up ML-Ops Framework Introduction to MLflow (Practical).mp4 103.26MB
  11. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3.1 MLflow Setup Readme.html 190B
  12. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4. Getting Started with MLflow A Practical Approach (Practical).mp4 88.96MB
  13. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.1 4.5_getting_started.ipynb 10.09KB
  14. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.2 Colab Getting Started with MLflow.html 143B
  15. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.3 Jupyter Notebook MLflow Getting Started.html 189B
  16. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5. Training Models with MLflow A Hands-On Guide (Practical).mp4 170.95MB
  17. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.1 4.6_training_loop.ipynb 11.02KB
  18. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.2 Colab MLflow Training Loop.html 143B
  19. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.3 Jupyter Notebook MLflow Training Loop.html 187B
  20. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6. MLflow for Model Inference Techniques and Practices (Practical).mp4 150.94MB
  21. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.1 4.7_mlflow_inference.ipynb 10.89KB
  22. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.2 Colab Inference with MLflow.html 143B
  23. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.3 Jupyter Notebook MLflow Inference & Serving.html 190B
  24. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7. Advanced Techniques in MLflow Extending Functionality (Practical).mp4 74.21MB
  25. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.1 4.8_mlflow_authentication.py 386B
  26. ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.2 GitHub MLflow Authentication.html 192B
  27. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/1. Efficiency through Batching and Dynamic Batches.mp4 105.89MB
  28. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2. Hands-on Application of Batching Techniques (Practical).mp4 110.27MB
  29. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.1 5.2_batching_and_dynamic_batching.ipynb 8.44KB
  30. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.2 5.2_batching_and_dynamic_batching.py 3.64KB
  31. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.3 Jupyter Notebook Batching & Dynamic Batching.html 227B
  32. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.4 Python Source Batching & Dynamic Batching.html 224B
  33. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3. The Role of Sorting in Model Deployment (Practical).mp4 119.89MB
  34. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.1 5.3_the_role_of_sorting_batches.ipynb 8.50KB
  35. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.2 5.3_the_role_of_sorting_batches.py 2.52KB
  36. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.3 Jupyter Notebook Batch Sorting Optimizations.html 225B
  37. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.4 Python Source Batch Sorting Optimizations.html 222B
  38. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4. Leveraging Quantization for Model Efficiency (Practical).mp4 142.91MB
  39. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.1 5.4_understanding_quantization.ipynb 7.99KB
  40. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.2 5.4_understanding_quantization.py 2.54KB
  41. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.3 Jupyter Notebook Quantization for Model Efficiency.html 224B
  42. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.4 Python Source Quantization for Model Efficiency.html 221B
  43. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/5. Inference Strategies Parallelism, Flash Attention, GPTQ & AVQ,.mp4 139.03MB
  44. ~Get Your Files Here !/5. Advanced Model Deployment Techniques/6. Next-Gen Scaling LoRa, Paged Attention, ZeRO.mp4 120.28MB
  45. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/1. The Broader Context of AI A Wider Perspective.mp4 74.16MB
  46. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/2. Measuring Performance Key Metrics for Large AI Projects.mp4 64.49MB
  47. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/3. Evaluating Deployment Strategies for Cost & Efficiency.mp4 53.73MB
  48. ~Get Your Files Here !/6. The Economics of Machine Learning Inference/4. Real-World Benchmarks for Success Case Studies and Insights.mp4 134.32MB
  49. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1. Basic Inference - First Levels of Deployment (Practical).mp4 132.74MB
  50. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.1 GitHub Level 1 Deployment.html 207B
  51. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.2 GitHub Level 2 Deployment.html 207B
  52. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.3 level1.py 921B
  53. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.4 level2.py 921B
  54. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.5 utils.py 428B
  55. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2. Entering Optimisations - Advanced Levels of Deployment (Practical).mp4 91.45MB
  56. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.1 GitHub Level 3 Deployment.html 207B
  57. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.2 GitHub Level 4 Deployment.html 207B
  58. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.3 level3.py 931B
  59. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.4 level4.py 784B
  60. ~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
  61. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3.1 GitHub Level 5 Deployment.html 205B
  62. ~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
  63. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.1 GitHub Level 5 Deployment.html 205B
  64. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.2 produce_prompts.py 533B
  65. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.3 rabbit.py 1.23KB
  66. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5. Foundations of Distributed Computing with Ray (Practical).mp4 81.02MB
  67. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5.1 GitHub Level 5 Deployment.html 205B
  68. ~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
  69. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.1 consume_results.py 165B
  70. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.2 GitHub Level 5 Deployment.html 205B
  71. ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.3 ray_batch_job.py 943B
  72. ~Get Your Files Here !/Bonus Resources.txt 386B