Udemy - Sustainable and Scalable Machine Learning Project Development

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[ DevCourseWeb.com ] Udemy - Sustainable and Scalable Machine Learning Project Development
  • Get Bonus Downloads Here.url (0.2 KB)
    • ~Get Your Files Here ! 1. Introduction
    • 1. Course Introduction.mp4 (71.7 MB)
    • 1. Course Introduction.srt (6.4 KB)
    • 2. Why This Course.mp4 (17.0 MB)
    • 2. Why This Course.srt (6.8 KB)
    • 3. Why Too Many Companies Fail.mp4 (19.1 MB)
    • 3.1 2020 state of enterprise machine learning.html (0.4 KB)
    • 3.2 Machine Learning Engineering.html (0.3 KB)
    • 3.3 MLOps - Motivation.html (0.1 KB)
    • 4. Why Too Many Companies Fail - Resources.html (0.7 KB)
    • 5. What This Course is NOT About.mp4 (4.2 MB)
    • 6. Important Information.mp4 (1.3 MB)
    • 7. Where to start.html (1.7 KB)
    2. Git and Github Quickstart
    • 1. Git and Github Quickstart section introduction.mp4 (1.6 MB)
    • 10. Reverting Your Changes Back.mp4 (21.9 MB)
    • 11. Commit History.mp4 (17.0 MB)
    • 12. Aliases.mp4 (14.6 MB)
    • 13. Reverting Back to a Previous Commit.mp4 (71.4 MB)
    • 14. Git Diff.mp4 (12.3 MB)
    • 15. Branching and Merging.mp4 (39.6 MB)
    • 16. Pull Request and Code Review.mp4 (50.7 MB)
    • 17. Rebase.mp4 (87.9 MB)
    • 18. Stashing.mp4 (46.1 MB)
    • 19. Tagging.mp4 (29.2 MB)
    • 2. Git and Github - What are they.mp4 (1.7 MB)
    • 20. Cherry Pick.mp4 (22.1 MB)
    • 21. Git and GitHub - Final Words.mp4 (1.0 MB)
    • 3. Git Installation - Linux.mp4 (19.6 MB)
    • 4. Git Installation - Windows.mp4 (15.8 MB)
    • 5. Git Installation - MacOS.mp4 (15.3 MB)
    • 6. Github - Account creation.mp4 (28.0 MB)
    • 7. Adding an SSH key pair to GitHub account - Linux.mp4 (27.3 MB)
    • 8. Adding an SSH key pair to GitHub Account - MacOS.mp4 (48.2 MB)
    • 9. Git and GitHub - Basic workflow.mp4 (81.0 MB)
    3. Docker Quickstart
    • 1. Docker Quickstart section introduction.mp4 (3.8 MB)
    • 10. Dockerfile.mp4 (42.0 MB)
    • 11. More about Dockerfile.mp4 (41.2 MB)
    • 12. Persistent Data In Docker.mp4 (4.7 MB)
    • 13. Persistent Data In Docker - Volumes - Hands On.mp4 (75.4 MB)
    • 14. Persistent Data in Docker - Bind Mounting - Hands On.mp4 (16.4 MB)
    • 15. Docker Compose.mp4 (15.9 MB)
    • 16. Dockerfile Best Practices.mp4 (12.9 MB)
    • 2. What Is Docker and Why Do We Use It.mp4 (7.3 MB)
    • 3. Installation - Linux.mp4 (23.3 MB)
    • 4. Installation - Windows.mp4 (34.2 MB)
    • 5. Installation - MacOS.mp4 (11.8 MB)
    • 6. Docker Containers.mp4 (10.2 MB)
    • 7. Docker Containers - Hands On.mp4 (90.1 MB)
    • 8. Why Docker Is So Good.mp4 (8.5 MB)
    • 9. Docker Images.mp4 (23.8 MB)
    4. DVC
    • 1. DVC - Section Introduciton.mp4 (1,023.3 KB)
    • 2. Data Versioning.mp4 (102.2 MB)
    • 3. Accessing Your Data.mp4 (52.8 MB)
    • 4. Pipelines - Part 1.mp4 (72.8 MB)
    • 5. Pipelines - Part 2.mp4 (65.5 MB)
    • 6. Pipelines - Part 3.mp4 (77.6 MB)
    • 7. Metrics And Experiments.mp4 (7.6 MB)
    5. Hydra
    • 1. Hydra - Section Introduction.mp4 (5.4 MB)
    • 10. Debugging.mp4 (17.2 MB)
    • 11. Tab Completion.mp4 (10.3 MB)
    • 12. Structured Configs.mp4 (6.7 MB)
    • 13. Structured Configs Basic Usage.mp4 (24.9 MB)
    • 14. Hierarchical Static Configuration.mp4 (21.4 MB)
    • 15. Config Groups in Structured Configs.mp4 (27.0 MB)
    • 16. Defaults List in Structured Configs.mp4 (17.1 MB)
    • 17. Structured Config Schema.mp4 (52.0 MB)
    • 2. How to Use Hydra From Command-Line.mp4 (16.5 MB)
    • 3. Specifying A Config File.mp4 (15.9 MB)
    • 4. More About OmegaConf.mp4 (87.4 MB)
    • 5. Grouping Config Files.mp4 (40.4 MB)
    • 6. Selecting Default Configs.mp4 (37.7 MB)
    • 7. Multirun.mp4 (30.5 MB)
    • 8. Output And Working Directory.mp4 (28.8 MB)
    • 9. Logging.mp4 (24.3 MB)
    6. Google Cloud Platform Quickstart
    • 1. Google Cloud Platform - Section Introduction.mp4 (9.6 MB)
    • 2. How to Create An Account.mp4 (16.1 MB)
    • 3. How to Create a Project.mp4 (14.9 MB)
    • 4. gsutils and gcloud commands.mp4 (22.3 MB)
    • 5. Google Cloud Storage (GCS) - Bucket Creation.mp4 (32.3 MB)
    • 6. Google Cloud Storage (GCS) - Bucket Usage.mp4 (41.8 MB)
    • 7. Google Compute Engine (GCE).mp4 (71.3 MB)
    • 8. Google Compute Engine (GCE) - Quotas.mp4 (29.0 MB)
    7. Dask
    • 1. Dask - Section Introduction.mp4 (16.4 MB)
    • 10. Deploying Clusters - Command Line.mp4 (53.0 MB)
    • 11. Deploying Clusters - Python API.mp4 (21.6 MB)
    • 2. Dask DataFrame.mp4 (15.8 MB)
    • 3. Getting Started with Dask.mp4 (80.2 MB)
    • 4. Creating and Storing Dask DataFrames.mp4 (43.2 MB)
    • 5. Dask DataFrame - Best Practices.mp4 (29.8 MB)
    • 6. Shuffling for GroupBy and Join.mp4 (9.8 MB)
    • 7. Delayed.mp4 (166.0 MB)
    • 8. Futures.mp4 (92.9 MB)
    • 9. Scheduling.mp4 (13.5 MB)
    8. Data Versioning With DVC
    • 1. Prerequisites.html (0.4 KB)
    • 10. Setting Up Hydra Configuration.mp4 (133.0 MB)
    • 11. How To Update Python Dependencies.mp4 (72.2 MB)
    • 12. Data Versioning.mp4 (133.8 MB)
    • 13. Data Versioning - Creating A New Version.mp4 (81.0 MB)
    • 14. Data Versioning - Creating A New Version - Assignment.mp4 (3.3 MB)
    • 15. Data Versioning - Creating A New Version - Assignment Solution.mp4 (9.7 MB)
    • 16. Sorting - Formatting - Type Checking.mp4 (96.8 MB)
    • 2. GitHub Repository Creation.mp4 (42.2 MB)
    • 3. Specifying Python Dependencies.mp4 (67.3 MB)
    • 4. Dockerfile Creation.mp4 (110.5 MB)
    • 5. docker-compose File Creation.mp4 (33.2 MB)
    • 6. Makefile Creation.mp4 (64.7 MB)
    • 7. Datasets.mp4 (60.7 MB)
    • 8. Initializing DVC.mp

Description

Sustainable & Scalable Machine Learning Project Development



https://DevCourseWeb.com

Published 3/2023
Created by Kıvanç Yüksel
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 103 Lectures ( 9h 45m ) | Size: 3.72 GB

Learn, hands-on, how to build and manage Machine Learning Systems

What you'll learn
How To Efficiently Build Sustainable And Scalable Machine Learning Projects Using The Best Practices
Data Versioning
Distributed Data Processing
Feature Extraction
Distributed Model Training
Model Evaluation
Experiment Tracking
Error analysis
Model Inference
Creating An Application Using The Model We Train
Metadata management
Reproducibility

Requirements
Basic Understanding Of Machine Learning
Python Programming Language
You Will Learn The Rest In The Course



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Udemy - Sustainable and Scalable Machine Learning Project Development

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Download torrent
3.7 GB
seeders:1
leechers:11
Udemy - Sustainable and Scalable Machine Learning Project Development

Torrent hash: 6329C658ACBC0A0DD21519ADF9494749650A232C