Data Preprocessing: How to process data effectively to build ML Models | Hindi | VIEH Group

Channel:
India VIEH Group
Subscribers:
5,860
Published on ● Video Link: https://www.youtube.com/watch?v=giGDwQMfM9w


Duration: 1:07:16
42 views
6

Data Preprocessing is an important step to be taken when you are building a Machine Learning Model. In this video, we will be working with UFO dataset to perform preprocessing.

----------------------------------------------------
WHAT WILL YOU LEARN
πŸ“– Data Manipulation
πŸ“– Data Extraction
πŸ“– Object Building
πŸ“– Standardization
πŸ“– Normalization
πŸ“– Encoding Categorical Variables
πŸ“– Vectorization
πŸ“– Data Splitting
πŸ“– Model Making
πŸ“– Libraries: Pandas, Numpy, Sckit-Learn

----------------------------------------------------
DATASETS AND CODES
Dataset (Make sure you click on RAW and then use the link to import data): https://github.com/viehgroup/YT/blob/main/Data%20Preprocessing/ufo_data.csv
Run the code online: https://colab.research.google.com/drive/10refXtPynzTkqD5ICNUv4rnEkHQSi2xp?usp=sharing

FOLLOW US ON:
πŸ“© Facebook: https://facebook.com/viehgroup
πŸ“Έ Instagram: http://www.instagram.com/viehgroup
🐦 Twitter: http://www.twitter.com/viehgroup
▢️ Youtube Channel: https://www.youtube.com/viehgroup

----------------------------------------------------
00:00​ Introduction
01:11​ Environment Setup
02:32 Step 1: Exploring Dataset
13:15 Step 2: Data Extraction
28:48 Step 3: Feature Engineering and Scaling
34:00 Step 4: Encoding Categorical Variables
44:15 Step 5: Vectorization
49:19 Step 6: Making Ideal Dataset
55:03 Step 7: Model Making
----------------------------------------------------


Check out some amazing project-led courses: https://academy.viehgroup.com/all-course/



Other Videos By VIEH Group


2021-04-22Perform security audits | Hardening Linux Server
2021-04-22Use strong and unique password | Hardening linux server
2021-04-22Disable booting from external devices | Hardening Linux Servers
2021-04-22Avoid unnecessary Software | Hardening linux servers
2021-04-22Enable automatic updates | Hardening Linux Server
2021-04-22Hardening linux server introduction
2021-04-22Generate an SSH Key pair | Hardening linux server
2021-04-22Update your software regularly | Hardening Linux Server
2021-04-22Secure Linux server from hackers
2021-04-04How To Approach A Data Science Problem | Hindi | VIEH Group
2021-04-02Data Preprocessing: How to process data effectively to build ML Models | Hindi | VIEH Group
2021-04-01Mobikwik data Breach- 3.5 Million users KYC data Exposed | The Security News
2021-03-315 Tools that every SOC Analyst should know about
2021-03-31SOC Challenges
2021-03-31What does a SOC do ?
2021-03-31What is SOC - Security Operation Center
2021-03-31What is SOC ? | Security Operation Center | Everything that you need to know
2021-03-30Encase Forensics tool
2021-03-30SANS SIFT Forensics tool
2021-03-30FTK imager Forensics tool
2021-03-30Magnet RAM Capture