filmov
tv
How to create minimum viable product for machine learning projects - Weather prediction
Показать описание
Creating MVP for ML projects is an interesting topic because of quick feedback it provides for engaged partners (managers, clients, etc.) and can catch problems early in the process of product development. These feedbacks can also be used in improving next versions of product. In this video, I will show how a sample project can be analysed and then converted to a MVPs. I have kept it simple to focus on the main idea of starting with Jupyter notebook (data science side) and convert it to python (engineering side). There are many steps that can be added to this project and I will list some of the in the Jupyter notebook for you reference but if you think there is an important missing step in the process, please comment in the section below.
Codes:
🕒 VIDEO SECTIONS 🕒
0:00 - Intro
0:19 - Problem Definition
2:14 - Importing Data
4:46 - Changing data types - to_datetime
5:48 - Changing data types - LabelEncoder
8:28 - Reindexing - set_index
9:47 - Converting time series to conventional ML problem by shifting dataframe
18:55 - Model training
23:28 - Model evaluation
28:00 - Creating python files for MVP
Codes:
🕒 VIDEO SECTIONS 🕒
0:00 - Intro
0:19 - Problem Definition
2:14 - Importing Data
4:46 - Changing data types - to_datetime
5:48 - Changing data types - LabelEncoder
8:28 - Reindexing - set_index
9:47 - Converting time series to conventional ML problem by shifting dataframe
18:55 - Model training
23:28 - Model evaluation
28:00 - Creating python files for MVP
0:10:20
How To Create An MVP (Minimum Viable Product) - STEP BY STEP
0:07:39
Making Your First Game: Minimum Viable Product - Scope Small, Start Right - Extra Credits
0:16:53
How to Build An MVP | Startup School
0:10:33
How To Plan Your MVP (Minimum Viable Product) in 5 Simple Steps
0:00:58
Make The Minimum Viable Product
0:02:37
Minimum Viable Product - How to Build a Startup
0:07:14
How To Finally Start Your Business - How to Build a Minimum Viable Brand
0:05:53
The Lean Approach: Minimum Viable Products
0:50:58
Tap into Fast Flow w/ Team Topologies & Platform Engineering • Manuel Pais & Julian Wood • G...
0:03:08
How to build a 'Minimum Viable Product' in 3 minutes
0:09:39
How To Build Minimum Viable Product (MVP) Of Your Start Up? | Part 1 | Ashish Tulsian
0:04:07
How to Create a Minimum Viable Product for an App | Start Up Theory
0:04:54
3 Awesome Minimum Viable Products (MVPs)
0:10:52
Minimum Viable Product: How to build an MVP with ZERO Dollars!
0:02:45
How to create a minimum viable product or MVP?
0:02:00
How to Build a Minimum Viable Product (MVP)
0:01:19
What is a Minimum Viable Product?
0:13:50
Michael Seibel - How to Plan an MVP
0:21:30
How to Build a Minimum Viable Product (Part 2) - App Startup Series
0:05:48
Minimum Viable Product Explained with Real Examples
1:14:21
How to Build an MVP for Your App – Full Course on Minimum Viable Product Development
0:07:51
Why You Shouldn’t Start With A Minimum Viable Product
0:00:41
Minimum Viable Product and Content Creation!
0:08:09
The best examples of a Minimum Viable Product (MVP) | Hiyield
Комментарии