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Introduction to MLOps | 360DigiTMG
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Description: What is MLOps? It stands for Machine Learning Model Ops. The objective of MLOps is to provide an end-to-end machine learning development process to design, build and manage reproducible, testable, and evolvable ML-powered software.
Why do we need MLOps?
According to Statista Digital Economy Compass 2019
we live in a data driven world and are collecting enormous amounts of data every second
AI, ML and data science will be extremely crucial because it helps in extracting insights from that data
Let us assume for the sake of this video series that AI, DS and ML are the same things and refer to everything as M L for now.
M L models are everywhere – everytime you run a google search or use google maps or when you are on your favorite social media platform where you get recommendations for content.
As more and more companies are trying to rely on M L models they are running into some similar problems – deployment.
Because in order to take full advantage of the built M L model they need to be made available to the core software systems and the trained M L models need to be incorporated into the core codebase.
The full advantage of M L models is only possible through the ML model deployment – but companies are struggling with a consistent methodology to achieve this.
This is where MLOps comes in. MLOps helps companies leverage the full extent of M L models by eliminating the three major issues faced by all M L models:
1. Data drift - since M L models are built on data, they are sensitive to the semantics, amount and completeness of incoming data
2. Model or concept drift - the performance of ML models in production degenerate over time because of changes in the real-life data that has not been seen during the model training
3. Locality - when transferring M L models to new business customers, these models, which have been pre-trained on different user demographics, might not work correctly according to quality metrics
👇 SUBSCRIBE TO 360DigiTMG’s YOUTUBE CHANNEL NOW 👇
We have specifically created a Facebook Group for all our Data Science aspirants. You can use the below link to join.
In addition to this, we are going to host 2 FREE training sessions Every Single Month on various topics inside this group.
Join FREE Data Science Facebook Group
★☆★ CONNECT WITH 360DigiTMG ON SOCIAL MEDIA ★☆★
About 360DigiTMG
360DigiTMG is a 9-year-old training & consulting organization led by stalwarts of the industry who are alumnus of premier institutions like the Indian Institute of Technology, Indian Institute of Management and Indian School of Business. 360DigiTMG since its inception has been the forerunner in the space of management and niche programs that aid in up-skilling and cross skilling executives across various levels and domains. 360DigiTMG has been conducting training programs across the globe for corporate and individuals alike.
360DigiTMG is one stop solution to all the trainings in emerging technologies such as Artificial Intelligence, Machine Learning, Big Data, Project Management, Quality Management, etc. 360DigiTMG is a training company, which is a division of the analytics consulting firm Innodatatics Inc.
For more Information Contact us @::
India : +91 99899 94319
Malaysia: +603 2092 9488
Did you find this video helpful? Leave a comment below!
#ML #machinelearning #mlops #datascience #artificialintelligence #360digitmg
Why do we need MLOps?
According to Statista Digital Economy Compass 2019
we live in a data driven world and are collecting enormous amounts of data every second
AI, ML and data science will be extremely crucial because it helps in extracting insights from that data
Let us assume for the sake of this video series that AI, DS and ML are the same things and refer to everything as M L for now.
M L models are everywhere – everytime you run a google search or use google maps or when you are on your favorite social media platform where you get recommendations for content.
As more and more companies are trying to rely on M L models they are running into some similar problems – deployment.
Because in order to take full advantage of the built M L model they need to be made available to the core software systems and the trained M L models need to be incorporated into the core codebase.
The full advantage of M L models is only possible through the ML model deployment – but companies are struggling with a consistent methodology to achieve this.
This is where MLOps comes in. MLOps helps companies leverage the full extent of M L models by eliminating the three major issues faced by all M L models:
1. Data drift - since M L models are built on data, they are sensitive to the semantics, amount and completeness of incoming data
2. Model or concept drift - the performance of ML models in production degenerate over time because of changes in the real-life data that has not been seen during the model training
3. Locality - when transferring M L models to new business customers, these models, which have been pre-trained on different user demographics, might not work correctly according to quality metrics
👇 SUBSCRIBE TO 360DigiTMG’s YOUTUBE CHANNEL NOW 👇
We have specifically created a Facebook Group for all our Data Science aspirants. You can use the below link to join.
In addition to this, we are going to host 2 FREE training sessions Every Single Month on various topics inside this group.
Join FREE Data Science Facebook Group
★☆★ CONNECT WITH 360DigiTMG ON SOCIAL MEDIA ★☆★
About 360DigiTMG
360DigiTMG is a 9-year-old training & consulting organization led by stalwarts of the industry who are alumnus of premier institutions like the Indian Institute of Technology, Indian Institute of Management and Indian School of Business. 360DigiTMG since its inception has been the forerunner in the space of management and niche programs that aid in up-skilling and cross skilling executives across various levels and domains. 360DigiTMG has been conducting training programs across the globe for corporate and individuals alike.
360DigiTMG is one stop solution to all the trainings in emerging technologies such as Artificial Intelligence, Machine Learning, Big Data, Project Management, Quality Management, etc. 360DigiTMG is a training company, which is a division of the analytics consulting firm Innodatatics Inc.
For more Information Contact us @::
India : +91 99899 94319
Malaysia: +603 2092 9488
Did you find this video helpful? Leave a comment below!
#ML #machinelearning #mlops #datascience #artificialintelligence #360digitmg
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