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 to visualize your data

Interactive web-based data visualization

Learn how to use Dash to create Interactive web apps

Email Spam Filtering

Time Series Forcasting

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Anomaly Detection Algorithms

Implement and apply an anomaly detection algorithm like Isolation Forest or Local Outlier Factor

Association Analysis

Implement the apriori anomaly and apply it on a dataset

Be creative! Here you have some famous dataset repositories