Udemy - Deploy AI Smarter - LLM Scalability, ML-Ops And Cost Efficiency

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Udemy - Deploy AI Smarter - LLM Scalability, ML-Ops and Cost EfficiencyUdemy - Deploy AI Smarter - LLM Scalability, ML-Ops and Cost Efficiency

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Udemy - Deploy AI Smarter - LLM Scalability, ML-Ops and Cost Efficiency.torrent
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Uploaded on 08-04-2024 by our crawler pet called "Spidey".
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Description

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



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com







Published 4/2024

Created by The Fuzzy Scientist

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 29 Lectures ( 4h 41m ) | Size: 2.84 GB



Deployment, Generative AI, LLMs, GPT4, ML-Ops, LoRa, AVQ, Ray, RabbitMQ, Flash Paged Attention



What you'll learn:

Learn to set-up, configure and deploy large language models with precision, ensuring smooth operation in production environments.

Gain practical skills in ML-Ops with MLflow for effective model management and deployment.

Conduct cost-benefit analyses and apply strategic planning for economical AI project management.

Implement the latest LLM optimization and scaling techniques to enhance model performance.



Requirements:

Learners should only have a basic understanding of machine learning and proficiency in Python. All the other concepts are though inside the course.



If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com



Get More Tutorials and Support Us -->> https://FreeCourseWeb.com



We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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Files in this torrent

FILENAMESIZE
~Get Your Files Here !/1. Introduction/1. Introduction & Welcome.mp474.4 MB
~Get Your Files Here !/2. Getting Started/1. Course Structure How to get the Most out of this Course.mp4119.1 MB
~Get Your Files Here !/2. Getting Started/2. Environment Setup Prepare and Use the Resource of this Course Right.mp463.6 MB
~Get Your Files Here !/3. Pre-Deployment Strategies/1. Ensuring Model Correctness Evaluation Techniques.mp448.5 MB
~Get Your Files Here !/3. Pre-Deployment Strategies/2. Performance Optimization Exploring Key Dimensions.mp456.6 MB
~Get Your Files Here !/3. Pre-Deployment Strategies/3. Balancing Speed and Accuracy Best Practices.mp476.4 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/1. Fundamentals of ML Model Management and ML-Ops.mp459.5 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/2. Overview of Effective ML-Ops Frameworks.mp449 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3. Setting up ML-Ops Framework Introduction to MLflow (Practical).mp4103.3 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/3.1 MLflow Setup Readme.html190 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4. Getting Started with MLflow A Practical Approach (Practical).mp489 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.1 4.5_getting_started.ipynb10.1 KB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.2 Colab Getting Started with MLflow.html143 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/4.3 Jupyter Notebook MLflow Getting Started.html189 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5. Training Models with MLflow A Hands-On Guide (Practical).mp4171 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.1 4.6_training_loop.ipynb11 KB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.2 Colab MLflow Training Loop.html143 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/5.3 Jupyter Notebook MLflow Training Loop.html187 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6. MLflow for Model Inference Techniques and Practices (Practical).mp4150.9 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.1 4.7_mlflow_inference.ipynb10.9 KB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.2 Colab Inference with MLflow.html143 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/6.3 Jupyter Notebook MLflow Inference & Serving.html190 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7. Advanced Techniques in MLflow Extending Functionality (Practical).mp474.2 MB
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.1 4.8_mlflow_authentication.py386 B
~Get Your Files Here !/4. Advanced Model Management with ML-Ops/7.2 GitHub MLflow Authentication.html192 B
~Get Your Files Here !/5. Advanced Model Deployment Techniques/1. Efficiency through Batching and Dynamic Batches.mp4105.9 MB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/2. Hands-on Application of Batching Techniques (Practical).mp4110.3 MB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.1 5.2_batching_and_dynamic_batching.ipynb8.4 KB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.2 5.2_batching_and_dynamic_batching.py3.6 KB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.3 Jupyter Notebook Batching & Dynamic Batching.html227 B
~Get Your Files Here !/5. Advanced Model Deployment Techniques/2.4 Python Source Batching & Dynamic Batching.html224 B
~Get Your Files Here !/5. Advanced Model Deployment Techniques/3. The Role of Sorting in Model Deployment (Practical).mp4119.9 MB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.1 5.3_the_role_of_sorting_batches.ipynb8.5 KB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.2 5.3_the_role_of_sorting_batches.py2.5 KB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.3 Jupyter Notebook Batch Sorting Optimizations.html225 B
~Get Your Files Here !/5. Advanced Model Deployment Techniques/3.4 Python Source Batch Sorting Optimizations.html222 B
~Get Your Files Here !/5. Advanced Model Deployment Techniques/4. Leveraging Quantization for Model Efficiency (Practical).mp4142.9 MB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.1 5.4_understanding_quantization.ipynb8 KB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.2 5.4_understanding_quantization.py2.5 KB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.3 Jupyter Notebook Quantization for Model Efficiency.html224 B
~Get Your Files Here !/5. Advanced Model Deployment Techniques/4.4 Python Source Quantization for Model Efficiency.html221 B
~Get Your Files Here !/5. Advanced Model Deployment Techniques/5. Inference Strategies Parallelism, Flash Attention, GPTQ & AVQ,.mp4139 MB
~Get Your Files Here !/5. Advanced Model Deployment Techniques/6. Next-Gen Scaling LoRa, Paged Attention, ZeRO.mp4120.3 MB
~Get Your Files Here !/6. The Economics of Machine Learning Inference/1. The Broader Context of AI A Wider Perspective.mp474.2 MB
~Get Your Files Here !/6. The Economics of Machine Learning Inference/2. Measuring Performance Key Metrics for Large AI Projects.mp464.5 MB
~Get Your Files Here !/6. The Economics of Machine Learning Inference/3. Evaluating Deployment Strategies for Cost & Efficiency.mp453.7 MB
~Get Your Files Here !/6. The Economics of Machine Learning Inference/4. Real-World Benchmarks for Success Case Studies and Insights.mp4134.3 MB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1. Basic Inference - First Levels of Deployment (Practical).mp4132.7 MB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.1 GitHub Level 1 Deployment.html207 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.2 GitHub Level 2 Deployment.html207 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.3 level1.py921 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.4 level2.py921 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/1.5 utils.py428 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2. Entering Optimisations - Advanced Levels of Deployment (Practical).mp491.4 MB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.1 GitHub Level 3 Deployment.html207 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.2 GitHub Level 4 Deployment.html207 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.3 level3.py931 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/2.4 level4.py784 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3. Setting Up Data Access in Distributed Environments (Practical).mp4157.3 MB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/3.1 GitHub Level 5 Deployment.html205 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4. Distributing Data Across a Cluster with RabbitMQ (Practical).mp4101.1 MB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.1 GitHub Level 5 Deployment.html205 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.2 produce_prompts.py533 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/4.3 rabbit.py1.2 KB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5. Foundations of Distributed Computing with Ray (Practical).mp481 MB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/5.1 GitHub Level 5 Deployment.html205 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6. Scaling Large Language Models on a Cluster (Practical).mp4149.6 MB
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.1 consume_results.py165 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.2 GitHub Level 5 Deployment.html205 B
~Get Your Files Here !/7. Effective Cluster Management for Large Scale ML Deployments/6.3 ray_batch_job.py943 B
~Get Your Files Here !/Bonus Resources.txt386 B

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