Feature Engineering Techniques-Machine Learning | தமிழ் #datascienceforbeginners #dataanalytics #EDA

The first step to build any AI system is to be on 'good terms' with your data.
Feature Engineering is your go-to friend for all the data cleaning and data analysis!

BOOK 1:1 FOR DATA JOB GUIDANCE - https://topmate.io/keerthana_selvam

0:00 - What is Feature Engineering?
2:50 - Data & its types
8:50 - Technique 1 - Handle missing values
12:25 - Technique 2 - Handle imbalanced dataset
17:00 - Technique 3 - Outlier detection & removal
19:14 - Technique 4 - Data Encoding
23:50 - Technique 5 - Feature Scaling

Python in 10 videos - https://www.youtube.com/playlist?list=PLfGjriHtbUEsDVqESVXNNPxdmswWwiHl8

Data Science Career Transition: Data Analyst vs Data Scientist vs Data Engineer.
Watch here - https://youtu.be/QxN-tSLT6SU?si=gnt9qnWLpnxSRvHM

Understanding the data Science Project Lifecycle & Stages
Watch here - https://youtu.be/eJiBpcBtJ78?si=e0pSfw-74Jbfyz5N

Types of machine Learning with song recommendation example
Watch here - https://youtu.be/1caj2V7E31w?si=LUsGNZZXmzel5aP-

Cross validation & types - https://youtu.be/p_Lu-nJsb70?si=0-FKZuRhNWHBGuOB

MLOPS from scratch - https://youtu.be/KXxeshSvgL8?si=qrfFllN0eewO49E7

Statistics Playlist - https://youtu.be/YAOoKUT74TI?si=D-AWbD9hMy5SnoOd

#datascienceforbeginners #machinelearning #deeplearning #python #python3 #pythontutorial #pythonforbeginners #pythonprogramming #datascienceinterviewquestionsandanswers #machinelearninginterviewquestions #pythoninterview #simple #easy #fresher #beginner #tamil #thamil #தமிழ் #missingvalues #nanvalues #outlierdetection #outlierremoval #imbalanceddataset #oversamo=pling #undersampling #downsampling #upsampling #smote #meanmedianmode #meanimputation #qualitativedata #quantitativedata #discrete #continuous #nominal #ordinal #datatypes #titanic #kaggle #majorityclassminorityclass #5numbersummary #boxplot #quartile #percentile #nominalencoding #onehotencoding #ordinalencoding #labelencoding #normalisation #standardisation #normalization #standardization #exploratorydataanalysis #dataanalysis #datacleaning #cleandata

Видео Feature Engineering Techniques-Machine Learning | தமிழ் #datascienceforbeginners #dataanalytics #EDA канала Data Science with Keerthi (தமிழில்)