candida18/ads_sma

Applied Data Science

Sr. No.	Experiment Name
1	Data Visualization
2	Data Exploration
3	Data Cleaning
4	Performance evaluation metrics for Data Models
5	House Price prediction using Neural Networks
6	SMOTE
7	Outlier detection using IQR, Z-score, LOF and DBSCAN
8	Time Series Prediction with LSTM Recurrent Neural Networks

Social Media Analytics

Sr. No.	Experiment Name
1	Study various - 1. Social Media platforms ( Facebook, twitter, YouTube etc) 2. Social Media analytics tools ( Facebook insights, Google analytics,Netlytic etc) 3. Social Media Analytics techniques and engagement metrics (page level, post level, member level) 4. Applications of Social media analytics for business.
2	Data Collection - YouTube Data Scraping
3	Data Cleaning and Storage
4	Exploratory Data Analysis and visualization of Social Media Data for business.
5	Develop Content (text, emoticons, image, audio, video) based social media analytics model for business.
6	Develop Structure based social media analytics model for any business. ( e.g. Structure Based Models -community detection, influence analysis)
7	Develop a dashboard and reporting tool based on real time social media data.
8	Design the creative content for promotion of your business on social media
9	Analyze competitor activities using social media data.
10	Develop social media text analytics models for improving existing product/ service by analyzing customer‘s reviews/comments