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Create Time:2024-04-11 15:30:57
File Size:2.85 GB
File Count:72
File Hash:fd13bc0c3fef065728545d7c62a8da2e5d4e7e69
| Get Bonus Downloads Here.url | 182 B |
| ~Get Your Files Here !/1. Introduction/1. Introduction & Welcome.mp4 | 74.44 MB |
| ~Get Your Files Here !/2. Getting Started/1. Course Structure How to get the Most out of this Course.mp4 | 119.10 MB |
| ~Get Your Files Here !/2. Getting Started/2. Environment Setup Prepare and Use the Resource of this Course Right.mp4 | 63.60 MB |
| ~Get Your Files Here !/3. Pre-Deployment Strategies/1. Ensuring Model Correctness Evaluation Techniques.mp4 | 48.53 MB |
| ~Get Your Files Here !/3. Pre-Deployment Strategies/2. Performance Optimization Exploring Key Dimensions.mp4 | 56.65 MB |
| ~Get Your Files Here !/3. Pre-Deployment Strategies/3. Balancing Speed and Accuracy Best Practices.mp4 | 76.42 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/1. Fundamentals of ML Model Management and ML-Ops.mp4 | 59.46 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/2. Overview of Effective ML-Ops Frameworks.mp4 | 49.04 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3. Setting up ML-Ops Framework Introduction to MLflow (Practical).mp4 | 103.26 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3.1 MLflow Setup Readme.html | 190 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4. Getting Started with MLflow A Practical Approach (Practical).mp4 | 88.96 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.1 4.5_getting_started.ipynb | 10.09 KB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.2 Colab Getting Started with MLflow.html | 143 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.3 Jupyter Notebook MLflow Getting Started.html | 189 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5. Training Models with MLflow A Hands-On Guide (Practical).mp4 | 170.95 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.1 4.6_training_loop.ipynb | 11.02 KB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.2 Colab MLflow Training Loop.html | 143 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.3 Jupyter Notebook MLflow Training Loop.html | 187 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6. MLflow for Model Inference Techniques and Practices (Practical).mp4 | 150.94 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.1 4.7_mlflow_inference.ipynb | 10.89 KB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.2 Colab Inference with MLflow.html | 143 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.3 Jupyter Notebook MLflow Inference & Serving.html | 190 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7. Advanced Techniques in MLflow Extending Functionality (Practical).mp4 | 74.21 MB |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.1 4.8_mlflow_authentication.py | 386 B |
| ~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.2 GitHub MLflow Authentication.html | 192 B |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/1. Efficiency through Batching and Dynamic Batches.mp4 | 105.89 MB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2. Hands-on Application of Batching Techniques (Practical).mp4 | 110.27 MB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.1 5.2_batching_and_dynamic_batching.ipynb | 8.44 KB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.2 5.2_batching_and_dynamic_batching.py | 3.64 KB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.3 Jupyter Notebook Batching & Dynamic Batching.html | 227 B |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.4 Python Source Batching & Dynamic Batching.html | 224 B |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3. The Role of Sorting in Model Deployment (Practical).mp4 | 119.89 MB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.1 5.3_the_role_of_sorting_batches.ipynb | 8.50 KB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.2 5.3_the_role_of_sorting_batches.py | 2.52 KB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.3 Jupyter Notebook Batch Sorting Optimizations.html | 225 B |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.4 Python Source Batch Sorting Optimizations.html | 222 B |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4. Leveraging Quantization for Model Efficiency (Practical).mp4 | 142.91 MB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.1 5.4_understanding_quantization.ipynb | 7.99 KB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.2 5.4_understanding_quantization.py | 2.54 KB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.3 Jupyter Notebook Quantization for Model Efficiency.html | 224 B |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.4 Python Source Quantization for Model Efficiency.html | 221 B |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/5. Inference Strategies Parallelism, Flash Attention, GPTQ & AVQ,.mp4 | 139.03 MB |
| ~Get Your Files Here !/5. Advanced Model Deployment Techniques/6. Next-Gen Scaling LoRa, Paged Attention, ZeRO.mp4 | 120.28 MB |
| ~Get Your Files Here !/6. The Economics of Machine Learning Inference/1. The Broader Context of AI A Wider Perspective.mp4 | 74.16 MB |
| ~Get Your Files Here !/6. The Economics of Machine Learning Inference/2. Measuring Performance Key Metrics for Large AI Projects.mp4 | 64.49 MB |
| ~Get Your Files Here !/6. The Economics of Machine Learning Inference/3. Evaluating Deployment Strategies for Cost & Efficiency.mp4 | 53.73 MB |
| ~Get Your Files Here !/6. The Economics of Machine Learning Inference/4. Real-World Benchmarks for Success Case Studies and Insights.mp4 | 134.32 MB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1. Basic Inference - First Levels of Deployment (Practical).mp4 | 132.74 MB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.1 GitHub Level 1 Deployment.html | 207 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.2 GitHub Level 2 Deployment.html | 207 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.3 level1.py | 921 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.4 level2.py | 921 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.5 utils.py | 428 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2. Entering Optimisations - Advanced Levels of Deployment (Practical).mp4 | 91.45 MB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.1 GitHub Level 3 Deployment.html | 207 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.2 GitHub Level 4 Deployment.html | 207 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.3 level3.py | 931 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.4 level4.py | 784 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3. Setting Up Data Access in Distributed Environments (Practical).mp4 | 157.31 MB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3.1 GitHub Level 5 Deployment.html | 205 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4. Distributing Data Across a Cluster with RabbitMQ (Practical).mp4 | 101.06 MB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.1 GitHub Level 5 Deployment.html | 205 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.2 produce_prompts.py | 533 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.3 rabbit.py | 1.23 KB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5. Foundations of Distributed Computing with Ray (Practical).mp4 | 81.02 MB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5.1 GitHub Level 5 Deployment.html | 205 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6. Scaling Large Language Models on a Cluster (Practical).mp4 | 149.59 MB |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.1 consume_results.py | 165 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.2 GitHub Level 5 Deployment.html | 205 B |
| ~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.3 ray_batch_job.py | 943 B |
| ~Get Your Files Here !/Bonus Resources.txt | 386 B |
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