Practical Big Data Analytics
Syllabus:
- Data Reduction (Python Dictionaries and Pandas DataFrames)
- Data Visualization
- Prediction and Classification Problems
- Recommender Systems
- Cluster Analysis
- Big Data and Distributed Computing
Projects Ideas:
Data Visualization
Learn how to use Altair or Bokeh to visualize your data
Interactive web-based data visualization
Learn how to use Dash to create Interactive web apps
Natural language processing
Email Spam Filtering
Fake news
Yelp reviews
Time Series Forcasting
Anomaly Detection Algorithms
Implement and apply an anomaly detection algorithm like Isolation Forest or Local Outlier Factor
Fraud Detection Datasets
Association Analysis
Implement the apriori anomaly and apply it on a dataset